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Multi-mode resource-constrained project scheduling using RCPSP and SAT solvers

机译:使用RCPSP和SAT求解器的多模式资源受限项目调度

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This paper reports on a new solution approach for the well-known multi-mode resource-constrained project scheduling problem (MRCPSP). This problem type aims at the selection of a single activity mode from a set of available modes in order to construct a precedence and a (renewable and non-renewable) resource feasible project schedule with a minimal makespan. The problem type is known to be NP-hard and has been solved using various exact as well as (meta-)heuristic procedures. The new algorithm splits the problem type into a mode assignment and a single mode project scheduling step. The mode assignment step is solved by a satisfiability (SAT) problem solver and returns a feasible mode selection to the project scheduling step. The project scheduling step is solved using an efficient meta-heuristic procedure from literature to solve the resource-constrained project scheduling problem (RCPSP). However, unlike many traditional meta-heuristic methods in literature to solve the MRCPSP, the new approach executes these two steps in one run, relying on a single priority list. Straightforward adaptations to the pure SAT solver by using pseudo boolean non-renewable resource constraints has led to a high quality solution approach in a reasonable computational time. Computational results show that the procedure can report similar or sometimes even better solutions than found by other procedures in literature, although it often requires a higher CPU time.
机译:本文报告了一种针对著名的多模式资源受限项目调度问题(MRCPSP)的新解决方案方法。该问题类型旨在从一组可用模式中选择一种活动模式,以便以最小的构建时间构建优先级和(可更新和不可更新)资源可行的项目进度表。已知问题类型是NP难题,并且已使用各种精确的以及(元)启发式方法解决了该问题。新算法将问题类型分为模式分配和单个模式项目计划步骤。模式分配步骤由可满足性(SAT)问题求解器解决,并将可行的模式选择返回到项目计划步骤。使用文献中的有效元启发式方法解决了项目调度步骤,以解决资源受限的项目调度问题(RCPSP)。但是,不同于文献中许多传统的元启发式方法来解决MRCPSP的问题,新方法一次依靠单个优先级列表执行这两个步骤。通过使用伪布尔不可再生资源约束对纯SAT求解器进行直接调整,已导致在合理的计算时间内提供高质量的解决方案。计算结果表明,尽管该程序通常需要更长的CPU时间,但其报告的解决方案可能比文献中的其他程序更相似,甚至更好。

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