4.5 Article

Accessible taxi routing strategy based on travel behavior of people with disabilities incorporating vehicle routing problem and Gaussian mixture model

期刊

TRAVEL BEHAVIOUR AND SOCIETY
卷 34, 期 -, 页码 -

出版社

ELSEVIER
DOI: 10.1016/j.tbs.2023.100687

关键词

Accessible taxi; People with disability; Travel behavior; Vehicle routing problem with time windows; Gaussian mixture model

向作者/读者索取更多资源

The government of Seoul has implemented accessible taxis, following the Convention on the Rights of Persons with Disabilities established by the United Nations in 2006. This study aims to find an optimal routing strategy for accessible taxis by classifying people with disabilities (PWD) into short-distance and long-distance groups and operating corresponding taxis. The proposed strategy showed a reduction in total wait time and operating distance of accessible taxis compared to the current strategy.
The government of Seoul has implemented accessible taxis, following the Convention on the Rights of Persons with Disabilities established by the United Nations in 2006. Accessible taxis are an emerging transportation mode that improves transportation accessibility for people with disabilities (PWD). The main idea of this study is to classify PWD into short-distance and long-distance groups and operate corresponding short-distance and longdistance taxis to improve the operational efficiency and user convenience of accessible taxi services. This study aims to find an optimal routing strategy for accessible taxis considering the travel behavior of PWD. Specifically, the travel distance distribution of PWD was divided into multiple distributions, i.e., short-distance and long-distance distributions, using Gaussian Mixture Model. Then, a vehicle routing problem with time windows was developed to find the optimal routing strategy for accessible taxis. The objective function was set to minimize users' total wait time, and the decision variables included the number of user classifications, the number of accessible taxis, and the route for each vehicle. The results of the proposed strategy showed about an 8.0% reduction in total wait time and a 1.3% reduction in the total operating distance of accessible taxis compared to the current strategy. Specifically, the wait time of the short-distance user group with a distance of less than 4.3 km was reduced by about 26%. An economic benefit analysis was also performed to identify the applicability of the proposed strategy, and the results showed that the proposed model was economically beneficial.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.5
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据