{"title":"Hierarchical taxi dispatch system with local coordination among micro-level components: WIP abstract","authors":"Sota Takashima, Naomi Kuze, T. Ushio","doi":"10.1145/3302509.3313314","DOIUrl":null,"url":null,"abstract":"Taxi drivers face to poor working conditions such as low wages and long working hours. To improve the conditions, a taxi dispatch system is very important. F. Miao et al. proposed a method for calculating an optimal taxi cruising path based on the model predictive control and the new parameter of supply demand ratio [1]. T. Ushio et al. proposed a method for calculating an optimal taxi cruising path based on a mixed logical dynamical model [2]. X. Chen et al. proposed a hierarchical taxi-dispatch system consisting of global and regional decision-makers [3]. The global decision-maker calculates the optimal taxi dispatch in a longer time period, while the regional ones determine schedules of taxis in the corresponding regions in a shorter time period. However, these previous mechanisms have lower scalability and real-time properties. To tackle these problems, we propose a novel hierarchical support system for a taxi dispatch system. In our proposal, a macro level component calculates the optimal taxi movement by using a taxi flow model, whereas micro level components determine the optimal taxi cruising in the corresponding regions. Both of them are conducted in the same time period.","PeriodicalId":413733,"journal":{"name":"Proceedings of the 10th ACM/IEEE International Conference on Cyber-Physical Systems","volume":"7 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-04-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 10th ACM/IEEE International Conference on Cyber-Physical Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3302509.3313314","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Taxi drivers face to poor working conditions such as low wages and long working hours. To improve the conditions, a taxi dispatch system is very important. F. Miao et al. proposed a method for calculating an optimal taxi cruising path based on the model predictive control and the new parameter of supply demand ratio [1]. T. Ushio et al. proposed a method for calculating an optimal taxi cruising path based on a mixed logical dynamical model [2]. X. Chen et al. proposed a hierarchical taxi-dispatch system consisting of global and regional decision-makers [3]. The global decision-maker calculates the optimal taxi dispatch in a longer time period, while the regional ones determine schedules of taxis in the corresponding regions in a shorter time period. However, these previous mechanisms have lower scalability and real-time properties. To tackle these problems, we propose a novel hierarchical support system for a taxi dispatch system. In our proposal, a macro level component calculates the optimal taxi movement by using a taxi flow model, whereas micro level components determine the optimal taxi cruising in the corresponding regions. Both of them are conducted in the same time period.