A Two-phase Optimization Model for Autonomous Electric Customized Bus Service Design

被引:3
作者
Guo, Rongge [1 ]
Guan, Wei [2 ]
Bhatnagar, Saumya [1 ]
Vallati, Mauro [1 ]
机构
[1] Univ Huddersfield, Huddersfield, W Yorkshire, England
[2] Beijing Jiaotong Univ, Beijing, Peoples R China
来源
2022 IEEE 25TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC) | 2022年
关键词
LARGE NEIGHBORHOOD SEARCH; VEHICLE; OPERATIONS; NETWORK;
D O I
10.1109/ITSC55140.2022.9921783
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Motivated by the requirements of highly effective customized bus (CB) service and by the rapid growth of autonomous electric vehicles (AEVs), this paper studies a new optimization model for the autonomous electric customized bus (AECB) service, aiming at minimizing operating costs and improving vehicles' efficient use. The proposed model contains two phases: (i) optimization of the vehicle routing, charging operation and passenger-to-vehicle assignment for the fixed travel demands, and (ii) re-optimization of the service according to real-time dynamic travel requests. A solution approach is developed to address the proposed model based on adaptive large neighborhood search (ALNS). The extensive empirical analysis, conducted by considering real-world data on a large-scale instance, demonstrates the efficiency of the proposed approach and the quality of the generated solutions.
引用
收藏
页码:383 / 388
页数:6
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