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Rule-based modeling and constraint programming based solution of the assembly line balancing problem

机译:基于规则的建模和约束编程的流水线平衡问题解决方案

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The assembly line balancing problem employs traditional precedence graphs to model precedence relations among assembly tasks. Yet they cannot address alternative ways of assembling a product. That is, they only model conjunctions, not disjunctions. Moreover, some additional constraints need also to be considered, but these constraints cannot be modeled effectively through precedence graphs, e.g., constraints indicating certain tasks cannot be assigned into the same station. To address these issues, this paper proposes to model assembly constraints through the well known If-then rules, and to solve the rule-based model through constraint programming (CP), as CP naturally models logical assertions. The paper also shows how to map a rule-based model to a CP or an integer programming (IP) model. Finally, a computational experiment is carried out to analyze the performances of CP and IP models with respect to modeling capability, solution quality and time. The results reveal that CP is more effective and efficient than IP.
机译:装配线平衡问题使用传统的优先级图来建模装配任务之间的优先级关系。然而,他们无法解决组装产品的其他方式。也就是说,它们仅对合取进行建模,而不对合取进行建模。此外,还需要考虑一些附加约束,但是这些约束不能通过优先图有效地建模,例如,指示某些任务不能分配给同一站的约束。为了解决这些问题,本文提议通过众所周知的If-then规则对装配约束进行建模,并通过约束编程(CP)解决基于规则的模型,因为CP自然地对逻辑断言进行建模。本文还展示了如何将基于规则的模型映射到CP或整数编程(IP)模型。最后,进行了计算实验,以分析建模能力,解决方案质量和时间方面的CP和IP模型的性能。结果表明,CP比IP更有效。

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