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Complexity and Scenario Robust Service System Design

机译:复杂性和场景健壮的服务系统设计

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The main research idea of this contribution consists in introducing a suitable way of scenario set generation for robust service system design to find the most suitable size of disjoint scenario set. The objective is to achieve acceptably small time demands and sufficient level of robustness respectively. Since the probability distribution of individual scenarios among the whole set is usually not known or it can be hardly estimated, the robustness needs to be evaluated in other way. Here, we suggest making use of the price of robustness to appraise deterioration of the standard objective function as an effect of robustness increase and the coefficient called gain of robustness to asset the robustness improvement. The way of failure scenario set creation follows from previous research focused on revealing those road segments, which are critically important from the viewpoint of system performance. To create a disjoint scenario set, we apply previously developed arc characteristics, by using of which we are able to uniformly distribute given additional transportation performance. By presented research we focus on exploring possible relations among size of scenario set, computational time and robustness characteristics.
机译:该贡献的主要研究思想在于为健壮的服务系统设计引入合适的方案集生成方式,以找到最合适的不相交方案集大小。目的是分别达到可接受的较小时间需求和足够水平的鲁棒性。由于通常不知道整个场景中各个场景的概率分布,或者很难估计,因此需要以其他方式评估鲁棒性。在这里,我们建议利用稳健性的价格来评估标准目标函数的恶化,作为稳健性增加的影响,并使用称为稳健性增益的系数来评估稳健性的提高。故障场景集创建的方式来自先前的研究,该研究专注于揭示这些路段,从系统性能的角度来看,这些路段至关重要。为了创建不相交的场景集,我们应用了以前开发的弧线特征,通过使用它,我们能够在给定的附加运输性能下均匀地分布。通过提出的研究,我们专注于探索场景集大小,计算时间和鲁棒性之间的可能关系。

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