Replication Data for: Optimizing an expensive multi-objective building performance problem: Benchmarking model-based optimization algorithms against metaheuristics with and without surrogates.

DOI

This dataset contains all generated samples for a multi-objective optimization benchmark on a realistic building performance simulation problem. The samples are saved in JSON files. Every file contains the results of an independent optimization run. The JSON log files are organized into two folders. AA_BPS_Benchmark contains the logs from the benchmark conducted using the Building Performance Simulation software TRNSYS for function evaluations. BB_Surrogate_Benchmark contains the files created using regression models for function evaluation, and CC_BPS_Random_Samples contains the logs used to train the surrogate models (see the README.txt file for more information).

Identifier
DOI https://doi.org/10.18419/darus-4532
Metadata Access https://darus.uni-stuttgart.de/oai?verb=GetRecord&metadataPrefix=oai_datacite&identifier=doi:10.18419/darus-4532
Provenance
Creator Zorn, Max Benjamin ORCID logo; Claus, Luisa ORCID logo; Frenzel, Christian ORCID logo; Wortmann, Thomas ORCID logo
Publisher DaRUS
Contributor Zorn, Max Benjamin; Wortmann, Thomas; IntCDC RDM; Claus, Luisa; Frenzel, Christian
Publication Year 2024
Funding Reference DFG EXC 2120/1 - 390831618
Rights CC BY 4.0; info:eu-repo/semantics/openAccess; http://creativecommons.org/licenses/by/4.0
OpenAccess true
Contact Zorn, Max Benjamin (Universität Stuttgart); Wortmann, Thomas (Universität Stuttgart); IntCDC RDM (Universität Stuttgart)
Representation
Resource Type Simulation Results; Dataset
Format application/json; text/plain
Size 1333145; 566998; 573731; 559341; 559355; 568612; 577290; 569874; 572528; 568543; 573073; 573420; 566848; 569976; 571703; 574707; 568870; 557535; 552545; 547335; 554768; 564022; 559463; 559336; 564833; 561528; 553745; 556238; 566879; 558239; 557704; 556369; 555395; 562033; 552950; 557365; 543268; 577413; 573573; 579091; 574370; 576454; 575018; 575861; 576757; 576967; 575928; 572019; 572282; 572358; 572496; 571410; 1989; 576407; 578067; 576469; 578227; 576376
Version 1.0
Discipline Construction Engineering and Architecture; Design; Engineering; Engineering Sciences; Fine Arts, Music, Theatre and Media Studies; History; Humanities