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Optimisation of the concurrent product and process configuration: an approach to reduce computation time with an experimental evaluation

机译:并发产品和流程配置的优化:通过实验评估减少计算时间的方法

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摘要

Concurrent configuration of a product and its associated production process is a challenging problem in customer/supplier relations dealing with customisable or configurable products. It gathers in a single model multiple choices and constraints which come simultaneously from products (choices of components or functionalities), from processes (choices of resources and quantities) and from their mutual interrelations. Considering this problem as a Constraint Satisfaction Problem (CSP), the aim of this article is to improve its optimisation, while considering multiple objectives. Using an existing evolutionary optimisation algorithm as a basis, we propose an approach that reduces the computation time required for optimisation. The idea is first to quickly compute a rough Pareto of solutions, then ask the user to select an area of interest, and finally to launch a second computation on this restricted area. After an introduction to the problem, the approach is explained and the algorithm adaptations are presented. Then various computation experiments results demonstrate that computation times are significantly reduced while keeping the optimality level.
机译:同时配置产品及其相关的生产过程是客户/供应商关系的具有挑战性问题,处理可定制或可配置产品。它在单个模型中聚集在单一的多种选择和约束中,该约束来自产品(组件或功能的选择),从过程(资源和数量的选择)以及它们的相互相互关系中。考虑到这个问题作为约束满足问题(CSP),本文的目的是提高其优化,同时考虑多个目标。使用现有的进化优化算法作为基础,我们提出了一种降低优化所需计算时间的方法。这个想法是首先要快速计算一个粗糙的解决方案的粗副,然后要求用户选择一个感兴趣的区域,最后在这个受限区域上发射第二个计算。在介绍问题之后,解释了该方法,并提出了算法的适应。然后,各种计算实验结果表明,计算时间在保持最优性水平的同时显着减少。

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