Progressive Multi-Objective Optimization
2014 ◽
Vol 13
(05)
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pp. 917-936
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Keyword(s):
This paper introduces progressive multi-objective optimization (PMOO), a novel technique to include the decision maker's preferences into the multi-objective optimization process. PMOO integrates a well-known method for multi-criteria decision making (PROMETHEE) into a simple multi-objective metaheuristic by maintaining and updating a small reference archive of nondominated solutions throughout the search. By applying this novel technique to a set of instances of the multi-objective knapsack problem, the superiority of PMOO over the commonly accepted sequential approach of generating a Pareto set approximation first and selecting a single solution afterwards is demonstrated.
2020 ◽
Vol 26
(122)
◽
pp. 412-421
2010 ◽
Vol 09
(04)
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pp. 525-545
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2021 ◽
Vol 135
◽
pp. 110202
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2019 ◽
Vol 198
◽
pp. 111830
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2013 ◽
Vol 347-350
◽
pp. 3128-3132