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Inventory rebalancing through pricing in public bike sharing systems

机译:通过公共自行车共享系统中的定价进行库存重新平衡

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Public bike sharing systems are becoming popular in major cities throughout the world. Bikes provide an easy alternate transportation vehicle that help people manage their last mile problems in mobility. The major problem faced in bike sharing systems is repositioning of the bikes. Demand variability results in an imbalance in availability among stations. This affects operational costs and creates artificial shortage of bikes. Operating costs include system operations, administration, marketing and hardware-associated utility costs. System operation involves more expenditures as it involves maintenance, rebalancing, customer service operations and IT support. Rebalancing bikes from where there are many to where there is shortage can be expensive. This article proposes both exact and heuristic algorithms to reduce imbalance by introducing incentives/disincentives. Some imbalance stations are made intentionally more imbalanced to make them function as hubs so that with a few truck trips, redistribution can be done. This reduces both surplus accumulation as well as shortages. When the user tries to checkout, he will be given a choice to choose his destination and will be provided incentives based on the station. When higher incentives are provided for a station, more bikes will be available there and vice versa. It is assumed that the bike users exhibit homogeneous sensitivity to price. Also it is assumed that the travel demand is fixed and the user chooses the low price alternative. A bi-level optimization problem is developed and a heuristic algorithm called iterative price adjustment scheme (IPAS) is proposed for solving the problem. This approach can successfully reduce the number of imbalanced stations by providing bike users multiple journey choices and changing the cost of those journeys through pricing options. (23 refs.)
机译:公共自行车共享系统在世界各主要城市变得越来越流行。自行车提供了一种便捷的替代运输工具,可帮助人们管理出行的最后一英里问题。自行车共享系统面临的主要问题是自行车的重新定位。需求变化会导致站点之间的可用性不平衡。这会影响运营成本并造成人为的自行车短缺。运营成本包括系统运营,管理,营销和与硬件相关的公用事业成本。系统操作涉及维护,重新平衡,客户服务操作和IT支持,因此涉及更多支出。从很多地方到短缺地方重新平衡自行车可能是昂贵的。本文提出了精确算法和启发式算法,以通过引入激励/抑制措施来减少不平衡。故意使某些失衡站更加失衡,以使其发挥枢纽的作用,因此,只需几次卡车旅行,就可以进行重新分配。这减少了盈余积累和短缺。当用户尝试结帐时,将为他提供选择目的地的选择,并将根据车站的不同提供激励措施。如果为车站提供了更高的奖励,那里将有更多的自行车可用,反之亦然。假定自行车使用者对价格表现出均一的敏感性。还假定旅行需求是固定的,并且用户选择了低价替代品。提出了一个双层优化问题,并提出了一种称为迭代价格调整方案(IPAS)的启发式算法来解决该问题。通过为自行车用户提供多种出行选择并通过定价选项更改出行成本,此方法可以成功减少不平衡站点的数量。 (23篇)

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