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On the efficient modeling and solution of the multi-mode resource-constrained project scheduling problem with generalized precedence relations

机译:广义优先关系的多模式资源受限项目调度问题的高效建模与求解

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For variants of the single-mode resource-constrained project scheduling problem, state-of-the-art exact algorithms combine a Branch and Bound algorithm with principles from Constraint Programming and Boolean Satisfiability Solving. In our paper, we propose new exact approaches extending the above principles to the multi-mode RCPSP (MRCPSP) with generalized precedence relations (GPRs). More precisely, we implemented two constraint handlers cumulativemm and gprecedencemm for the optimization framework SCIP. With the latter, one can model renewable resource constraints and GPRs in the context of multi-mode activities, respectively. Moreover, they integrate domain propagation and explanation generation techniques for the above problem characteristics. We formulate three SCIP-models for the MRCPSP with GPRs, two without and one with our constraint handler gprecedencemm. Our computational results on instances from the literature with 30, 50 and 100 activities show that the addition of this constraint handler significantly strengthens the SCIP-model. Moreover, we outperform the state-of-the-art exact approach on instances with 50 activities when imposing time limits of 27 s. In addition, we close (find the optimal solution and prove its optimality for) 289 open instances and improve the best known makespan for 271 instances from the literature.
机译:对于单模资源受限项目计划问题的变体,最新的精确算法将“分支定界”算法与“约束编程”和“布尔可满足性求解”的原理结合在一起。在我们的论文中,我们提出了新的精确方法,将上述原理扩展到具有广义优先关系(GPR)的多模式RCPSP(MRCPSP)。更准确地说,我们为优化框架SCIP实现了两个约束处理程序accumummm和gprecedencemm。借助后者,可以分别在多模式活动的背景下对可再生资源约束和GPR进行建模。此外,它们针对上述问题特征集成了域传播和解释生成技术。我们为具有GPR的MRCPSP制定了三个SCIP模型,其中两个没有约束模型,而一个具有我们的约束处理程序gprecedencemm。我们对具有30、50和100个活动的文献实例的计算结果表明,添加此约束处理程序可显着增强SCIP模型。此外,当施加27 s的时间限制时,对于具有50个活动的实例,我们的性能优于最新的精确方法。此外,我们关闭了289个打开实例(找到了最优解并证明了其最优性),并从文献中为271个实例提高了最著名的制造期。

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