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Solving MRCPSP by Constraint Programming

机译:通过约束编程求解MRCPSP

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摘要

This paper solves the well-known multi-mode resource-constrained project scheduling problem (MRCPSP). The problem type is known to be NP-hard and has been solved using various exact as well as (meta-) heuristic procedures. By introducing constraint programming (CP) method, this problem is solved optimally and efficiently. First, a complete CP model for this problem is established. Next, IBM ILOG Script, a scripting language for combining CP models and interacting with them, is adopted to solve the original model with different data sets. Computational experiments carried out on randomly generated problem instances show high efficiency of solving process and good solution quality. The CP based method can solve instances of up to 300 tasks optimally and efficiently. All the constraints are satisfied explicitly and using a modeling language allows user imposed constraints to be easily added to the model. The results can be used as basis for heuristic methods.
机译:本文解决了众所周知的多模式资源受限项目调度问题(MRCPSP)。已知该问题类型是NP难题,并且已使用各种精确的以及(元)启发式程序解决了。通过引入约束编程(CP)方法,可以最佳,有效地解决此问题。首先,针对此问题建立完整的CP模型。接下来,采用IBM ILOG Script(一种用于组合CP模型并与之交互的脚本语言)来解决具有不同数据集的原始模型。在随机生成的问题实例上进行的计算实验表明,求解过程的效率很高,求解质量也很高。基于CP的方法可以最优,高效地解决多达300个任务的实例。明确满足所有约束条件,并且使用建模语言可以将用户施加的约束条件轻松添加到模型中。结果可作为启发式方法的基础。

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