Electric vehicles;
Electrification;
dynamic demand;
demand-responsive transit;
robust;
VEHICLE-ROUTING PROBLEM;
DIAL-A-RIDE;
CLUSTERING APPROACH;
TIME WINDOWS;
OPTIMIZATION;
ALGORITHMS;
REDUCTION;
D O I:
10.1109/TITS.2023.3321745
中图分类号:
TU [建筑科学];
学科分类号:
0813 ;
摘要:
This study proposes a robust route optimization model for electric Demand-Responsive Transit (e-DRT) services, where dispatched vehicles may deviate from the determined plan to serve real-time demands. In particular, online partial charging strategies are coordinated with flexible service schedules. To benefit the productivity of the e-DRT system, the route schedule and charging time are changed dynamically. A two-phase Adaptive Large Neighborhood Search (ALNS) -based heuristic is proposed to effectively solve the proposed problem. The baseline case and large-scale cases are presented to verify the effectiveness and accuracy of the proposed method. Comparisons between CPLEX and the proposed algorithm suggest that the proposed algorithm can considerably improve computational efficiency. A comparative analysis shows the proposed model takes 21% less total cost than the alternative non-robust model. Further, two sensitivity tests are designed to unveil the impacts of unmet real-time requests and the charging rate on the e-DRT's performance.
机构:
Korea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South KoreaKorea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South Korea
Jang, Myeonggeun
Lee, Sunghee
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机构:
Korea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South KoreaKorea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South Korea
Lee, Sunghee
Kim, Jihwan
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机构:
Gyeonggi Res Inst, Mobil Res Div, Suwon 16207, South KoreaKorea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South Korea
Kim, Jihwan
Kim, Jooyoung
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机构:
Korea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South KoreaKorea Natl Univ Transportat, Dept Transportat Planning & Management, Chungju 16106, South Korea
机构:
Dalian Maritime Univ, Collaborat Innovat Ctr Transport Studies, Dalian 116026, Liaoning, Peoples R ChinaBeijing Jiaotong Univ, Key Lab Transport Ind Big Data Applicat Technol C, Beijing 100044, Peoples R China
Qi, Liuzi
Wang, Lewen
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机构:
Beijing Jiaotong Univ, Key Lab Transport Ind Big Data Applicat Technol C, Beijing 100044, Peoples R ChinaBeijing Jiaotong Univ, Key Lab Transport Ind Big Data Applicat Technol C, Beijing 100044, Peoples R China
机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Dessouky, M
Rahimi, M
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机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
Rahimi, M
Weidner, M
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机构:
Univ So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USAUniv So Calif, Daniel J Epstein Dept Ind & Syst Engn, Los Angeles, CA 90089 USA
机构:
Luxembourg Inst Socioecon Res LISER, 11 Porte Sci, L-4366 Esch Sur Alzette, LuxembourgLuxembourg Inst Socioecon Res LISER, 11 Porte Sci, L-4366 Esch Sur Alzette, Luxembourg
Ma, Tai-Yu
Fang, Yumeng
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机构:
Luxembourg Inst Socioecon Res LISER, 11 Porte Sci, L-4366 Esch Sur Alzette, LuxembourgLuxembourg Inst Socioecon Res LISER, 11 Porte Sci, L-4366 Esch Sur Alzette, Luxembourg