An MO‐GVNS algorithm for solving a multiobjective hybrid flow shop scheduling problem

流水车间调度 作业车间调度 数学优化 计算机科学 调度(生产过程) 拖延 算法 混合算法(约束满足) 可变邻域搜索 元启发式 多目标优化 遗传算法 最优化问题
作者
Eduardo Camargo de Siqueira,Marcone Jamilson Freitas Souza,Sérgio Ricardo de Souza
出处
期刊:International Transactions in Operational Research [Wiley]
卷期号:27 (1): 614-650 被引量:9
标识
DOI:10.1111/itor.12662
摘要

Abstract This paper addresses the multiobjective hybrid flow shop (MOHFS) scheduling problem. In the MOHFS problem considered here, we have a set of jobs that must be performed in a set of stages. At each stage, we have a set of unrelated parallel machines. Some jobs may skip stages. The evaluation criteria are the minimizations of makespan, the weighted sum of the tardiness, and the weighted sum of the earliness. For solving it, an algorithm based on the multiobjective general variable neighborhood search (MO‐GVNS) metaheuristic, named adapted MO‐GVNS, is proposed. This work also presents and compares the results obtained by the adapted MO‐GVNS with those of four other algorithms: multiobjective reduced variable neighborhood search, nondominated sorting genetic algorithm II (NSGA‐II), and NSGA‐III, and another MO‐GVNS from the literature. The results were evaluated based on the Hypervolume, Epsilon, and Spacing metrics, and statistically validated by the Levene test and confidence interval charts. The results showed the efficiency of the proposed algorithm for solving the MOHFS problem.
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