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Constrained Optimization of Average Arrival Time via a Probabilistic Approach to Transport Reliability

机译:通过概率方法对运输可靠性进行平均到达时间的约束优化

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摘要

To achieve greater transit-time reduction and improvement in reliability of transport services, there is an increasing need to assist transport planners in understanding the value of punctuality; i.e. the potential improvements, not only to service quality and the consumer but also to the actual profitability of the service. In order for this to be achieved, it is important to understand the network-specific aspects that affect both the ability to decrease transit-time, and the associated cost-benefit of doing so. In this paper, we outline a framework for evaluating the effectiveness of proposed changes to average transit-time, so as to determine the optimal choice of average arrival time subject to desired punctuality levels whilst simultaneously minimizing operational costs. We model the service transit-time variability using a truncated probability density function, and simultaneously compare the trade-off between potential gains and increased service costs, for several commonly employed cost-benefit functions of general form. We formulate this problem as a constrained optimization problem to determine the optimal choice of average transit time, so as to increase the level of service punctuality, whilst simultaneously ensuring a minimum level of cost-benefit to the service operator.
机译:为了更大程度地减少运输时间并提高运输服务的可靠性,越来越需要帮助运输规划者了解守时的价值;即潜在的改进,不仅可以改善服务质量和消费者,还可以改善服务的实际利润。为了实现这一点,重要的是要了解特定于网络的方面,这些方面会影响缩短传输时间的能力以及这样做的相关成本效益。在本文中,我们概述了一个框架,用于评估对平均渡越时间提出的变更的有效性,从而确定在期望的守时性水平下平均到达时间的最佳选择,同时最大程度地降低运营成本。我们使用截短的概率密度函数对服务运输时间的可变性进行建模,同时针对几种常用的一般形式的成本效益函数,同时比较了潜在收益和增加的服务成本之间的权衡。我们将此问题公式化为约束优化问题,以确定平均运输时间的最佳选择,从而提高服务准时性的水平,同时确保对服务运营商的最低成本效益。

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