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Tabu search and constraint programming-based approach for a real scheduling and routing problem

机译:基于禁忌搜索和约束编程的解决实际调度和路由问题的方法

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摘要

Constraint programming method (CPM) has gained much attention in the last years since it proved a great efficiency to model and solve many combinatorial problems like scheduling, assignment and routing problems. In this paper, we first present a CPM model for a real scheduling and routing problem (SRP) faced by a company of water and electricity distribution. The problem aims to minimise the total distance travelled by the company's technicians to the clients' locations in order to carry out some services. To solve the studied SRP three CPM-based solution methods are proposed: an exact method (branch and prune), a local search meta-heuristic and a hybrid algorithm which combine tabu search and constraint programming method. The proposed solution methods have been tested using three sets of instances. The two first sets are generated randomly, they represent small and large scale instances, while the third one contain the real instances provided by the company with which we are working. The results obtained by the three methods show clearly the superiority of the hybrid algorithm over the two others methods.
机译:约束编程方法(CPM)在最近几年受到了广泛关注,因为它证明了建模和解决许多组合问题(例如调度,分配和路由问题)的效率很高。在本文中,我们首先针对供水和电力分配公司面临的实际调度和路由问题(SRP)提出了CPM模型。该问题旨在最小化公司技术人员到客户所在地点的总距离,以进行某些服务。为了解决研究的SRP,提出了三种基于CPM的解决方法:精确方法(分支和修剪),局部搜索元启发式算法和结合禁忌搜索和约束规划方法的混合算法。所提出的解决方案方法已使用三组实例进行了测试。前两个集合是随机生成的,它们分别代表小型实例和大型实例,而第三个集合包含与我们合作的公司提供的真实实例。三种方法获得的结果清楚地表明了混合算法相对于其他两种方法的优越性。

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