Algorithm 1028: VTMOP: Solver for Blackbox Multiobjective Optimization Problems

dc.contributor.authorChang, Tyleren
dc.contributor.authorWatson, Layne T.en
dc.contributor.authorLarson, Jeffreyen
dc.contributor.authorNeveu, Nicoleen
dc.contributor.authorThacker, Williamen
dc.contributor.authorDeshpande, Shubhangien
dc.contributor.authorLux, Thomasen
dc.date.accessioned2022-10-03T16:34:29Zen
dc.date.available2022-10-03T16:34:29Zen
dc.date.issued2022-09-10en
dc.date.updated2022-09-30T20:25:56Zen
dc.description.abstractVTMOP is a Fortran 2008 software package containing two Fortran modules for solving computationally expensive bound-constrained blackbox multiobjective optimization problems. VTMOP implements the algorithm of Deshpande et al. [2016], which handles two or more objectives, does not require any derivatives, and produces well-distributed points over the Pareto front. The first module contains a general framework for solving multiobjective optimization problems by combining response surface methodology, trust region methodology, and an adaptive weighting scheme. The second module features a driver subroutine that implements this framework when the objective functions can be wrapped as a Fortran subroutine. Support is provided for both serial and parallel execution paradigms, and VTMOP is demonstrated on several test problems as well as one real-world problem in the area of particle accelerator optimization.en
dc.description.versionPublished versionen
dc.format.mimetypeapplication/pdfen
dc.identifier.doihttps://doi.org/10.1145/3529258en
dc.identifier.urihttp://hdl.handle.net/10919/112052en
dc.language.isoenen
dc.publisherACMen
dc.rightsPublic Domain (U.S.)en
dc.rights.urihttp://creativecommons.org/publicdomain/mark/1.0/en
dc.titleAlgorithm 1028: VTMOP: Solver for Blackbox Multiobjective Optimization Problemsen
dc.typeArticle - Refereeden
dc.type.dcmitypeTexten

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