[Bldg-sim] ISO Precedent paper in multi-objective optimization: statistical comparison of two pareto sets

[Samuelson, Holly Wasilowski]

Thank you to everyone who helped us with our question!


Holly W. Samuelson | DDes | Registered Architect
Associate Professor | Harvard Graduate School of Design
Co-Head MDes Energy and Environment Program
________________________________
From: karol.bandurski at put.poznan.pl <karol.bandurski at put.poznan.pl>
Sent: Thursday, July 15, 2021 7:41 AM
To: Samuelson, Holly Wasilowski <hsamuelson at gsd.harvard.edu>; bldg-sim at lists.onebuilding.org <bldg-sim at lists.onebuilding.org>
Cc: Salimi, Shide <ssalimi at gsd.harvard.edu>
Subject: RE: [Bldg-sim] ISO Precedent paper in multi-objective optimization: statistical comparison of two pareto sets


Dear Holly,



I am not sure if it is what you are looking for, but Team from Eindhoven focused on robustness of Pareto front (so maybe it could be use to compare robustness of two pareto fronts):

https://www.aivc.org/sites/default/files/P_1560.pdf<https://urldefense.proofpoint.com/v2/url?u=https-3A__www.aivc.org_sites_default_files_P-5F1560.pdf&d=DwMFBA&c=WO-RGvefibhHBZq3fL85hQ&r=dOsILCJrs8pyomNNLoIoX3gD8X0UrhsUOE2F0mgz5WA&m=9P5vS0AgXImYBrZKmpdBLuBhtYudHaJEWQbe3GIrh70&s=-kTXWXAqw_Lxf_F1zvOwAeyrto2XPipald6CzQeBFPQ&e=>



Kind regards,

Karol



---------------------------------------------------------------------------

Karol BANDURSKI Ph.D, Assistant Professor

Faculty of Environmental and Energy Engineering

Division of Heating, Air Conditioning and Air Protection

Poznan University of Technology

https://www.researchgate.net/profile/Karol_Bandurski<https://urldefense.proofpoint.com/v2/url?u=https-3A__www.researchgate.net_profile_Karol-5FBandurski&d=DwMFBA&c=WO-RGvefibhHBZq3fL85hQ&r=dOsILCJrs8pyomNNLoIoX3gD8X0UrhsUOE2F0mgz5WA&m=9P5vS0AgXImYBrZKmpdBLuBhtYudHaJEWQbe3GIrh70&s=B9XUXCp60hs_VvZMpXMETikeo9s0uIME-ITSbggUiD4&e=>

***

dr inż. Karol BANDURSKI, Adiunkt

Wydział Inżynierii Środowiska i Energetyki

Zakład Ogrzewnictwa, Klimatyzacji i Ochrony Powietrza

Politechnika Poznańska







From: Samuelson, Holly Wasilowski <hsamuelson at gsd.harvard.edu>
Sent: Wednesday, July 14, 2021 4:48 PM
To: bldg-sim at lists.onebuilding.org
Cc: Salimi, Shide <ssalimi at gsd.harvard.edu>
Subject: [Bldg-sim] ISO Precedent paper in multi-objective optimization: statistical comparison of two pareto sets



Dear Building Sim,

Can any of you recommend a precedent paper for us?  In short, we want to compare two sets of optimal solutions in two different multi-objective optimizations, to determine whether the characteristics of the two sets are significantly different.



Longer version:

We set up a multi-objective analysis and found a set of optimal solutions (buildings whose simulation results lie on the pareto front).  Then we did this again for slightly different objectives, i.e. different comfort criteria.  We now have two sets of "optimal" buildings. They have different characteristics, like insulation levels and window-to-wall ratios.  We want to determine if the differences between the two sets are significant. We have ideas of how to analyze this, but it would be great to see how others have done this in the past. This precedent research could be from any field using optimization, not just building science.



If you have any leads for us, we'd appreciate it.

Thanks!

Holly



Holly W. Samuelson | DDes | Registered Architect

Associate Professor | Harvard Graduate School of Design

Co-Head MDes Energy and Environment Program
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