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A bi-objective reliable path-finding algorithm for battery electric vehicle routing

Authors :
Wei Ma
William H.K. Lam
Mei Lam Tam
Bi Yu Chen
Xiao Wei Chen
Source :
Expert Systems with Applications. 182:115228
Publication Year :
2021
Publisher :
Elsevier BV, 2021.

Abstract

This paper proposes a bi-objective reliable path-finding algorithm for routing battery electric vehicles on a road network, with vehicles’ energy consumption uncertainty and travel time uncertainty. A bi-objective stochastic optimization problem is proposed and formulated to simultaneously maximize energy consumption reliability (ECR) and travel time reliability (TTR). ECR is defined as the probability of finishing a trip without exhausting a given battery energy budget, while TTR is the on-time arrival probability with the travel time budget. In this study, the proposed optimization problem is decomposed into two sub-problems: (1) finding K most reliable paths for maximizing the TTR objective and (2) finding the most reliable path for optimizing the ECR objective. Then, a novel ranking algorithm is proposed to exactly solve the formulated optimization problem. A case study is carried out on Hong Kong’s road network to demonstrate the efficacy and efficiency of the proposed algorithm for real-world applications.

Details

ISSN :
09574174
Volume :
182
Database :
OpenAIRE
Journal :
Expert Systems with Applications
Accession number :
edsair.doi...........122f76d1c2738aee362fbe233742c5b5