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A hybrid algorithm for Urban transit schedule optimization

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  • Tang, Jinjun
  • Yang, Yifan
  • Qi, Yong

Abstract

Designing reasonable departure schedule is the key step to realize the urban transit priority. It can not only reduce the operating cost of bus company, but also guarantee convenience for passengers. This paper estimates the travel time between bus stations based on the historical trajectory data of the bus, and then combines the number of passengers get on and off at each station to optimize the departure timetable. In addition, several constraints including actual travel time, limited capacity and arrival time distribution type are considered in the optimization models to effectively and comprehensively estimate the passenger waiting time. Finally, a hybrid algorithm combining Genetic Algorithm (GA) and Simulated Annealing Algorithm (SAA) is proposed to search optimal solution in scheduling model. A case study is applied to testify the effectiveness of proposed models. In the experiments, we compare optimization results of proposed method to traditional genetic algorithms, and the results show the superiority and feasibility of the hybrid optimization approach.

Suggested Citation

  • Tang, Jinjun & Yang, Yifan & Qi, Yong, 2018. "A hybrid algorithm for Urban transit schedule optimization," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 512(C), pages 745-755.
  • Handle: RePEc:eee:phsmap:v:512:y:2018:i:c:p:745-755
    DOI: 10.1016/j.physa.2018.08.017
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    as
    1. Sun, Xiuqiao & Wang, Jian, 2018. "Routing design and fleet allocation optimization of freeway service patrol: Improved results using genetic algorithm," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 501(C), pages 205-216.
    2. Nagatani, Takashi, 2012. "Delay effect on schedule in shuttle bus transportation controlled by capacity," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 391(11), pages 3266-3276.
    3. Tang, Jinjun & Zhang, Shen & Chen, Xinqiang & Liu, Fang & Zou, Yajie, 2018. "Taxi trips distribution modeling based on Entropy-Maximizing theory: A case study in Harbin city—China," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 493(C), pages 430-443.
    4. Herbon, Avi & Hadas, Yuval, 2015. "Determining optimal frequency and vehicle capacity for public transit routes: A generalized newsvendor model," Transportation Research Part B: Methodological, Elsevier, vol. 71(C), pages 85-99.
    5. Yan, Ying & Zhang, Shen & Tang, Jinjun & Wang, Xiaofei, 2017. "Understanding characteristics in multivariate traffic flow time series from complex network structure," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 477(C), pages 149-160.
    6. Laporte, Gilbert & Ortega, Francisco A. & Pozo, Miguel A. & Puerto, Justo, 2017. "Multi-objective integration of timetables, vehicle schedules and user routings in a transit network," Transportation Research Part B: Methodological, Elsevier, vol. 98(C), pages 94-112.
    7. Tang, Jinjun & Liang, Jian & Zhang, Shen & Huang, Helai & Liu, Fang, 2018. "Inferring driving trajectories based on probabilistic model from large scale taxi GPS data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 506(C), pages 566-577.
    8. Ibarra-Rojas, Omar J. & Rios-Solis, Yasmin A., 2012. "Synchronization of bus timetabling," Transportation Research Part B: Methodological, Elsevier, vol. 46(5), pages 599-614.
    9. Nagatani, Takashi, 2017. "Effect of periodic inflow on speed-controlled shuttle bus," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 469(C), pages 224-231.
    10. Fouilhoux, P. & Ibarra-Rojas, O.J. & Kedad-Sidhoum, S. & Rios-Solis, Y.A., 2016. "Valid inequalities for the synchronization bus timetabling problem," European Journal of Operational Research, Elsevier, vol. 251(2), pages 442-450.
    11. Nagatani, Takashi, 2016. "Effect of speedup delay on shuttle bus schedule," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 460(C), pages 121-130.
    12. Zhou, Xuemei & Huang, Huang & Jia, Xinchang & Jiang, Nan, 2014. "Integrated passenger terminal capacity analysis under the capacity constraints of surrounding road network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 414(C), pages 194-203.
    13. Feng, Jia & Li, Xiamiao & Mao, Baohua & Xu, Qi & Bai, Yun, 2017. "Weighted complex network analysis of the Beijing subway system: Train and passenger flows," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 474(C), pages 213-223.
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    5. Dalong Li & Benxing Liu & Fangtong Jiao & Ziwen Song & Pengsheng Zhao & Xiaoqing Wang & Feng Sun, 2022. "Optimization Method of Combined Multi-Mode Bus Scheduling under Unbalanced Conditions," Sustainability, MDPI, vol. 14(23), pages 1-17, November.
    6. Tang, Jinjun & Hu, Jin & Hao, Wei & Chen, Xinqiang & Qi, Yong, 2020. "Markov Chains based route travel time estimation considering link spatio-temporal correlation," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 545(C).
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