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Optimization of a multi-constraint two-sided assembly line balancing problem using an improved imperialist competitive algorithm

机译:利用改进的帝国主义竞争算法优化多约束双面装配线平衡问题

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Purpose - Assembly is the last step in manufacturing processes. The two-sided assembly line balancing problem (TALBP) is a typical research focus in the field of combinatorial optimization. This paper aims to study a multi-constraint TALBP-I (MC-TALBP-I) that involves positional constraints, zoning constraints and synchronism constraints to make TALBP more in line with real production. For enhancing quality of assembly solution, an improved imperialist competitive algorithm (ICA) is designed for solving the problem. Design/methodology/approach - A mathematical model for minimizing the weighted sum of the number of mated-stations and stations is established. An improved ICA is designed based on a priority value encoding structure for solving MC-TALBP-I. Findings - The proposed ICA was tested by several benchmarks involving positional constraints, zoning constraints and synchronism constraints. This algorithm was compared with the late acceptance hill-climbing (LAHC) algorithm in several instances. The results demonstrated that the ICA provides much better performance than the LAHC algorithm. Practical implications - The best solution obtained by solving MC-TALBP-I is more feasible for determining the real assembly solution than the best solution obtained by solving based TALBP-I only. Originality/value - A novel ICA based on priority value encoding is proposed in this paper. Initial countries are generated by a heuristic method. An imperialist development strategy is designed to improve the qualities of countries. The effectiveness of the ICA is indicated through a set of benchmarks.
机译:目的 - 组装是制造过程的最后一步。双面装配线平衡问题(TALBP)是组合优化领域的典型研究重点。本文旨在研究一个多约束滑石-i(MC-TALBP-I),涉及位置约束,分区约束和同步约束,使TALBP更加符合实际生产。为了提高装配解决方案的质量,设计了一种改进的帝国主义竞争算法(ICA),用于解决问题。设计/方法/方法 - 建立了最小化交配站和站数量的加权之和的数学模型。基于用于解决MC-TALBP-I的优先价值编码结构,设计了一种改进的ICA。调查结果 - 所提出的ICA由涉及位置限制,分区约束和同步约束的几个基准测试。将该算法与若干实例中的晚期验收山攀爬(LAHC)算法进行了比较。结果表明,ICA提供了比LAHC算法更好的性能。实际意义 - 通过求解MC-TALBP-I获得的最佳解决方案对于确定真实组装溶液而不是通过求解基于TALBP-I获得的最佳解决方案更加可行。本文提出了基于优先价值编码的新颖ICA。初始国家是由启发式方法产生的。帝国主义发展战略旨在提高国家的品质。 ICA的有效性通过一组基准表示。

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