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    Justin,<br>
    <br>
    That's right. The biggest impact of the missing leap day is not the
    missing day itself, but the shift in the days of the week after Feb.
    29th.  Yesterday I made a run for a leap year (1992) to confirm that
    DOE-2 doesn't adjust the days of the week for the missing day, i.e.,
    Mar. 1 is not two days-of-the-week behind Feb. 28.  <br>
    <br>
    Now, if you're modeling a building that has distinct workday and
    weekend schedules, as all commercial buildings do, the  daily load
    shapes will be out of phase with what they actually are from March 1
    through the end of the year.  To me, that alone would be sufficient
    reason to fix, especially that the fix is not very difficult.<br>
    <br>
    The main reason this defect has been neglected so far is that most
    simulations are still being done for design assessment using 
    "typical year" weather data.  However, now that more simulations are
    being done using actual year weather data to compare to  actual
    performance, the defect is no longer so trivial.<br>
    <br>
    Joe<br>
    <pre class="moz-signature" cols="90">Joe Huang
White Box Technologies, Inc.
346 Rheem Blvd., Suite 205A
Moraga CA 94556
<a class="moz-txt-link-abbreviated" href="mailto:yjhuang@whiteboxtechnologies.com">yjhuang@whiteboxtechnologies.com</a>
<a class="moz-txt-link-freetext" href="http://weather.whiteboxtechnologies.com">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data
(o) (925)388-0265
(c) (510)928-2683
"building energy simulations at your fingertips"
</pre>
    <div class="moz-cite-prefix">On 6/24/2015 3:01 PM, Justin Spencer
      wrote:<br>
    </div>
    <blockquote
cite="mid:CAB+zL_=71AYEhspobxuYJFiuammxf=Wge1QhPWCeMKJuG5DECg@mail.gmail.com"
      type="cite">
      <div dir="ltr">It's days of the week that matter. You'll never get
        your calibration to line up on daily or hourly usage if your
        days of the week get off. I was trying to say in my earlier
        response that your days of the week are not off by a day if you
        just let it ride and have your simulation still run through days
        1-365. What's off by a day is your month start and end days and
        potentially your holidays, which you can relatively easily set
        to alternate dates. </div>
      <div class="gmail_extra"><br>
        <div class="gmail_quote">On Wed, Jun 24, 2015 at 3:54 PM, Keith
          Swartz <span dir="ltr"><<a moz-do-not-send="true"
              href="mailto:KSwartz@seventhwave.org" target="_blank">KSwartz@seventhwave.org</a>></span>
          wrote:<br>
          <blockquote class="gmail_quote" style="margin:0 0 0
            .8ex;border-left:1px #ccc solid;padding-left:1ex">
            <div link="blue" vlink="purple" lang="EN-US">
              <div>
                <p class="MsoNormal"><span
                    style="font-size:10.0pt;font-family:"Arial",sans-serif">This
                    has been an interesting thread. I raised this
                    question at an ASHRAE conference a few years ago and
                    nobody in that session did anything to account for
                    Leap Day.</span></p>
                <p class="MsoNormal"><span
                    style="font-size:10.0pt;font-family:"Arial",sans-serif"> </span></p>
                <p class="MsoNormal"><span
                    style="font-size:10.0pt;font-family:"Arial",sans-serif">Couldn’t
                    the day of the week selected for January 1 be
                    shifted a day so that the last 10 months of the year
                    will match and only 2 months will be off (instead of
                    2 months matching and 10 months being off a day)?</span></p>
                <p class="MsoNormal"><span
                    style="font-size:10.0pt;font-family:"Arial",sans-serif"> </span></p>
                <p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:black">Keith
                    Swartz, PE</span></p>
                <p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:black">Senior
                    Energy Engineer |
                    <b>Seventhwave </b></span><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:gray">|
                    <b>Madison.Chicago.Minneapolis</b></span></p>
                <p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:black">(formerly
                    Energy Center of Wisconsin)</span></p>
                <p class="MsoNormal"><span
style="font-size:10.0pt;font-family:"Arial",sans-serif;color:black"><a
                      moz-do-not-send="true" href="tel:608.210.7123"
                      value="+16082107123" target="_blank">608.210.7123</a>
                    |
                    <a moz-do-not-send="true"
                      href="http://www.seventhwave.org/" target="_blank">www.seventhwave.org</a></span></p>
                <p class="MsoNormal"><span
                    style="font-size:10.0pt;font-family:"Arial",sans-serif"> </span></p>
                <p class="MsoNormal"><b><span
                      style="font-size:11.0pt;font-family:"Calibri",sans-serif">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif"> Jim
                    Dirkes [mailto:<a moz-do-not-send="true"
                      href="mailto:jim@buildingperformanceteam.com"
                      target="_blank">jim@buildingperformanceteam.com</a>]
                    <br>
                    <b>Sent:</b> Tuesday, June 23, 2015 7:46 PM<br>
                    <b>To:</b> James Hansen<br>
                    <b>Cc:</b> <a moz-do-not-send="true"
                      href="mailto:bldg-sim@lists.onebuilding.org"
                      target="_blank">bldg-sim@lists.onebuilding.org</a></span></p>
                <div>
                  <div class="h5"><br>
                    <b>Subject:</b> Re: [Bldg-sim] What do people do
                    about Leap Years? was Re: Energy model calibration -
                    normalizing the utility bills to month start-end</div>
                </div>
                <div>
                  <div class="h5">
                    <p class="MsoNormal"> </p>
                    <div>
                      <div>
                        <p class="MsoNormal"><span
                            style="font-size:18.0pt;color:#b45f06">Dear
                            Joe,</span></p>
                      </div>
                      <div>
                        <p class="MsoNormal"><span
                            style="font-size:18.0pt;color:#b45f06">Absolutely
                            no condescension intended.  I apologize for
                            even coming close.  It was supposed to be
                            tongue in cheek; I realize that switching
                            software is a tough thing and not
                            necessarily a good plan for all.</span></p>
                      </div>
                    </div>
                    <div>
                      <p class="MsoNormal"> </p>
                      <div>
                        <p class="MsoNormal">On Tue, Jun 23, 2015 at
                          5:17 PM, James Hansen <<a
                            moz-do-not-send="true"
                            href="mailto:jhansen@ghtltd.com"
                            target="_blank">jhansen@ghtltd.com</a>>
                          wrote:</p>
                        <blockquote style="border:none;border-left:solid
                          #cccccc 1.0pt;padding:0in 0in 0in
                          6.0pt;margin-left:4.8pt;margin-right:0in">
                          <div>
                            <div>
                              <p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1f497d">Getting
                                  upset that eQuest / DOE-2 doesn’t
                                  incorporate leap year data is like
                                  getting upset that it can’t predict a
                                  snow day.  Or a power outage.  If you
                                  are using an energy model for a
                                  specific task where missing 1 day in
                                  1,460 is going to affect someone’s
                                  decision making process, and/or you’re
                                  not willing to multiply February
                                  energy consumption by 29/28 for that
                                  year, then that is worrisome.  No
                                  energy modeling program is so accurate
                                  that this would make a difference. 
                                  But that’s just my opinion.  I have
                                  lots of scratches on my car and don’t
                                  care…</span></p>
                              <p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1f497d"> </span></p>
                              <p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1f497d">-James</span></p>
                              <p class="MsoNormal"><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif;color:#1f497d"> </span></p>
                              <p class="MsoNormal"><b><span
                                    style="font-size:11.0pt;font-family:"Calibri",sans-serif">From:</span></b><span
style="font-size:11.0pt;font-family:"Calibri",sans-serif">
                                  Bldg-sim [mailto:<a
                                    moz-do-not-send="true"
                                    href="mailto:bldg-sim-bounces@lists.onebuilding.org"
                                    target="_blank">bldg-sim-bounces@lists.onebuilding.org</a>]
                                  <b>On Behalf Of </b>Karen Walkerman<br>
                                  <b>Sent:</b> Tuesday, June 23, 2015
                                  4:57 PM<br>
                                  <b>To:</b> <a moz-do-not-send="true"
href="mailto:bldg-sim@lists.onebuilding.org" target="_blank">bldg-sim@lists.onebuilding.org</a><br>
                                  <b>Subject:</b> Re: [Bldg-sim] What do
                                  people do about Leap Years? was Re:
                                  Energy model calibration - normalizing
                                  the utility bills to month start-end</span></p>
                              <div>
                                <div>
                                  <p class="MsoNormal"> </p>
                                  <div>
                                    <p class="MsoNormal">I hear your
                                      frustrations Joe, but after
                                      finding many, many issues with
                                      eQuest/Doe-2 that never got fixed,
                                      I eventually did "just" switch to
                                      EnergyPlus.  I'm not sure when the
                                      last time DOE2 got a major update,
                                      but EnergyPlus is getting major
                                      updates all the time.  There are
                                      people actively supporting this
                                      software and every bug and
                                      idiosyncrasy I've found has either
                                      been fixed, or is in the cue to be
                                      fixed.</p>
                                    <div>
                                      <p class="MsoNormal"> </p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">In my
                                        opinion, this community needs to
                                        either:</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal"> </p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">1.  Support a
                                        major update to eQuest/DOE-2
                                        that fixes this, and many other
                                        issues.  If you are capable and
                                        interested in fixing some of
                                        these bugs - maybe try a
                                        crowdfunding campaign?  People
                                        could contribute towards fixing
                                        particular issues or bugs.</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">2.  Recognize
                                        the limitations of eQuest/ DOE-2
                                        and use it only when projects
                                        can be appropriately modeled
                                        with this software.</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">3.  Switch
                                        software packages completely.</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal"> </p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">One of the
                                        challenges in this industry is
                                        that people are used to getting
                                        software for free.  eQuest,
                                        DOE-2, EnergyPlus have all be
                                        developed in large part with
                                        public funding.  When that
                                        funding goes away, support
                                        stops, but people still have the
                                        expectation that the software
                                        should be free.</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal"> </p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">--</p>
                                    </div>
                                    <div>
                                      <p class="MsoNormal">Karen</p>
                                    </div>
                                  </div>
                                </div>
                              </div>
                              <div>
                                <p class="MsoNormal"> </p>
                                <div>
                                  <div>
                                    <div>
                                      <p class="MsoNormal">On Tue, Jun
                                        23, 2015 at 4:43 PM, Joe Huang
                                        <<a moz-do-not-send="true"
                                          href="mailto:yjhuang@whiteboxtechnologies.com"
                                          target="_blank">yjhuang@whiteboxtechnologies.com</a>>
                                        wrote:</p>
                                    </div>
                                  </div>
                                  <blockquote
                                    style="border:none;border-left:solid
                                    #cccccc 1.0pt;padding:0in 0in 0in
6.0pt;margin-left:4.8pt;margin-top:5.0pt;margin-right:0in;margin-bottom:5.0pt">
                                    <div>
                                      <div>
                                        <div>
                                          <p class="MsoNormal"
                                            style="margin-bottom:12.0pt">The
                                            responses so far are not
                                            what I expected and, in my
                                            view, miss the point.
                                            <br>
                                            I was not talking about
                                            workarounds or ignoring the
                                            missing day in DOE-2, which
                                            is what I presume everyone
                                            has been doing up until
                                            now.  I'm frankly tired of
                                            that, because adding the
                                            fixes to DOE-2 seems to be
                                            quite easy to do.<br>
                                            <br>
                                            I also find the responses of
                                            "just use EnergyPlus" to be
                                            disingenuous and
                                            condescending.  It's like
                                            trying to fix a scratch on
                                            your car, and then somebody
                                            comes by and says, "oh, just
                                            go and buy this new better
                                            one".
                                            <br>
                                            <br>
                                            Joe</p>
                                          <pre>Joe Huang</pre>
                                          <pre>White Box Technologies, Inc.</pre>
                                          <pre>346 Rheem Blvd., Suite 205A</pre>
                                          <pre>Moraga CA 94556</pre>
                                          <pre><a moz-do-not-send="true" href="mailto:yjhuang@whiteboxtechnologies.com" target="_blank">yjhuang@whiteboxtechnologies.com</a></pre>
                                          <pre><a moz-do-not-send="true" href="http://weather.whiteboxtechnologies.com" target="_blank">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data</pre>
                                          <pre>(o) <a moz-do-not-send="true" href="tel:%28925%29388-0265" target="_blank">(925)388-0265</a></pre>
                                          <pre>(c) <a moz-do-not-send="true" href="tel:%28510%29928-2683" target="_blank">(510)928-2683</a></pre>
                                          <pre>"building energy simulations at your fingertips"</pre>
                                        </div>
                                      </div>
                                      <div>
                                        <div>
                                          <div>
                                            <div>
                                              <div>
                                                <p class="MsoNormal">On
                                                  6/23/2015 1:21 PM,
                                                  Justin Spencer wrote:</p>
                                              </div>
                                            </div>
                                          </div>
                                          <blockquote
                                            style="margin-top:5.0pt;margin-bottom:5.0pt">
                                            <div>
                                              <div>
                                                <div>
                                                  <p class="MsoNormal">I
                                                    think the cleanest
                                                    is you just pretend
                                                    every day is off by
                                                    one. Ignore all of
                                                    the month garbage
                                                    (yes you'll be off
                                                    by a day at times).
                                                    Just think about it
                                                    as days 1-365, with
                                                    the right day of the
                                                    week assigned. You
                                                    can reassign your
                                                    holidays if you
                                                    want. You wind up
                                                    dropping the real
                                                    12/31. 
                                                  </p>
                                                  <div>
                                                    <p class="MsoNormal"> </p>
                                                  </div>
                                                  <div>
                                                    <p class="MsoNormal">But
                                                      I like the "just
                                                      use EnergyPlus"
                                                      option. </p>
                                                  </div>
                                                </div>
                                              </div>
                                            </div>
                                            <div>
                                              <p class="MsoNormal"> </p>
                                              <div>
                                                <div>
                                                  <div>
                                                    <p class="MsoNormal">On
                                                      Tue, Jun 23, 2015
                                                      at 12:57 PM, Jim
                                                      Dirkes <<a
                                                        moz-do-not-send="true"
href="mailto:jim@buildingperformanceteam.com" target="_blank">jim@buildingperformanceteam.com</a>>
                                                      wrote:</p>
                                                  </div>
                                                </div>
                                                <blockquote
                                                  style="margin-top:5.0pt;margin-bottom:5.0pt">
                                                  <div>
                                                    <div>
                                                      <div>
                                                        <div>
                                                          <ol start="1"
                                                          type="1">
                                                          <li
                                                          class="MsoNormal">
                                                          Use EnergyPlus
                                                          :), which
                                                          allows >365
                                                          days.  This is
                                                          also helpful
                                                          when the
                                                          combined
                                                          two-fuel
                                                          billing cycle
                                                          is 13-14
                                                          months.</li>
                                                          <li
                                                          class="MsoNormal">
                                                          Ignore the
                                                          1/365
                                                          difference. 
                                                          Do you really
                                                          think it will
                                                          matter much?</li>
                                                          </ol>
                                                        </div>
                                                      </div>
                                                    </div>
                                                  </div>
                                                  <div>
                                                    <div>
                                                      <div>
                                                        <p
                                                          class="MsoNormal"> </p>
                                                        <div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">On
                                                          Tue, Jun 23,
                                                          2015 at 2:48
                                                          PM, Joe Huang
                                                          <<a
                                                          moz-do-not-send="true"
href="mailto:yjhuang@whiteboxtechnologies.com" target="_blank">yjhuang@whiteboxtechnologies.com</a>>
                                                          wrote:</p>
                                                          </div>
                                                          </div>
                                                          <blockquote
                                                          style="margin-top:5.0pt;margin-bottom:5.0pt">
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"
style="margin-bottom:12.0pt">This is a little off-topic, but something
                                                          I've pondered
                                                          for some
                                                          time...<br>
                                                          <br>
                                                          The question
                                                          is when people
                                                          are using
                                                          eQUEST/DOE-2
                                                          with
                                                          historical
                                                          year weather,
                                                          what do you do
                                                          when it's a
                                                          leap year? 
                                                          Since DOE-2<br>
                                                          always
                                                          simulates a
                                                          365-day year, 
                                                          do you just
                                                          ignore the
                                                          missing leap
                                                          day, but then
                                                          don't the Days
                                                          of Week also
                                                          get screwed up
                                                          starting in
                                                          March?<br>
                                                          <br>
                                                          Since a
                                                          quarter of the
                                                          years are leap
                                                          years, I've
                                                          never
                                                          understood why
                                                          accounting for
                                                          them has been
                                                          considered an
                                                          insignificant
                                                          detail.
                                                          <br>
                                                          I mean, if I
                                                          told you that
                                                          a quarter of
                                                          the time your
                                                          simulation
                                                          results would
                                                          be a little
                                                          wrong, isn't
                                                          that a pretty
                                                          high
                                                          frequency?<br>
                                                          <br>
                                                          Many
                                                          eQUEST/DOE-2
                                                          users also
                                                          have the
                                                          mistaken
                                                          impression
                                                          that the fault
                                                          lies in the
                                                          DOE-2 weather
                                                          files, which
                                                          is not true.
                                                          <br>
                                                          Believe it or
                                                          not, but the
                                                          packed DOE-2
                                                          weather file
                                                          format
                                                          actually
                                                          contains 384
                                                          days (32 days
                                                          per month),
                                                          and all the
                                                          DOE-2 weather
                                                          files I
                                                          produce always
                                                          contains Feb.
                                                          29 for the
                                                          leap years (as
                                                          well as other
                                                          enhancements
                                                          like greater
                                                          precision in
                                                          the data).<br>
                                                          <br>
                                                          So, where does
                                                          the problem
                                                          lie?  It's in
                                                          the clock
                                                          within DOE-2
                                                          that always
                                                          sets February
                                                          to be 28
                                                          days.  In
                                                          other words,
                                                          DOE-2 will
                                                          read the
                                                          weather file
                                                          and do the
                                                          simulation
                                                          only through
                                                          February 28th,
                                                          even though
                                                          the weather
                                                          file contains
                                                          data through
                                                          February 32nd
                                                          (:-)),
                                                          although
                                                          everything
                                                          beyond the
                                                          28th would be
                                                          blank on
                                                          non-leap
                                                          years, and
                                                          beyond the
                                                          29th on leap
                                                          years.
                                                          <br>
                                                          <br>
                                                          When I've
                                                          looked through
                                                          the DOE-2.1E
                                                          code, there
                                                          are even flags
                                                          setting the
                                                          leap years but
                                                          these are
                                                          never used.
                                                          I've thought
                                                          many times of
                                                          toying around
                                                          with the code
                                                          to see how
                                                          difficult it
                                                          would be to
                                                          implement leap
                                                          years, but
                                                          just haven't
                                                          gotten around
                                                          to it.  As far
                                                          as I can see,
                                                          the biggest
                                                          difficulty
                                                          might might
                                                          have to do not
                                                          with the
                                                          simulation
                                                          itself, but
                                                          with the
                                                          reporting.<br>
                                                          <br>
                                                          I'd like to
                                                          know if others
                                                          think this is
                                                          something of
                                                          sufficient
                                                          importance to
                                                          merit further
                                                          investigation.<br>
                                                          <br>
                                                          Joe<br>
                                                          <br>
                                                          </p>
                                                          <pre>Joe Huang</pre>
                                                          <pre>White Box Technologies, Inc.</pre>
                                                          <pre>346 Rheem Blvd., Suite 205A</pre>
                                                          <pre>Moraga CA 94556</pre>
                                                          <pre><a moz-do-not-send="true" href="mailto:yjhuang@whiteboxtechnologies.com" target="_blank">yjhuang@whiteboxtechnologies.com</a></pre>
                                                          <pre><a moz-do-not-send="true" href="http://weather.whiteboxtechnologies.com" target="_blank">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data</pre>
                                                          <pre>(o) <a moz-do-not-send="true" href="tel:%28925%29388-0265" target="_blank">(925)388-0265</a></pre>
                                                          <pre>(c) <a moz-do-not-send="true" href="tel:%28510%29928-2683" target="_blank">(510)928-2683</a></pre>
                                                          <pre>"building energy simulations at your fingertips"</pre>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">On
                                                          6/23/2015
                                                          10:27 AM,
                                                          Collinge,
                                                          William
                                                          Overton wrote:</p>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          <blockquote
                                                          style="margin-top:5.0pt;margin-bottom:5.0pt">
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">All,</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">This
                                                          is a fantastic
                                                          thread, and I
                                                          am wondering
                                                          if it could be
                                                          taken one step
                                                          further to
                                                          query if
                                                          anyone has
                                                          experience
                                                          with methods
                                                          to attempt
                                                          calibrating
                                                          models of
                                                          energy savings
                                                          attributable
                                                          to retrofits
                                                          of multiple
                                                          systems
                                                          simultaneously
                                                          (plant,
                                                          envelope, HVAC
                                                          etc. – as most
                                                          real-world
                                                          retrofits
                                                          likely are),
                                                          going past the
                                                          4- or
                                                          5-parameter
                                                          breakpoint
                                                          regression
                                                          models to
                                                          incorporate
                                                          inverse
                                                          modeling of
                                                          specific load
                                                          types and
                                                          their space-
                                                          or
                                                          time-variable
                                                          characteristics.
                                                          This would fit
                                                          under
                                                          multivariate
                                                          methods in the
                                                          last line of
                                                          Table 2 in the
                                                          older version
                                                          of ASHRAE
                                                          Guideline 14
                                                          that Jeff
                                                          Haberl has
                                                          posted on his
                                                          website, and
                                                          would attempt
                                                          to standardize
                                                          Maria’s Step 5
                                                          below without
                                                          (possibly) the
                                                          need to
                                                          conduct as
                                                          much in-depth
                                                          field
                                                          verification
                                                          as might
                                                          otherwise be
                                                          required. I’ve
                                                          dabbled in
                                                          this a little
                                                          bit…without
                                                          extensive
                                                          discussions
                                                          with others…</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">Example:
                                                          changing the
                                                          OA ventilation
                                                          rate is going
                                                          to have a
                                                          specific load
                                                          profile versus
                                                          some retrofit
                                                          that affects
                                                          the solar gain
                                                          rate. Of
                                                          course, much
                                                          easier in
                                                          theory to do
                                                          calibrations
                                                          of this sort
                                                          with hourly
                                                          meter data
                                                          versus monthly
                                                          utility bills…</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">Bill
                                                          Collinge</p>
                                                          <p
                                                          class="MsoNormal">Postdoctoral
                                                          Scholar</p>
                                                          <p
                                                          class="MsoNormal">University
                                                          of Pittsburgh</p>
                                                          <p
                                                          class="MsoNormal">Department
                                                          of Civil and
                                                          Environmental
                                                          Engineering</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"><b>From:</b>
                                                          Bldg-sim [<a
                                                          moz-do-not-send="true"
href="mailto:bldg-sim-bounces@lists.onebuilding.org" target="_blank">mailto:bldg-sim-bounces@lists.onebuilding.org</a>]
                                                          <b>On Behalf
                                                          Of </b>Maria
                                                          Karpman<br>
                                                          <b>Sent:</b>
                                                          Tuesday, June
                                                          23, 2015 12:02
                                                          PM<br>
                                                          <b>To:</b>
                                                          'Jeff Haberl';
                                                          'Joe Huang'; <a
moz-do-not-send="true" href="mailto:bldg-sim@lists.onebuilding.org"
                                                          target="_blank">
bldg-sim@lists.onebuilding.org</a><br>
                                                          <b>Subject:</b>
                                                          Re: [Bldg-sim]
                                                          Energy model
                                                          calibration -
                                                          normalizing
                                                          the utility
                                                          bills to month
                                                          start-end</p>
                                                          </div>
                                                          </div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">Hello
                                                          all,</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">We
                                                          usually do the
                                                          following to
                                                          calibrate
                                                          model to
                                                          monthly
                                                          utility bills:</p>
                                                          <p>1)     
                                                          Create or
                                                          purchase
                                                          weather file
                                                          corresponding
                                                          to
                                                          pre-retrofit
                                                          period for
                                                          which we have
                                                          billing data.
                                                          Lately we’ve
                                                          been using
                                                          WeatherAnalytics
                                                          files, which
                                                          we found to be
                                                          more cost
                                                          effective than
                                                          creating our
                                                          own (they
                                                          charge $40 for
                                                          an annual
                                                          file).</p>
                                                          <p>2)      Run
                                                          simulation
                                                          using this
                                                          weather file
                                                          instead of
                                                          TMY.</p>
                                                          <p>3)     
                                                          Standard
                                                          simulation
                                                          reports (we
                                                          typically use
                                                          eQUEST) show
                                                          usage by
                                                          calendar month
                                                          (e.g. January,
                                                          February,
                                                          etc.) which is
                                                          usually not
                                                          aligned with
                                                          dates of
                                                          utility bills,
                                                          as noted in
                                                          the question
                                                          that started
                                                          this thread.
                                                          As Brian
                                                          mentioned in
                                                          one of the
                                                          earlier posts,
                                                          this may be
                                                          circumvented
                                                          by entering
                                                          the actual
                                                          meter read
                                                          dates into
                                                          eQUEST as
                                                          shown in the
                                                          screenshot
                                                          below. This
                                                          will align
                                                          usages shown
                                                          in eQUEST’s
                                                          “E*” reports
                                                          such as ES-E
                                                          with the
                                                          actual utility
                                                          bills.  The
                                                          approach does
                                                          not allow
                                                          entering more
                                                          than one read
                                                          date per month
                                                          (e.g. we can’t
                                                          capture April
                                                          3 – 28 bill).
                                                          For projects
                                                          where this
                                                          limitation is
                                                          an issue we
                                                          generate
                                                          hourly reports
                                                          that show
                                                          consumption by
                                                          end use for
                                                          each meter in
                                                          the project,
                                                          and aggregate
                                                          it into
                                                          periods that
                                                          are aligned
                                                          with utility
                                                          bills. </p>
                                                          </div>
                                                          </div>
                                                          <p><img
                                                          src="cid:part22.04040209.04090107@whiteboxtechnologies.com"
alt="cid:image001.png@01D0ADD6.D9D5F9F0" border="0" height="412"
                                                          width="555"></p>
                                                          <div>
                                                          <div>
                                                          <p>  </p>
                                                          <p>4)      We
                                                          then copy
                                                          simulation
                                                          outputs
                                                          (either from
                                                          ES-E or hourly
                                                          reports,
                                                          depending on
                                                          the method
                                                          used) into a
                                                          standard
                                                          spreadsheet
                                                          with utility
                                                          data. The
                                                          spreadsheet is
                                                          set up to plot
                                                          side by side
                                                          monthly
                                                          utility bills
                                                          and simulated
                                                          usage, and
                                                          also
                                                          calculates
                                                          normalized
                                                          mean bias
                                                          error (NMBE)
                                                          and variance
                                                          CV(RMSE).   </p>
                                                          <p>5)      If
                                                          we did not to
                                                          where we want
                                                          to be with
                                                          NMBE and
                                                          CV(RMSE) we
                                                          adjust and
                                                          re-run the
                                                          model, and
                                                          re-paste
                                                          results into
                                                          the same
                                                          spreadsheet.
                                                          </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">In
                                                          my experience
                                                          regression
                                                          analysis using
                                                          weather as
                                                          independent
                                                          variable (i.e.
                                                          running model
                                                          with TMY file
                                                          and
                                                          normalizing
                                                          for difference
                                                          in weather) or
                                                          relying on HDD
                                                          to allocate
                                                          usage to
                                                          billing
                                                          periods can be
                                                          very
                                                          misleading,
                                                          mainly because
                                                          on many
                                                          projects
                                                          weather is not
                                                          the main
                                                          driver of
                                                          consumption.
                                                          For example
                                                          energy usage
                                                          of a school
                                                          during a given
                                                          time period
                                                          depends much
                                                          more on
                                                          vacation
                                                          schedule than
                                                          outdoor dry
                                                          bulb
                                                          temperatures.
                                                           </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">Thanks,</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">--
                                                          </p>
                                                          <p
                                                          class="MsoNormal"><b>Maria
                                                          Karpman
                                                          </b>LEED AP,
                                                          BEMP, CEM</p>
                                                          <p
                                                          class="MsoNormal">________________</p>
                                                          <p
                                                          class="MsoNormal">Karpman
                                                          Consulting</p>
                                                          <p
                                                          class="MsoNormal"><a
moz-do-not-send="true" href="http://www.karpmanconsulting.net/"
                                                          target="_blank">www.karpmanconsulting.net</a>
                                                          </p>
                                                          <p
                                                          class="MsoNormal">Phone <a
moz-do-not-send="true" href="tel:860.430.1909" target="_blank">860.430.1909</a> </p>
                                                          <p
                                                          class="MsoNormal">41C
                                                          New London
                                                          Turnpike</p>
                                                          <p
                                                          class="MsoNormal">Glastonbury,
                                                          CT 06033</p>
                                                          </div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"><b>From:</b>
                                                          Bldg-sim [<a
                                                          moz-do-not-send="true"
href="mailto:bldg-sim-bounces@lists.onebuilding.org" target="_blank">mailto:bldg-sim-bounces@lists.onebuilding.org</a>]
                                                          <b>On Behalf
                                                          Of </b>Jeff
                                                          Haberl<br>
                                                          <b>Sent:</b>
                                                          Tuesday, June
                                                          23, 2015 10:16
                                                          AM<br>
                                                          <b>To:</b> Joe
                                                          Huang; <a
                                                          moz-do-not-send="true"
href="mailto:bldg-sim@lists.onebuilding.org" target="_blank">
bldg-sim@lists.onebuilding.org</a><br>
                                                          <b>Subject:</b>
                                                          Re: [Bldg-sim]
                                                          Energy model
                                                          calibration -
                                                          normalizing
                                                          the utility
                                                          bills to month
                                                          start-end</p>
                                                          </div>
                                                          </div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <div>
                                                          <p>Hello Joe,</p>
                                                          <p> </p>
                                                          <p>Yes, you
                                                          can count the
                                                          degree days
                                                          and regress
                                                          against that
                                                          to show a
                                                          correlation.
                                                          However, one
                                                          will get a
                                                          better "fit"
                                                          to the weather
                                                          data if you
                                                          regress to the
                                                          degree day
                                                          that is
                                                          calculated for
                                                          the balance
                                                          point
                                                          temperature of
                                                          the building
                                                          -- hence the
                                                          inverse model
                                                          toolkit or the
                                                          variable based
                                                          degree day
                                                          method.</p>
                                                          <p> </p>
                                                          <p>PRISM
                                                          actually
                                                          calculates the
                                                          degree days to
                                                          a variety of
                                                          change points
                                                          and actually
                                                          provides a
                                                          table for each
                                                          location that
                                                          you use as a
                                                          look up. The
                                                          IMT will
                                                          actually
                                                          perform a
                                                          variable based
                                                          degree day
                                                          calculation
                                                          that agrees
                                                          well with
                                                          PRISM. IMT
                                                          will also
                                                          provide you
                                                          with the
                                                          average daily
                                                          temperature
                                                          for the
                                                          billing
                                                          period.</p>
                                                          <p> </p>
                                                          <p>When using
                                                          DOE-2 for
                                                          actual billing
                                                          periods, one
                                                          will have to
                                                          extract the
                                                          appropriate
                                                          hourly
                                                          variable, sum
                                                          it to daily
                                                          and then
                                                          regroup to
                                                          align with the
                                                          billing
                                                          periods.
                                                          Here's a chunk
                                                          of code that
                                                          will create a
                                                          dummy plant,
                                                          display PV-A,
                                                          PS-A, PS-E and
                                                          BEPS, and
                                                          extract the
                                                          relevant
                                                          hourly
                                                          variables to
                                                          normalize the
                                                          BEPS to the
                                                          utility bills:</p>
                                                          <p> </p>
                                                          <p>INPUT PLANT
                                                          ..</p>
                                                          <p> </p>
                                                          <p>PLANT-REPORT
                                                          VERIFICATION =
                                                          (PV-A)</p>
                                                          <p>$ PV-A,
                                                          EQUIPMENT
                                                          SIZES</p>
                                                          <p> </p>
                                                          <p>SUMMARY =
                                                          (PS-A,PS-E,BEPS)</p>
                                                          <p> </p>
                                                          <p>$ PS-A,
                                                          PLANT ENERGY
                                                          UTILIZATION
                                                          SUMMARY</p>
                                                          <p>$ PS-E,
                                                          MONTHLY ENERGY
                                                          END USE
                                                          SUMMARY</p>
                                                          <p>$ BEPS,
                                                          BUILDING
                                                          ENERGY
                                                          PERFORMANCE
                                                          SUMMARY</p>
                                                          <p> </p>
                                                          <p>HVAC=PLANT-ASSIGNMENT
                                                          ..</p>
                                                          <p> </p>
                                                          <p>$ EQUIPMENT
                                                          DESCRIPTION</p>
                                                          <p>$ ELECTRIC
                                                          DOMESTIC WATER
                                                          HEATER</p>
                                                          <p> </p>
                                                          <p>BOIL-1
                                                          =PLANT-EQUIPMENT
                                                          TYPE=ELEC-DHW-HEATER
                                                          SIZE=-999 ..</p>
                                                          <p> </p>
                                                          <p>$ ELECTRIC
                                                          HOT-WATER
                                                          BOILER</p>
                                                          <p> </p>
                                                          <p>BOIL-2
                                                          =PLANT-EQUIPMENT
                                                          TYPE=ELEC-HW-BOILER
                                                          SIZE=-999 ..</p>
                                                          <p> </p>
                                                          <p>$
                                                          HERMETICALLY
                                                          SEALED CENT
                                                          CHILLER</p>
                                                          <p> </p>
                                                          <p>CHIL-1
                                                          =PLANT-EQUIPMENT
                                                          TYPE=HERM-CENT-CHLR
                                                          SIZE=-999 ..</p>
                                                          <p> </p>
                                                          <p>$ Graphics
                                                          block for Data
                                                          Processing ***</p>
                                                          <p> </p>
                                                          <p>RP-3 =
                                                          SCHEDULE THRU
                                                          DEC 31 (ALL)
                                                          (1,24) (1) ..</p>
                                                          <p> </p>
                                                          <p>$ 8 = Total
                                                          PLANT heating
                                                          load (Btu/h)</p>
                                                          <p>$ 9 = Total
                                                          PLANT cooling
                                                          load (Btu/h)</p>
                                                          <p>$ 10 =
                                                          Total PLANT
                                                          electric load
                                                          (Btu/h)</p>
                                                          <p> </p>
                                                          <p>BLOCK-3-1 =
                                                          REPORT-BLOCK</p>
                                                          <p>VARIABLE-TYPE
                                                          = PLANT</p>
                                                          <p>VARIABLE-LIST
                                                          = (8,9,10) ..</p>
                                                          <p>BLOCK-3-2 =
                                                          REPORT-BLOCK</p>
                                                          <p>VARIABLE-TYPE
                                                          = GLOBAL</p>
                                                          <p>VARIABLE-LIST
                                                          = (1) ..</p>
                                                          <p>HR-3 =
                                                          HOURLY-REPORT</p>
                                                          <p>REPORT-SCHEDULE
                                                          = RP-3</p>
                                                          <p>REPORT-BLOCK
                                                          =
                                                          (BLOCK-3-1,BLOCK-3-2)
                                                          ..</p>
                                                          <p> </p>
                                                          <p>END ..</p>
                                                          <p> </p>
                                                          <p>COMPUTE
                                                          PLANT ..</p>
                                                          <p> </p>
                                                          <p>STOP ..</p>
                                                          <p> </p>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">8=! 
                                                          8=)  :=)  8=) 
                                                          ;=)  8=)  8=( 
                                                          8=)  8=() 
                                                          8=)  8=|  8=) 
                                                          :=')  8=) 8=?<br>
                                                          Jeff S.
                                                          Haberl,
                                                          Ph.D.,P.E.inactive,FASHRAE,FIBPSA,......<a
moz-do-not-send="true" href="mailto:........jhaberl@tamu.edu"
                                                          target="_blank">jhaberl@tamu.edu</a><br>
                                                          Professor........................................................................Office
                                                          Ph:
                                                          <a
                                                          moz-do-not-send="true"
href="tel:979-845-6507" target="_blank">979-845-6507</a><br>
                                                          Department of
                                                          Architecture............................................Lab
                                                          Ph:<a
                                                          moz-do-not-send="true"
href="tel:979-845-6065" target="_blank">979-845-6065</a><br>
                                                          Energy Systems
                                                          Laboratory...........................................FAX:
                                                          <a
                                                          moz-do-not-send="true"
href="tel:979-862-2457" target="_blank">
                                                          979-862-2457</a><br>
                                                          Texas A&M
University...................................................77843-3581<br>
                                                          College
                                                          Station,
                                                          Texas, USA,
                                                          77843.............................<a
moz-do-not-send="true" href="http://esl.tamu.edu" target="_blank">http://esl.tamu.edu</a><br>
                                                          8=/  8=)  :=) 
                                                          8=)  ;=)  8=) 
                                                          8=()  8=) 
                                                          :=)  8=)  8=! 
                                                          8=)  8=? 8=)
                                                          8=0</p>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          <div>
                                                          <div>
                                                          <div
                                                          class="MsoNormal"
style="text-align:center" align="center">
                                                          <hr
                                                          align="center"
                                                          size="3"
                                                          width="100%">
                                                          </div>
                                                          </div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"><b>From:</b>
                                                          Bldg-sim [<a
                                                          moz-do-not-send="true"
href="mailto:bldg-sim-bounces@lists.onebuilding.org" target="_blank">bldg-sim-bounces@lists.onebuilding.org</a>]
                                                          on behalf of
                                                          Joe Huang [<a
moz-do-not-send="true" href="mailto:yjhuang@whiteboxtechnologies.com"
                                                          target="_blank">yjhuang@whiteboxtechnologies.com</a>]<br>
                                                          <b>Sent:</b>
                                                          Monday, June
                                                          22, 2015 9:17
                                                          PM<br>
                                                          <b>To:</b> <a
moz-do-not-send="true" href="mailto:bldg-sim@lists.onebuilding.org"
                                                          target="_blank">bldg-sim@lists.onebuilding.org</a><br>
                                                          <b>Subject:</b>
                                                          Re: [Bldg-sim]
                                                          Energy model
                                                          calibration -
                                                          normalizing
                                                          the utility
                                                          bills to month
                                                          start-end</p>
                                                          </div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"
style="margin-bottom:12.0pt">Maybe I'm missing something here, but why
                                                          can't you just
                                                          count up the
                                                          degree days
                                                          for the
                                                          utility
                                                          period?<br>
                                                          I hope you're
                                                          not working
                                                          with average
                                                          or "typical
                                                          year" degree
                                                          days, but the
                                                          degree days
                                                          from the same
                                                          time period.<br>
                                                          <br>
                                                          I also recall
                                                          that the old
                                                          Princeton
                                                          Scorekeeping
                                                          Method (PRISM)
                                                          back in the
                                                          1980's allows
                                                          the user to
                                                          enter the
                                                          degree days
                                                          for that time
                                                          period, so
                                                          it's not a new
                                                          problem.<br>
                                                          <br>
                                                          Joe</p>
                                                          <pre>Joe Huang</pre>
                                                          <pre>White Box Technologies, Inc.</pre>
                                                          <pre>346 Rheem Blvd., Suite 205A</pre>
                                                          <pre>Moraga CA 94556</pre>
                                                          <pre><a moz-do-not-send="true" href="mailto:yjhuang@whiteboxtechnologies.com" target="_blank">yjhuang@whiteboxtechnologies.com</a></pre>
                                                          <pre><a moz-do-not-send="true" href="http://weather.whiteboxtechnologies.com" target="_blank">http://weather.whiteboxtechnologies.com</a> for simulation-ready weather data</pre>
                                                          <pre>(o) <a moz-do-not-send="true" href="tel:%28925%29388-0265" target="_blank">(925)388-0265</a></pre>
                                                          <pre>(c) <a moz-do-not-send="true" href="tel:%28510%29928-2683" target="_blank">(510)928-2683</a></pre>
                                                          <pre>"building energy simulations at your fingertips"</pre>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">On
                                                          6/22/2015 6:09
                                                          AM, Jones,
                                                          Christopher
                                                          wrote:</p>
                                                          </div>
                                                          <blockquote
                                                          style="margin-top:5.0pt;margin-bottom:5.0pt">
                                                          <div>
                                                          <p
                                                          class="MsoNormal">When
                                                          calibrating an
                                                          energy model
                                                          to utility
                                                          bills the
                                                          utility bills
                                                          often don’t
                                                          align with the
                                                          month start
                                                          and end.  I
                                                          have reviewed
                                                          a couple
                                                          methods to
                                                          calendar
                                                          normalize the
                                                          utility bills
                                                          but find them
                                                          somewhat
                                                          unsatisfactory.</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">For
                                                          example the
                                                          method I am
                                                          looking at
                                                          does the
                                                          following:</p>
                                                          <p
                                                          class="MsoNormal">The
                                                          April gas bill
                                                          runs from
                                                          March 25 –
                                                          April 24.  The
                                                          algorithm
                                                          takes the
                                                          average number
                                                          of m3 per day
                                                          from that
                                                          bill, applies
                                                          it to the days
                                                          in April. 
                                                          Then it takes
                                                          the average
                                                          number of days
                                                          from the May
                                                          bill which
                                                          runs from
                                                          April 24 – May
                                                          25 and applies
                                                          that average
                                                          to the
                                                          remaining days
                                                          in April. 
                                                          </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">The
                                                          issue is that
                                                          the
                                                          March-April
                                                          period has
                                                          much higher
                                                          HDD than the
                                                          April-May
                                                          period and the
                                                          “normalized”
                                                          gas usage is
                                                          significantly
                                                          lower than the
                                                          simulation
                                                          data for
                                                          April.</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal">I
                                                          am wondering
                                                          if there are
                                                          any papers or
                                                          other sources
                                                          of information
                                                          as to how
                                                          others
                                                          approach this
                                                          problem.</p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"><img
src="cid:part39.09050904.06030604@whiteboxtechnologies.com"
                                                          alt="cid:image003.png@01D09C46.E75BA0D0"
                                                          border="0"
                                                          height="53"
                                                          width="136"></p>
                                                          <p
                                                          class="MsoNormal"><b>Christopher
                                                          Jones,</b>P.Eng.<i>
                                                          <br>
                                                          </i><span
                                                          lang="EN-CA">Senior
                                                          Engineer</span></p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal"><b><span
                                                          lang="EN-CA">WSP
                                                          Canada Inc.</span></b></p>
                                                          <p
                                                          class="MsoNormal"><span
                                                          lang="EN-CA">2300
                                                          Yonge Street,
                                                          Suite 2300</span></p>
                                                          <p
                                                          class="MsoNormal"><span
                                                          lang="EN-CA">Toronto,
                                                          ON M4P 1E4<br>
                                                          T </span><a
                                                          moz-do-not-send="true"
href="tel:%2B1%20416-644-4226" target="_blank"><span lang="EN-CA">+1
                                                          416-644-4226</span></a></p>
                                                          <p
                                                          class="MsoNormal"><span
                                                          lang="EN-CA">F
                                                          </span><a
                                                          moz-do-not-send="true"
href="tel:%2B1%20416-487-9766" target="_blank"><span lang="EN-CA">+1
                                                          416-487-9766</span></a></p>
                                                          <p
                                                          class="MsoNormal"><span
                                                          lang="EN-CA">C
                                                          </span><a
                                                          moz-do-not-send="true"
href="tel:%2B1%20416-697-0065" target="_blank"><span lang="EN-CA">+1
                                                          416-697-0065</span></a></p>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <p
                                                          class="MsoNormal"><a
moz-do-not-send="true" href="http://www.wspgroup.com/" target="_blank"><span
                                                          lang="EN-CA">www.wspgroup.com</span></a>
                                                          </p>
                                                          </div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          </div>
                                                          <div>
                                                          <div
                                                          class="MsoNormal"
style="text-align:center" align="center">
                                                          <hr
                                                          align="center"
                                                          size="3"
                                                          width="100%">
                                                          </div>
                                                          </div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"><br>
                                                          You are
                                                          receiving this
                                                          communication
                                                          because you
                                                          are listed as
                                                          a current WSP
                                                          contact.
                                                          Should you
                                                          have any
                                                          questions
                                                          regarding
                                                          WSP’s
                                                          electronic
                                                          communications
                                                          policy, please
                                                          consult our
                                                          Anti-Spam
                                                          Commitment
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                                                          moz-do-not-send="true"
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www.wspgroup.com/casl</a>. For any concern or if you believe you should
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                                                          <br>
                                                          <br>
                                                          WSP provides
                                                          professional
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                                                          through the
                                                          following
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                                                          and WSP
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                                                          Limited
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                                                          </p>
                                                          </div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          <pre>_______________________________________________</pre>
                                                          <pre>Bldg-sim mailing list</pre>
                                                          <pre><a moz-do-not-send="true" href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org" target="_blank">http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org</a></pre>
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                                                          </blockquote>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          <div>
                                                          <div
                                                          class="MsoNormal"
style="text-align:center" align="center">
                                                          <hr
                                                          align="center"
                                                          size="3"
                                                          width="100%">
                                                          </div>
                                                          </div>
                                                          <p
                                                          class="MsoNormal">No
                                                          virus found in
                                                          this message.<br>
                                                          Checked by AVG
                                                          - <a
                                                          moz-do-not-send="true"
href="http://www.avg.com" target="_blank">www.avg.com</a><br>
                                                          Version:
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                                                          Virus
                                                          Database:
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                                                          Release Date:
                                                          06/19/15</p>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"
style="margin-bottom:12.0pt"> </p>
                                                          <pre>_______________________________________________</pre>
                                                          <pre>Bldg-sim mailing list</pre>
                                                          <pre><a moz-do-not-send="true" href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org" target="_blank">http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org</a></pre>
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                                                          </div>
                                                          </div>
                                                          </blockquote>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                          </div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal"
style="margin-bottom:12.0pt"><br>
_______________________________________________<br>
                                                          Bldg-sim
                                                          mailing list<br>
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                                                          moz-do-not-send="true"
href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org"
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                                                          </div>
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                                                          </blockquote>
                                                        </div>
                                                        <p
                                                          class="MsoNormal"
style="margin-bottom:12.0pt"> </p>
                                                        <div>
                                                          <p
                                                          class="MsoNormal"> </p>
                                                        </div>
                                                      </div>
                                                    </div>
                                                    <div>
                                                      <div>
                                                        <p
                                                          class="MsoNormal">--
                                                        </p>
                                                        <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
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                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <div>
                                                          <p
                                                          class="MsoNormal">James
                                                          V Dirkes II,
                                                          PE, BEMP, LEED
                                                          AP<br>
                                                          CEO/President<br>
                                                          The Building
                                                          Performance
                                                          Team Inc.<br>
                                                          1631 Acacia
                                                          Dr, GR, Mi
                                                          49504<br>
                                                          <br>
                                                          Direct: <a
                                                          moz-do-not-send="true"
href="tel:616.450.8653" target="_blank">616.450.8653</a><br>
                                                          <a
                                                          moz-do-not-send="true"
href="mailto:jim@buildingperformanceteam.com" target="_blank">jim@buildingperformanceteam.com</a><br>
                                                          <br>
                                                          <a
                                                          moz-do-not-send="true"
href="http://buildingperformanceteamcom" target="_blank">Website </a>l
                                                           <a
                                                          moz-do-not-send="true"
href="https://www.linkedin.com/pub/jim-dirkes/7/444/413" target="_blank">LinkedIn</a>
                                                          </p>
                                                          <p>Studies
                                                          show that four
                                                          out of every
                                                          three people
                                                          have a hard
                                                          time with
                                                          math.</p>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                          </div>
                                                        </div>
                                                      </div>
                                                    </div>
                                                  </div>
                                                  <div>
                                                    <div>
                                                      <p
                                                        class="MsoNormal"
style="margin-bottom:12.0pt"><br>
_______________________________________________<br>
                                                        Bldg-sim mailing
                                                        list<br>
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href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org"
target="_blank">http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org</a><br>
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BLDG-SIM-UNSUBSCRIBE@ONEBUILDING.ORG</a></p>
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                                                </blockquote>
                                              </div>
                                              <p class="MsoNormal"> </p>
                                            </div>
                                          </blockquote>
                                          <p class="MsoNormal"> </p>
                                        </div>
                                      </div>
                                    </div>
                                    <div>
                                      <div>
                                        <p class="MsoNormal"
                                          style="margin-bottom:12.0pt"><br>
_______________________________________________<br>
                                          Bldg-sim mailing list<br>
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href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org"
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                                            target="_blank">
BLDG-SIM-UNSUBSCRIBE@ONEBUILDING.ORG</a></p>
                                      </div>
                                    </div>
                                  </blockquote>
                                </div>
                                <p class="MsoNormal"> </p>
                              </div>
                            </div>
                            <p class="MsoNormal"
                              style="margin-bottom:12.0pt"> </p>
                            <div class="MsoNormal"
                              style="text-align:center" align="center">
                              <hr style="color:gray" align="center"
                                noshade="noshade" size="4" width="50%">
                            </div>
                            <p class="MsoNormal">The information
                              contained in this communication is
                              confidential, may be privileged, and is
                              intended only for the use of the
                              addressee. It is the property of GHT
                              Limited. Unauthorized use, disclosure or
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                              thereof is strictly prohibited and may be
                              unlawful. If you have received this
                              communication in error, please notify me
                              immediately by return e-mail or by e-mail
                              to
                              <a moz-do-not-send="true"
                                href="mailto:ght@ghtltd.com"
                                target="_blank">ght@ghtltd.com</a>, and
                              destroy this communication and all copies
                              thereof, including all attachments. Thank
                              you.
                            </p>
                          </div>
                          <p class="MsoNormal"
                            style="margin-bottom:12.0pt"><br>
_______________________________________________<br>
                            Bldg-sim mailing list<br>
                            <a moz-do-not-send="true"
href="http://lists.onebuilding.org/listinfo.cgi/bldg-sim-onebuilding.org"
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                              target="_blank">
                              BLDG-SIM-UNSUBSCRIBE@ONEBUILDING.ORG</a></p>
                        </blockquote>
                      </div>
                      <p class="MsoNormal"><br>
                        <br clear="all">
                      </p>
                      <div>
                        <p class="MsoNormal"> </p>
                      </div>
                      <p class="MsoNormal">-- </p>
                      <div>
                        <div>
                          <div>
                            <div>
                              <div>
                                <div>
                                  <div>
                                    <div>
                                      <div>
                                        <div>
                                          <div>
                                            <div>
                                              <div>
                                                <div>
                                                  <p class="MsoNormal">James
                                                    V Dirkes II, PE,
                                                    BEMP, LEED AP<br>
                                                    CEO/President<br>
                                                    The Building
                                                    Performance Team
                                                    Inc.<br>
                                                    1631 Acacia Dr, GR,
                                                    Mi 49504<br>
                                                    <br>
                                                    Direct: <a
                                                      moz-do-not-send="true"
href="tel:616.450.8653" value="+16164508653" target="_blank">616.450.8653</a><br>
                                                    <a
                                                      moz-do-not-send="true"
href="mailto:jim@buildingperformanceteam.com" target="_blank">jim@buildingperformanceteam.com</a><br>
                                                    <br>
                                                    <a
                                                      moz-do-not-send="true"
href="http://buildingperformanceteamcom" target="_blank">Website </a>l
                                                     <a
                                                      moz-do-not-send="true"
href="https://www.linkedin.com/pub/jim-dirkes/7/444/413" target="_blank">LinkedIn</a></p>
                                                  <p
                                                    style="margin-top:6.0pt"><span
style="font-size:13.5pt;font-family:"Calibri",sans-serif;color:blue;background:white">Studies
                                                      show that four out
                                                      of every three
                                                      people have a hard
                                                      time with math.</span></p>
                                                </div>
                                              </div>
                                            </div>
                                          </div>
                                        </div>
                                      </div>
                                    </div>
                                  </div>
                                </div>
                              </div>
                            </div>
                          </div>
                        </div>
                      </div>
                    </div>
                  </div>
                </div>
              </div>
            </div>
            <br>
            _______________________________________________<br>
            Bldg-sim mailing list<br>
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            <br>
          </blockquote>
        </div>
        <br>
      </div>
      <br>
      <fieldset class="mimeAttachmentHeader"></fieldset>
      <br>
      <pre wrap="">_______________________________________________
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</pre>
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