A Memetic Algorithm to Optimize Bus Timetable with Unequal Time Intervals

被引:5
|
作者
Gao, Pengfei [1 ]
Zuo, Xingquan [1 ]
Bian, Qiang [2 ]
Zhao, Xinchao [3 ]
机构
[1] Beijing Univ Posts & Telecommun, Sch Comp Sci, Beijing, Peoples R China
[2] Aerosp Sci & Ind Smart Ind Dev Co Ltd, Gen Dept, Beijing, Peoples R China
[3] Beijing Univ Posts & Telecommun, Sch Sci, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Bus timetable; Genetic algorithm; Local search; Memetic algorithm;
D O I
10.1145/3319619.3326844
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
An appropriate bus timetable is vital for bus enterprises to improve service quality and save operational cost. Most existing literature on bus timetable optimization divide a whole day into several periods and assume that departure time intervals are the same for each period. As passengers' flow varies over time in a period, giving the same time interval for each period cannot really meet the demand of passengers. In this paper, we study the optimization of bus timetable with unequal time intervals. Aiming at characteristics of this problem, a memetic algorithm is devised that combines a genetic algorithm with elite strategy and a local search. To handle infeasible solutions, a repair method is proposed to repair solutions that do not meet the constraint. A new metric reflecting the degree of bus carrying capability matching passengers' need is introduced. The metric together with passengers' waiting time is used to evaluate a bus timetable. Experiments show that compared to the actually used timetables, timetables optimized by the proposed approach are able to save about 4.54-12.84% cost and 11.87-37.76% passengers' waiting time.
引用
收藏
页码:1336 / 1344
页数:9
相关论文
共 50 条
  • [1] A memetic algorithm to optimize critical diameter
    Du, Haifeng
    Wang, Jingjing
    He, Xiaochen
    Du, Wei
    [J]. SWARM AND EVOLUTIONARY COMPUTATION, 2019, 47 : 56 - 65
  • [2] A memetic algorithm to pack unequal circles into a square
    Zeng, Zhi-Zhong
    Yu, Xin-Guo
    Chen, Mao
    Liu, Yuan-Yuan
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2018, 92 : 47 - 55
  • [3] REGIONAL BUS LINE OPTIMIZE MODEL INTERGRATING TIMETABLE AND VEHICLE SCHEDULING
    Wang, Minglei
    Dong, Decun
    [J]. LISS 2011: PROCEEDINGS OF THE 1ST INTERNATIONAL CONFERENCE ON LOGISTICS, INFORMATICS AND SERVICE SCIENCE, VOL 1, 2011, : 14 - 19
  • [4] A Memetic Algorithm for High-Speed Railway Train Timetable Rescheduling
    Ding, Shuxin
    Zhang, Tao
    Liu, Ziyuan
    Wang, Rongsheng
    Lu, Sai
    Xin, Bin
    Yuan, Zhiming
    [J]. JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2022, 26 (03) : 407 - 417
  • [5] Memetic algorithm based electric bus scheduling approach
    Wang, Chunlu
    Nie, Shaokang
    Zuo, Xingquan
    Yu, Zhiqi
    [J]. Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2022, 50 (01): : 7 - 12
  • [6] Memetic Algorithm for the Heterogeneous Fleet School Bus Routing Problem
    Agripa Sales, Leonardo de Padua
    Melo, Cristiano Sousa
    de Oliveira e Bonates, Tiberius
    Prata, Bruno de Athayde
    [J]. JOURNAL OF URBAN PLANNING AND DEVELOPMENT, 2018, 144 (02)
  • [7] Passenger Waiting Time and Behavioral Adaption to Suburban Bus Timetable
    Zhang, Minjie
    Chen, Chuan
    Han, Mengxun
    [J]. ADVANCES IN TRANSPORTATION, PTS 1 AND 2, 2014, 505-506 : 1199 - 1203
  • [8] Integer programming model for optimizing bus timetable using genetic algorithm
    Wihartiko, F. D.
    Buono, A.
    Silalahi, B. P.
    [J]. INDONESIAN OPERATIONS RESEARCH ASSOCIATION (IORA) - INTERNATIONAL CONFERENCE ON OPERATIONS RESEARCH 2016, 2017, 166
  • [9] Implementation of a Memetic Algorithm to Optimize the Loading of Kilns for the Sanitary Ware Production
    Palomares, Natalia
    Cueva, Rony
    Tupia, Manuel
    Bruzza, Mariuxi
    [J]. ICAART: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 2, 2020, : 305 - 312
  • [10] TIME INTERVALS BETWEEN BUS DRIVERS ACCIDENTS
    VANNOOTEN, WN
    BLOM, DHJ
    POKORNY, MLI
    VANLEEUWEN, P
    [J]. JOURNAL OF SAFETY RESEARCH, 1991, 22 (01) : 41 - 47