Autor: |
Souhail Dhouib, Aïda Kharrat, Taicir Loukil, Habib Chabchoub |
Jazyk: |
angličtina |
Rok vydání: |
2024 |
Předmět: |
|
Zdroj: |
Results in Control and Optimization, Vol 14, Iss , Pp 100402- (2024) |
Druh dokumentu: |
article |
ISSN: |
2666-7207 |
DOI: |
10.1016/j.rico.2024.100402 |
Popis: |
This paper focuses on the multi-objective Travelling Salesman Problem for which the aim is to find the set of efficient solutions. To obtain this Pareto set's solutions, a novel metaheuristic named DM4-PMO is proposed. The DM4-PMO is based on the first enhancement of the new Dhouib-Matrix-4 (DM4) method and composed of two steps. First, a weighted sum function with a multi variation of weights is used to find the first non-dominated pareto frontier solutions. Second, a lexicographical resolution is applied in some non-dominated solutions found in the first Pareto frontier to generate the final Pareto frontier solutions. The performance of the proposed approach is demonstrated by the experiment on two-objective problems that are taken from TSP-LIB and DIMACS datasets. The test results show that the proposed DM4-PMO is robust, fast, and simply structured, and obtain a Pareto non-dominated set solutions in short computational times using very few user-defined parameters. |
Databáze: |
Directory of Open Access Journals |
Externí odkaz: |
|