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Research on repair operators in the whole space search genetic algorithm of assembly job shop scheduling problem

机译:装配作业商店调度问题的整个空间搜索遗传算法中的修复运营商研究

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There are multistage constraints among workpieces in AJSSP (Assembly Job Shop Scheduling Problem) and the infeasible working procedures to assembly restraints are needed to be decoupled into feasible ones in which the sequences satisfy assembly relations (corresponding to the chromosomes in GA, which refers to Genetic Algorithm), before distributing to machines. Therefore the difficulty of whole space search genetic algorithm to AJSSP lies in the adjustment from infeasible chromosomes to feasible ones. In this paper a repair operator of TDRA (Top-Down Recursively Adjustment) is proposed, which means recursive post adjustment of forefather working procedures to an assembly tree structure step by step from the whole tree family to small branch families, in order to eliminate all the violating restraints and repair the infeasible chromosomes to feasible ones. In addition the evolution effects and optimization searching characteristics applying different repair operators are compared via experiments, and the results demonstrate that the evolution effect is obvious when applying TDRA to repair GA in AJSSP and optimal solutions can be searched out each time.
机译:在AJSSP(组装作业商店调度问题中的工件中有多级约束,并且需要将装配限制的不可行的工作步骤分离成可行的工作程序,其中序列满足组装关系(与GA中的染色体相对应,这是指遗传的算法),在分发到机器之前。因此,整个空间搜索遗传算法到AJSSP的难度在于从不可行的染色体到可行的染色体的调整。在本文中,提出了一种修复TDRA(自上而下的递归调整)的修复操作员,这意味着递归将前辈工作程序调整到装配树结构,逐步从整个树家庭到小分支家庭,以消除所有违反束缚并修复可行的染色体到可行的染色体。此外,通过实验比较了应用不同修复操作员的进化效果和优化搜索特征,结果表明,在AJSSP中施加TDRA修复GA,每次都会搜索最佳解决方案,结果证明了进化效果显而易见。

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