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Generating Robust Schedules Subject to Resource and Duration Uncertainties

机译:生成受资源和持续时间不确定性影响的稳健时间表

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We consider the Resource-Constrained Project Scheduling Problem with minimal and maximal time lags under resource and duration uncertainties. To manage resource uncertainties, we build upon the work of Lambrechts el al 2007 and develop a method to analyze the effect of resource breakdowns on activity durations. We then extend the robust local search framework of Lau et al 2007 with additional considerations on the impact of unexpected resource breakdowns to the project makespan, so that partial order schedules (POS) can absorb both resource and duration uncertainties. Experiments show that our proposed model is capable of addressing the uncertainty of resources, where the most robust POS is generated to minimize the robust makespan with statistical guarantee. Compared with prevailing methods, our method is also capable of achieving more feasible solutions with better robust makespan.
机译:我们考虑在资源和工期不确定的情况下具有最小和最大时滞的资源受限项目调度问题。为了管理资源不确定性,我们以Lambrechts等人2007年的工作为基础,并开发了一种方法来分析资源分解对活动持续时间的影响。然后,我们扩展了Lau等人2007的健壮的本地搜索框架,并考虑了意外资源分解对项目工期的影响,从而使部分订单计划(POS)可以吸收资源和工期不确定性。实验表明,我们提出的模型能够解决资源的不确定性问题,其中生成了最可靠的POS,以最大程度地减少具有统计保证的稳健有效期。与现有方法相比,我们的方法还能够以更佳的鲁棒性获得更可行的解决方案。

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