Multicriteria Stochastic Shortest Path Problem for Electric Vehicles

被引:19
|
作者
Jafari, Ehsan [1 ]
Boyles, Stephen D. [1 ]
机构
[1] Univ Texas Austin, Austin, TX 78712 USA
来源
NETWORKS & SPATIAL ECONOMICS | 2017年 / 17卷 / 03期
基金
美国国家科学基金会;
关键词
Electric vehicles; Stochastic networks; Range anxiety; Generalized dynamic programming; Reliability; TIME-VARYING TRANSPORTATION; NETWORKS; MODEL;
D O I
10.1007/s11067-017-9358-x
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper formulates the reliable routing of electric vehicles in stochastic networks as a multicriteria shortest path problem with travel time and charging cost components. The reliability term is defined as the probability of finishing the trip without running out of charge. The arc travel times are represented as stochastic variables, and arc energy consumption is modeled as a linear function of arc length and arc travel time. The traveler aims to minimize the generalized cost, formulated as a linear function of travel time and charging cost, subject to a minimum reliability threshold, representing the level of risk a traveler is willing to take in favor of routes with lower cost. We propose a solution algorithm based on generalized dynamic programming and show that the optimal solution may include cycles that visit at least one charging station. The properties of the proposed multicriteria shortest path problem are mathematically proved. The simulation results on randomly-generated networks show that cyclic paths are very rare, and that the generalized cost of travel is a monotone increasing function of minimum reliability threshold.
引用
收藏
页码:1043 / 1070
页数:28
相关论文
共 50 条
  • [1] Multicriteria Stochastic Shortest Path Problem for Electric Vehicles
    Ehsan Jafari
    Stephen D. Boyles
    [J]. Networks and Spatial Economics, 2017, 17 : 1043 - 1070
  • [2] Shortest path stochastic control for hybrid electric vehicles
    Tate, Edward Dean, Jr.
    Grizzle, Jessy W.
    Peng, Huei
    [J]. INTERNATIONAL JOURNAL OF ROBUST AND NONLINEAR CONTROL, 2008, 18 (14) : 1409 - 1429
  • [3] ON A MULTICRITERIA SHORTEST-PATH PROBLEM
    MARTINS, EQV
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1984, 16 (02) : 236 - 245
  • [4] The Shortest Path Problem Revisited: Optimal Routing for Electric Vehicles
    Artmeier, Andreas
    Haselmayr, Julian
    Leucker, Martin
    Sachenbacher, Martin
    [J]. KI 2010: ADVANCES IN ARTIFICIAL INTELLIGENCE, 2010, 6359 : 309 - 316
  • [5] A New Algorithm for Solving Multicriteria Shortest Path Problem
    MA Liang\ \ WANG Long\|de College of Systems Science and Systems Engineering
    [J]. Journal of Systems Science and Systems Engineering, 1999, (03) : 335 - 339
  • [6] Generalization of a multicriteria shortest path problem in an oriented graph
    Chernyshev S.V.
    [J]. Moscow University Mathematics Bulletin, 2007, 62 (6) : 213 - 218
  • [7] Variations on the Stochastic Shortest Path Problem
    Randour, Mickael
    Raskin, Jean-Francois
    Sankur, Ocan
    [J]. VERIFICATION, MODEL CHECKING, AND ABSTRACT INTERPRETATION (VMCAI 2015), 2015, 8931 : 1 - 18
  • [8] The constrained reliable shortest path problem for electric vehicles in the urban transportation network
    Tu, Qiang
    Cheng, Lin
    Yuan, Tengfei
    Cheng, Yang
    Li, Manman
    [J]. JOURNAL OF CLEANER PRODUCTION, 2020, 261
  • [9] Solving in real-time the dynamic and stochastic shortest path problem for electric vehicles by a prognostic decision making strategy
    Rozas, Heraldo
    Munoz-Carpintero, Diego
    Saez, Doris
    Orchard, Marcos E.
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 184
  • [10] A Personalized Urban Multicriteria Shortest Path Stochastic Optimization Algorithm
    Gong Bowen
    Lin Ciyun
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015