Multi-criteria Scheduling in Parallel Environment with Learning Effect

Autor: Liu Xinbo, Feng Yue, Ding Ning, Li Rui, Chen Xin
Jazyk: angličtina
Rok vydání: 2024
Předmět:
Zdroj: Foundations of Computing and Decision Sciences, Vol 49, Iss 1, Pp 3-20 (2024)
Druh dokumentu: article
ISSN: 2300-3405
DOI: 10.2478/fcds-2024-0001
Popis: This paper is devoted to the study of a multi-criteria scheduling problem on unrelated processors with machines’ learning effect, with the goal of minimizing makespan, machine cost and maximal flow-time simultaneously, which is an NP-hard problem. An improved particle swarm optimization algorithm equipped with the overloaded operators, as well as a procedure of Levy flight, is proposed to generate the Pareto-optimal solutions. The experimental results show that the Levy flight strategy can effectively improve the performance of the algorithm, which can generate more non-dominated solutions, and slightly reduce the execution time of the process.
Databáze: Directory of Open Access Journals