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Towards Dynamic Rebalancing of Bike Sharing Systems: An Event-Driven Agents Approach

机译:朝着自行车共享系统的动态再平衡:事件驱动的代理方法

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Operating a Bicycle Sharing System over some time without the operator's intervention causes serious imbalances, which prevents the rental of bikes at some stations and the return at others. To cope with such problems, user-based bicycle rebalancing approaches offer incentives to influence the users' behavior in an appropriate way. In this paper, an event-driven agent architecture is proposed, which uses Complex Event Processing to predict the future demand at the bike stations using live data about the users. The predicted demands are used to derive situation-aware incentives that are offered by the affected stations. Furthermore, it is shown how bike stations cooperate to prevent that they outbid each other.
机译:在没有操作员干预的情况下在一段时间内操作自行车分享系统会导致严重的不平衡,这可以防止在某些站点租赁自行车租赁和其他人的回报。为了应对这些问题,基于用户的自行车重新平衡方法可以以适当的方式提供激励以影响用户的行为。在本文中,提出了一种事件驱动的代理体系结构,该架构使用复杂的事件处理来预测使用关于用户的实时数据的自行车站的未来需求。预测的要求用于导出受影响站提供的情况感知的奖励。此外,示出了自行车站如何合作以防止它们彼此遇到。

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