Journal of Jilin University(Engineering and Technology Edition) ›› 2026, Vol. 56 ›› Issue (10): 2587-2596.doi: 10.13229/j.cnki.jdxbgxb.20250456

Previous Articles    

Modular bus scheduling methods for urban rail transit connection

Yuan-wen LAI(),Pei-yuan CHEN,Xin-yun ZHU,Yan-sheng CHEN,Shu-yi WANG()   

  1. College of Civil Engineering,Fuzhou University,Fuzhou 350116
  • Received:2025-05-25 Online:2026-10-01 Published:2026-10-09
  • Contact: Shu-yi WANG E-mail:laiyuanwen@fzu.edu.cn;syw@fzu.edu.cn

Abstract:

To address the issues of resource waste and operational inefficiency faced by fixed-capacity buses serving as feeders for urban rail transit systems, a dynamic scheduling method for modular bus main routes was proposed. By designing a decoupling-coupling point determination mechanism and a dynamic dispatching mode, a scheduling optimization model was established with the objectives of minimizing vehicle procurement costs, operational costs, and passenger time costs. The model was solved using an Improved Sparrow Search Algorithm (ISSA). A case study was conducted in the service area of the Dongwu Boulevard Station on Wuhan Metro Line 1. The DBSCAN algorithm was applied to identify shared stops, and the A* algorithm was utilized to plan the main feeder route. Results demonstrate that compared to the fixed bus operation mode and the independent operation mode, the modular bus main route operation mode reduces the total system cost by 11.59% and 4.54% respectively, and increases the seat utilization rate by 23.45% and 11.50% respectively, which can improve the resource allocation of public transport to a certain extent.

Key words: urban traffic, modular buses, feeder scheduling, decoupling-coupling, improved sparrow search algorithm

CLC Number: 

  • U491

Fig.1

Flowchart of the ISSA"

Fig.2

Research area near Dongwu boulevard station"

Fig.3

Visualization diagram of passenger travel OD points"

Table 1

Data table excerpt after nearest neighbor matching"

乘客编号经度纬度与地铁站距/m到达时间上下车类型
1114.097 675 730.614 631 01 651.2808:01:24O
2114.097 738 730.620 264 91 189.5508:03:33O
3114.118 783 130.619 968 9935.9608:12:16O
4114.112 618 030.623 591 72 056.0208:14:40O
5114.113 063 330.621 224 92 540.8708:19:49O
6114.118 829 030.621 942 11 276.7508:22:55D
7114.101 718 930.627 618 11 517.7108:24:32O
8114.115 653 030.621 754 61 631.2508:25:03D
9114.097 708 030.620 271 02 570.1808:42:24O
10114.123 628 730.616 384 81 335.0608:59:03D

Fig.4

Diagram of Modular feeder bus main route"

Fig.5

Iteration results"

Fig.6

Diagram of Modular feeder bus route"

Table 2

Modular feeder bus dispatching scheme"

班次车辆编号运营时间行驶距离/km接送乘客数
1M108:13:04~08:27:458.8611
M28.587
2M108:23:45~08:40:347.9212
M28.598
M37.608
3M108:35:40~08:48:146.2312
M26.227
M36.659
4M108:47:50~09:03:117.4311
M27.0711
5M108:59:57~09:15:287.8912
M28.849

Table 3

Comparison of various indicators"

指标固定容量公交运行独立运行

主路线

运行

公交企业运营成本/元180.39223.68185.68
乘客出行时间成本/元899.23776.29768.86
座位利用率/%58.5073.5081.95
系统总成本/元1 079.62999.97954.54
[1] Jiao Q H, Yu Q, Chen X W, et al. Evaluating urban rail travel reservation strategy: a dynamic passenger flow simulation approach[J]. Transportation Research: Part B: Transport Dynamics, 2025, 13(1): 2459925.
[2] 潘述亮, 卢小林, 邹难. 灵活型接驳公交路径优化及协同调度模型[J]. 吉林大学学报: 工学版, 2016, 46(6): 1827-1835.
Pan Shu-liang, Lu Xiao-lin, Zou Nan. Route planning and coordinated scheduling model for flexible feeder transit service[J]. Journal of Jilin University (Engineering and Technology Edition), 2016, 46(6): 1827-1835.
[3] Nickkar A, Lee Y J. Dynamic demand-responsive feeder bus network design for a short headway trunk line[J]. Algorithms, 2023, 16(11): 506.
[4] 唐进君, 任茂昕, 李志涛, 等. 基于代理模型辅助NSGA-Ⅱ算法的地铁接驳公交优化[J]. 华南理工大学学报:自然科学版, 2024, 52(11): 95-105.
Tang Jin-jun, Ren Mao-xin, Li Zhi-tao, et al. Optimization of metro feeder bus routes based on surrogate-assisted NSGA-Ⅱ algorithm[J]. Journal of South China University of Technology(Natural Science Edition), 2024, 52(11): 95-105.
[5] 易洪波, 刘昱岗, 王童语. 考虑空间需求不均的模块化公交线路运行方案优化研究[J]. 交通运输系统工程与信息, 2024, 24(4): 166-175.
Yi Hong-Bo, Liu Yu-gang, Wang Tong-yu. Optimizing modular bus route operation considering spatially uneven demand[J]. Journal of Transportation Systems Engineering and Information Technology, 2024, 24(4): 166-175.
[6] Chen Z W, Li X P, Zhou X S. Operational design for shuttle systems with modular vehicles under oversaturated traffic: discrete modelling method[J]. Transportation Research Part B: Methodological, 2019, 122: 1-19.
[7] Pei M Y, Lin P Q, Du J, et al. Vehicle dispatching in modular transit networks: a mixed-integer linear programming model[J]. Transportation Research Part E: Logistics and Transportation Review, 2021, 147: 102240.
[8] 翁剑成, 李文杰, 林鹏飞, 等. 公交运行状态诊断与在途控制方法研究综述[J]. 中国公路学报, 2025, 38(2): 207-229.
Weng Jian-cheng, Li Wen-jie, Lin Peng-fei, et al. Review on bus operation state diagnosis and en-route control methods[J]. China Journal of Highway and Transport, 2025, 38(2): 207-229.
[9] Guo Q W, Chow J Y J, Schonfeld P. Stochastic dynamic switching in fixed and flexible transit services as market entry-exit real options[J]. Transportation Research: Part C: Emerging Technologies, 2018, 94: 288-306.
[10] Zhang Z H, Amirmahdi T, Neda M. Modular transit: using autonomy and modularity to improve performance in public transportation[J]. Transportation Research Part E: Logistics and Transportation Review, 2020, 141: 102033.
[11] 高天洋, 胡大伟, 姜瑞森, 等. 基于模块化车辆的区域灵活接驳公交线路优化[J]. 吉林大学学报: 工学版, 2025, 55(2): 537-545.
Gao Tian-yang, Hu Da-wei, Jiang Rui-sen, et al. Optimization study of zonal-based flexible feeder bus routes based on modular vehicle system[J]. Journal of Jilin University(Engineering and Technology Edition), 2025, 55(2): 537-545.
[12] Zermasli D, Iliopoulou C, Laskaris G. Feeder bus network design with modular transit vehicles[J]. Journal of Public Transportation, 2023, 25: 100078.
[13] 李雪莉. 基于模块化自动驾驶车辆的接驳公交线路设计问题研究[D]. 成都: 西南交通大学交通运输与物流学院, 2022.
Li Xue-li. The design of feeder bus lines based on modular autonomous vehicles[D]. Chengdu: School of Transportation and Logistics, Southwest Jiaotong University,2022.
[14] Tian Q, Lin Y, Wang D Z.Joint scheduling and formation design for modular-vehicle transit service with time-dependent demand[J]. Transportation Research Part C: Emerging Technologies, 2023, 147: 103986.
[15] Li T, Yorke J A. Period three implies chaos[J]. The American Mathematical Monthly, 1975, 82(10): 985-992.
[16] 马卫, 朱娴. 基于莱维飞行扰动策略的麻雀搜索算法[J]. 应用科学学报, 2022, 40(1): 116-130.
Ma Wei, Zhu Xian. Sparrow search algorithm based on levy flight disturbance strategy[J]. Journal of Applied Sciences, 2022, 40(1): 116-130.
[17] 李爱莲, 全凌翔, 崔桂梅, 等. 融合正余弦和柯西变异的麻雀搜索算法[J]. 计算机工程与应用, 2022, 58(3): 91-99.
Li Ai-lian, Quan Ling-xiang, Cui Gui-mei, et al. Sparrow search algorithm combining sine-cosine and cauchy mutation[J]. Computer Engineering and Applications, 2022, 58(3): 91-99.
[18] 巫威眺, 周霄, 朱彦辰, 等. 考虑乘客时空灵活性的需求响应客货联运动态调度[J]. 交通运输系统工程与信息, 2023, 23(4): 211-227.
Wu Wei-tiao, Zhou Xiao, Zhu Yan-chen, et al. Demand-responsive dynamic scheduling considering passengers' spatio temporal flexibility for passenger and freight transportation[J]. Journal of Transportation Systems Engineering and Information Technology, 2023, 23(4): 211-227.
[1] Yuan-wen LAI,Yang-fan WU,Jian-hong LIANG,Yuan-chen CAI,Shu-yi WANG. Multi⁃modal evacuation strategies for metro operational disruptions [J]. Journal of Jilin University(Engineering and Technology Edition), 2026, 56(9): 2340-2349.
[2] Jun-yue WANG,Chun-jiao DONG,Jing WANG,Ming-zhi WANG. Trajectory data⁃driven taxi travel characteristics analysis and spatial⁃temporal distribution modeling [J]. Journal of Jilin University(Engineering and Technology Edition), 2026, 56(8): 2106-2115.
[3] Guo-zhu CHENG,Yan-feng LYU,Tian-jun FENG. Multi⁃objective optimization model for bus transfer station layouts around metro stations [J]. Journal of Jilin University(Engineering and Technology Edition), 2026, 56(3): 711-724.
[4] Yuan-wen LAI,Yan-sheng CHEN,Shu-yi WANG,Yu-long ZHANG,Xin-yun ZHU. Bus schedule optimization considering bus and metro interchange needs [J]. Journal of Jilin University(Engineering and Technology Edition), 2025, 55(6): 2030-2037.
[5] Cheng-dong ZHOU,Fei SONG,Xiao-mei ZHAO,Jun-jie YAO. Congestion pricing model in multi-modal network based on doubly dynamical evolution [J]. Journal of Jilin University(Engineering and Technology Edition), 2025, 55(4): 1319-1327.
[6] Yao SUN,Bao-zhen YAO,Zi-jian BAI. Evaluate the validity of traffic congestion dispersion based on random forest method [J]. Journal of Jilin University(Engineering and Technology Edition), 2025, 55(2): 512-519.
[7] Guang-yue NIAN,Hai-xiao PAN,Jian SUN. Exploring relationship between urban built environment and road traffic performance [J]. Journal of Jilin University(Engineering and Technology Edition), 2025, 55(1): 141-149.
[8] Chun-jiao DONG,Yu-xiao LU,She-qiang MA,Peng-hui LI. Identification of E⁃bike violation behaviors by considering waiting tolerance time [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(9): 2540-2546.
[9] Xiao-yue WEN,Guo-min QIAN,Hua-hua KONG,Yue-jie MIU,Dian-hai WANG. TrafficPro: a framework to predict link speeds on signalized urban traffic network [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(8): 2214-2222.
[10] Shu-hong MA,Guo-mei LIAO,Yan HUANG,Jun-jie ZHANG. Heterogeneity of built environment on commuter passenger flow of subway in traffic analysis zones [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(7): 1913-1922.
[11] Zhi-hua XIONG,Dai-yue DONG,Chun-jiao DONG,Yan ZHENG,Chao XIE. Combined decision-choice behavior of spectators considering personal preferences [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(4): 979-986.
[12] Jiao-rong WU,Qing-kai LIN,Yong-qi DENG. Identification method of potential public transportation lane demand based on bus line operation stability [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(3): 692-699.
[13] Wen-hui ZHANG,Jing YI. Optimization of bus stop system considering capacity and queuing delays [J]. Journal of Jilin University(Engineering and Technology Edition), 2024, 54(1): 146-154.
[14] Xian-yan KUANG,Zi-ru CHEN. Dynamic game comity behavior at pedestrians′ crossing on unsignal-controlled roads based on cellular automata [J]. Journal of Jilin University(Engineering and Technology Edition), 2022, 52(4): 837-846.
[15] Hong-fei JIA,Zi-han SHAO,Li-li YANG. Ride⁃sharing matching model and algorithm of online car⁃hailing under condition of uncertain destination [J]. Journal of Jilin University(Engineering and Technology Edition), 2022, 52(3): 564-571.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!