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MULTI-OBJECTIVE OPTIMIZATION METHOD AND SYSTEM FOR MASTER PRODUCTION SCHEDULE OF CASTING PARALLEL WORKSHOPS

机译:铸造平行研讨会硕研制课程硕研制课程的多目标优化方法和系统

摘要

A multi-objective optimization method and system for a master production schedule of casting parallel workshops. According to the method and system, parallel scheduling information such as orders, workshops and processing sequences is directly converted into discrete particles by means of discrete encoding. Quick search of a solution space is completed by means of crossover and mutation of each particle and non-dominated particles in a global optimal solution set and an individual optimal solution set, and a crowding distance of non-dominated individuals is then calculated in the solution space; a new population is generated according to a congestion degree order so as to uniformly distribute solutions; then, optimization results are continuously converged by means of a population iteration process, so that particles in the solution space continue to approach the leading edge of the optimal solution set, to finally obtain global non-dominated solutions in multiple target directions. The problems, in an existing mode of manually making a master production schedule of parallel workshops by a group type casting enterprise, of difficulty in comprehensively considering various factors, low scheduling efficiency, and lack of scientificity and reasonability can be effectively solved.
机译:一种多目标优化方法和系统,用于铸造平行研讨会的主生产计划。根据方法和系统,通过离散编码直接转换为顺序,研讨会和处理序列等并行调度信息。通过在全局最佳解决方案组中的每个粒子和非主导粒子的交叉和非主导粒子的交叉和突变进行快速搜索解决方案空间,然后在解决方案中计算非主导的个体的拥挤距离空间;根据拥塞程度顺序产生新的人群,以统一分配解决方案;然后,优化结果通过人口迭代过程连续地融合,因此解决方案空间中的粒子继续接近最佳解决方案集的前沿,最终在多个目标方向上获得全局非主导的解决方案。这些问题,在现有模式中通过组铸造企业手动制作并行研讨会的主生产计划,难以理解各种因素,低调度效率和缺乏科学性和合理性,可以得到有效解决。

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