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Hybrid Flow Shop Scheduling Problems Using Improved Fireworks Algorithm for Permutation

机译:使用改进的烟花算法进行混合流量店调度问题

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Prior studies are lacking which address permutation flow shop scheduling problems and hybrid flow shop scheduling problems together to help firms find the optimized scheduling strategy. The permutation flow shop scheduling problem and hybrid flow shop scheduling problems are important production scheduling types, which widely exist in industrial production fields. This study aimed to acquire the best scheduling strategy for making production plans. An improved fireworks algorithm is proposed to minimize the makespan in the proposed strategies. The proposed improved fireworks algorithm is compared with the fireworks algorithm, and the improvement strategies include the following: (1) A nonlinear radius is introduced and the minimum explosion amplitude is checked to avoid the waste of optimal fireworks; (2) The original Gaussian mutation operator is replaced by a hybrid operator that combines Cauchy and Gaussian mutation to improve the search ability; and (3) An elite group selection strategy is adopted to reduce the computing costs. Two instances from the permutation flow shop scheduling problem and hybrid flow shop scheduling problems were used to evaluate the improved fireworks algorithm’s performance, and the computational results demonstrate the improved fireworks algorithm’s superiority.
机译:缺乏先前的研究,该地址排列流程图调度问题和混合流量店调度问题在一起,帮助公司找到优化的调度策略。置换流店调度问题和混合流量店调度问题是重要的生产调度类型,其在工业生产领域广泛存在。本研究旨在获得制作生产计划的最佳调度策略。提出了一种改进的烟花算法,以最大限度地减少拟议策略中的MEPESPAN。将提出的改进的烟花算法与烟花算法进行了比较,改善策略包括以下内容:(1)介绍非线性半径,检查最小爆炸幅度,以避免最佳烟花浪费; (2)原始高斯突变算子被混合算子所取代,将Cauchy和高斯突变结合以提高搜索能力; (3)采用精英组选拔策略来降低计算成本。来自置换流店调度问题和混合流店调度问题的两个实例用于评估改善的烟花算法的性能,并且计算结果展示了改善的烟花算法的优势。

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