Search results for "surrogate problem"

showing 3 items of 3 documents

Approximation through interpolation in nonconvex multiobjective optimization

2011

Pareto optimalityohjelmistotinteractive decision makingPAINTsurrogate problemoptimointiPareto front approximationtietokoneohjelmatmultiobjective optimizationcomputational costatk-ohjelmatyhteissuunnitteluvuorovaikutteisuus
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Agent assisted interactive algorithm for computationally demanding multiobjective optimization problems

2015

Abstract We generalize the applicability of interactive methods for solving computationally demanding, that is, time-consuming, multiobjective optimization problems. For this purpose we propose a new agent assisted interactive algorithm. It employs a computationally inexpensive surrogate problem and four different agents that intelligently update the surrogate based on the preferences specified by a decision maker. In this way, we decrease the waiting times imposed on the decision maker during the interactive solution process and at the same time decrease the amount of preference information expected from the decision maker. The agent assisted algorithm is not specific to any interactive me…

Waiting timeta113surrogate problem NIMBUS PAINTMathematical optimizationComputer sciencebusiness.industryGeneral Chemical Engineeringinteractive methodsDecision makerMultiple objective programmingPreferenceComputer Science ApplicationsMultiobjective optimization problemInteractive algorithmmultiple objective programmingagent-based optimizationArtificial intelligencebusinessSeparation problemComputers and Chemical Engineering
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Agent assisted interactive algorithm for computationally demanding multiobjective optimization problems

2015

We generalize the applicability of interactive methods for solving computationally demanding, that is, time-consuming, multiobjective optimization problems. For this purpose we propose a new agent assisted interactive algorithm. It employs a computationally inexpensive surrogate problem and four different agents that intelligently update the surrogate based on the preferences specified by a decision maker. In this way, we decrease the waiting times imposed on the decision maker during the interactive solution process and at the same time decrease the amount of preference information expected from the decision maker. The agent assisted algorithm is not specific to any interactive method or s…

surrogate problem NIMBUS PAINTmultiple objective programmingagent-based optimizationinteractive methods
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