FLC-archive to solve multiobjective reentrant hybride flowshop scheduling problem

Frédéric Dugardin, L. Amodeo, F. Yalaoui
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引用次数: 6

Abstract

This article deals with the multiobjective reentrant hybrid flowshop scheduling problem. In the latter several tasks has to be processed in a system and the special feature here is that they must be processed several times on each machines. The system is composed of multiple stages which contain parallel identical machines. Since the tasks must reenter the system at the end of the normal process they create conflict with the following tasks. This problem is NP-Hard and we have developped a metaheuristics to solve it. The latter is an evolutionary algorithm based on the well known SPEA2 mechanism. This algorithm has a Fuzzy-Logic Controller to adapt mutation and crossover probability of generation t with respect to the structure of the population in previous generations (t −1) and (t −2). The two objectives are the makespan and the total tardiness minimization. In this works we compare the classic SPEA2 and the latter improved by FLC (so called FLC-archive). These two algorithms are tested on multiple instances adapted from the literature. Finally the comparisons of the results obtained by the algorithms are done with two different multi-objectives measures.
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FLC-archive解决多目标可重入混合流水车间调度问题
研究了多目标可重入混合流水车间调度问题。在后一种情况下,必须在一个系统中处理多个任务,这里的特殊之处在于它们必须在每台机器上处理多次。该系统由多个阶段组成,其中包含平行的相同机器。由于任务必须在正常进程结束时重新进入系统,因此它们会与以下任务产生冲突。这个问题是np困难的,我们已经开发了一种元启发式来解决它。后者是一种基于SPEA2机制的进化算法。该算法具有一个模糊逻辑控制器来适应第t代相对于前代(t−1)和(t−2)种群结构的突变和交叉概率。这两个目标是最大完工时间和总延误时间最小化。在本文中,我们比较了经典的SPEA2和后者改进的FLC(所谓的FLC-archive)。这两种算法在多个实例上进行了测试。最后,在两种不同的多目标度量下,对算法所得结果进行了比较。
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