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Performance analysis of a hybrid bike sharing system: A service- level-based approach under censored demand observations

机译:混合动力自行车共享系统的性能分析:在受审查的需求观察下基于服务水平的方法

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摘要

We investigate a hybrid bike-sharing system. We carry out a usage pattern and demand analysis on the booking data of the system and include the effects of censored demand in a service level analysis. Service levels are used as meaningful measures for evaluating the customer-oriented performance of bike-sharing systems. Our results show that service levels are overestimated when ignoring unobservable, censored demand effects. Furthermore, there are significant differences between free-standing and station-based bikes. Based on these results, an adjusted incentive and reposition policy could increase the booking number of free-standing bikes and thus customer satisfaction as well as the system’s profitability.
机译:我们研究了一种混合动力自行车共享系统。我们对系统的预订数据进行使用模式和需求分析,并将审查的需求的影响包括在服务水平分析中。服务水平被用作评估自行车共享系统以客户为导向的性能的有意义的度量。我们的结果表明,当忽略不可观察的,审查的需求影响时,服务水平被高估了。此外,独立式自行车和固定式自行车之间也存在显着差异。根据这些结果,调整后的激励和重新安置政策可能会增加独立式自行车的预订数量,从而增加客户满意度以及系统的盈利能力。

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