dc.contributor.author | Hartikainen, Markus | |
dc.contributor.author | Ojalehto, Vesa | |
dc.date.accessioned | 2016-07-29T09:24:19Z | |
dc.date.available | 2016-07-29T09:24:19Z | |
dc.date.issued | 2011 | |
dc.identifier.citation | Hartikainen, M., & Ojalehto, V. (2011). <i>Demonstrating the Applicability of PAINT to Computationally Expensive Real-life Multiobjective Optimization</i>. arXiv. <a href="http://arxiv.org/pdf/1109.3411v1" target="_blank">http://arxiv.org/pdf/1109.3411v1</a> | |
dc.identifier.other | CONVID_20764575 | |
dc.identifier.other | TUTKAID_47210 | |
dc.identifier.uri | https://jyx.jyu.fi/handle/123456789/50900 | |
dc.description.abstract | We demonstrate the applicability of a new PAINT method to speed up iterations of interactive methods in multiobjective optimization. As our test case, we solve a computationally expensive non-linear, five-objective problem of designing and operating a wastewater treatment plant. The PAINT method interpolates between a given set of Pareto optimal outcomes and constructs a computationally inexpensive mixed integer linear surrogate problem for the original problem. We develop an IND-NIMBUS R PAINT module to combine the interactive NIMBUS method and the PAINT method and to find a preferred solution to the original problem. With the PAINT method, the solution process with the NIMBUS method take a comparatively short time even though the original problem is computationally expensive. | |
dc.description.abstract | | |
dc.language.iso | eng | |
dc.publisher | arXiv | |
dc.relation.uri | http://arxiv.org/pdf/1109.3411v1 | |
dc.subject.other | Multiobjective Optimization | |
dc.title | Demonstrating the Applicability of PAINT to Computationally Expensive Real-life Multiobjective Optimization | |
dc.type | workingPaper | |
dc.identifier.urn | URN:NBN:fi:jyu-201607283692 | |
dc.contributor.laitos | Tietotekniikan laitos | fi |
dc.contributor.laitos | Department of Mathematical Information Technology | en |
dc.contributor.oppiaine | Tietotekniikka | fi |
dc.contributor.oppiaine | Mathematical Information Technology | en |
dc.type.uri | http://purl.org/eprint/type/Report | |
dc.date.updated | 2016-07-28T12:15:23Z | |
dc.type.coar | working paper | |
dc.description.reviewstatus | nonPeerReviewed | |
dc.type.version | acceptedVersion | |
dc.rights.copyright | © Authors | |
dc.rights.accesslevel | openAccess | fi |
dc.subject.yso | monitavoiteoptimointi | |
jyx.subject.uri | http://www.yso.fi/onto/yso/p32016 | |