Construction and reduction of the Pareto set in asymmetric travelling salesman problem with two criteria

November 26, 2018 ยท Declared Dead ยท ๐Ÿ› Vestnik of Saint Petersburg University Applied Mathematics Computer Science Control Processes

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Authors Aleksey O. Zakharov, Yulia V. Kovalenko arXiv ID 1812.00768 Category cs.NE: Neural & Evolutionary Cross-listed cs.DM Citations 3 Venue Vestnik of Saint Petersburg University Applied Mathematics Computer Science Control Processes Last Checked 4 months ago
Abstract
We consider the bicriteria asymmetric travelling salesman problem (bi-ATSP). Optimal solution to a multicriteria problem is usually supposed to be the Pareto set, which is rather wide in real-world problems. For the first time we apply to the bi-ATSP the axiomatic approach of the Pareto set reduction proposed by V. Noghin. We identify series of 'quanta of information' that guarantee the reduction of the Pareto set for particular cases of the bi-ATSP. An approximation of the Pareto set to the bi-ATSP is constructed by a new multi-objective genetic algorithm. The experimental evaluation carried out in this paper shows the degree of reduction of the Pareto set approximation for various 'quanta of information' and various structures of the bi-ATSP instances generated randomly or from TSPLIB problems.
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