Multiple plan approach for a dynamic dial-a-ride problem
针对动态拨号乘车问题,提出一种两阶段多计划方法,通过同时维护多个计划提高动态请求插入的成功率和速度,并引入新指标替代距离最小化,实验表明该方法优于单计划方法。
Abstract In densely populated areas, ridepooling services are becoming more and more popular and can contribute to promote sustainable mobility concepts. In this paper, we study a dynamic dial-a-ride problem and propose a novel two-phase multiple plan approach. By maintaining multiple plans simultaneously over the course of the optimization procedure, we increase the likelihood and speed of a successful insertion for dynamically arising customer requests. Additionally, we present a new metric to replace the commonly used distance minimization as guidance within the optimization procedure. In order to examine the impact of certain instance characteristics on the quality of the solutions, we evaluate our design decisions on various instance sets. The results show that the proposed method consistently outperforms commonly used single plan approaches.