机床与液压2024,Vol.52Issue(1) :42-50.DOI:10.3969/j.issn.1001-3881.2024.01.007

基于改进原子轨道搜索算法的多工艺路线柔性作业车间问题研究

Flexible Job Shop Problem with Multiple Processing Routes Based on Improved Atomic Orbital Search Algorithm

李佳蓉 晁永生 李纯艳 袁逸萍
机床与液压2024,Vol.52Issue(1) :42-50.DOI:10.3969/j.issn.1001-3881.2024.01.007

基于改进原子轨道搜索算法的多工艺路线柔性作业车间问题研究

Flexible Job Shop Problem with Multiple Processing Routes Based on Improved Atomic Orbital Search Algorithm

李佳蓉 1晁永生 1李纯艳 1袁逸萍1
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作者信息

  • 1. 新疆大学智能制造现代产业学院,新疆乌鲁木齐 830017
  • 折叠

摘要

针对多品种、小批量复杂产品在加工过程中忽略加工路线约束,导致调度方案中存在设备利用率低的问题,以完工时间最优为目标建立多工艺路线柔性作业车间数学模型.由于加入多约束后模型复杂度骤增,为有效求解该模型,提出一种改进原子轨道搜索算法.改进算法采用一种三层编码方式进行编码和解码;在算法初始化候选解时均匀生成全局加工路线;搜索过程中为增强局部搜索融入自体交叉;为避免陷入局部最优引入变邻域变异;迭代过程中设计了变工序数精英保留策略,扩大了搜索空间.最后,通过某内燃机车生产车间实例对模型和算法进行求解分析,验证了模型的有效性和算法的优越性及适用性.

Abstract

Aiming at the problem of the low utilization rate of equipment in the scheduling scheme due to ignoring the processing route constraints in the processing of multi-variety and small-batch complex products,a mathematical model of a multi-process flexible job shop was established with the goal of optimal completion time.Since the complexity of the model increased sharply after adding mul-tiple constraints,an improved atomic orbital search algorithm was proposed to solve the model effectively.In the improved algorithm,a three-layer coding method was used for encoding and decoding;the global machining route was generated uniformly when the algorithm initialized the candidate solutions;self-crossover was integrated into the search process to enhance local search;variable neighborhood mutation was introduced to avoid falling into local optimum;variable process number elite retention strategy was designed in the iterative process to expand the search space.Finally,the model and algorithm were solved and analyzed by an example of a diesel locomotive pro-duction workshop,which verifies the effectiveness of the model and the superiority and applicability of the algorithm.

关键词

改进原子轨道搜索算法/多工艺路线/柔性作业车间/自体交叉/变邻域变异

Key words

improved atomic orbital search algorithm/multiple processing route/flexible job shop/self-crossover/variable neighbor-hood variation

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基金项目

自治区自然科学基金资助项目(2022D01C37)

自治区重点研发计划项目(2022B01057-2)

出版年

2024
机床与液压
中国机械工程学会 广州机械科学研究院有限公司

机床与液压

CSTPCD北大核心
影响因子:0.32
ISSN:1001-3881
参考文献量15
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