publication . Article . 2015

Agent assisted interactive algorithm for computationally demanding multiobjective optimization problems

Ojalehto, Vesa; Podkopaev, Dmitry; Miettinen, Kaisa;
Open Access English
  • Published: 01 Jan 2015
  • Publisher: Pergamon
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...
Subjects
free text keywords: multiple objective programming, interactive methods, agent-based optimization, surrogate problem NIMBUS PAINT
Powered by OpenAIRE Open Research Graph
Any information missing or wrong?Report an Issue