Prediction of Bus Bunching Using Smart Card Data

被引:0
|
作者
Jiang, Rui-Sen [1 ]
Hu, Da-Wei [1 ]
Wu, Xue [1 ]
机构
[1] Changan Univ, Sch Automobile, Xian, Peoples R China
关键词
Public transport; Bus bunching; Smart card data; Passenger waiting at bus stations;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
With the rapid development of economy and society, congestion in cities is increasing and headway for public transport is unstable. Therefore, bus bunching is occurring in the course of bus operation, which leads to unreliable service problems such as increased overall waiting time. Under the premise of the widely used smart card, the research takes a single bus line as the object and studies it with the historical data of the smart card. A real-time model of passengers waiting at bus stops is established based on the data of bus speed and historical data. Moreover, the prediction result is used to predict the bus bunching. This paper will verify the efficiency and feasibility of the model by numerical examples. The study's results show that the prediction model of bus bunching based on smart card data can predict the condition during bus operation accurately and discover potential problems in time.
引用
收藏
页码:1386 / 1397
页数:12
相关论文
共 50 条
  • [31] Identification and Classification of Bus and Subway Passenger Travel Patterns in Beijing Using Transit Smart Card Data
    Wang, Lewen
    Chen, Yuan
    Wang, Yu
    Sun, Xiaofei
    Wu, Yizheng
    Peng, Fei
    Song, Guohua
    [J]. JOURNAL OF ADVANCED TRANSPORTATION, 2023, 2023
  • [32] Spatio-temporal Variation of Urban Bus Ridership Using Smart Card Data in a Compact City
    Fang, Qiaoling
    Homma, Riken
    Inoue, Tomo
    Liu, Qiang
    Zheng, Qiyang
    [J]. INTERNATIONAL REVIEW FOR SPATIAL PLANNING AND SUSTAINABLE DEVELOPMENT, 2023, 11 (01): : 192 - 207
  • [33] Optimal Limited-stop Bus Routes Selection Using a Genetic Algorithm and Smart Card Data
    Yi, Yongju
    Choi, Keechoo
    Lee, Young-Jae
    [J]. JOURNAL OF PUBLIC TRANSPORTATION, 2016, 19 (04) : 178 - 198
  • [34] Crowding valuation in urban tram and bus transportation based on smart card data
    Yap, Menno
    Cats, Oded
    van Arem, Bart
    [J]. TRANSPORTMETRICA A-TRANSPORT SCIENCE, 2020, 16 (01) : 23 - 42
  • [35] On the tradeoff between sensitivity and specificity in bus bunching prediction
    Sun, Wenzhe
    Schmocker, Jan-Dirk
    Nakamura, Toshiyuki
    [J]. JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2021, 25 (04) : 384 - 400
  • [36] Modeling and Prediction of Bus Operation States for Bunching Analysis
    Deng, Yajuan
    Luo, Xin
    Hu, Xianbiao
    Ma, Yanfeng
    Ma, Rui
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING PART A-SYSTEMS, 2020, 146 (09)
  • [37] On the tradeoff between sensitivity and specificity in bus bunching prediction
    Sun, Wenzhe
    Schmöcker, Jan-Dirk
    Nakamura, Toshiyuki
    [J]. Schmöcker, Jan-Dirk, 1600, Bellwether Publishing, Ltd. (25): : 384 - 400
  • [38] Inferring alighting bus stops from smart card data combined with cellular signaling data
    Lan, Ziqin
    Zhang, Zixuan
    Chen, Jiatao
    Cai, Ming
    [J]. TRANSPORTATION, 2024, 51 (04) : 1433 - 1465
  • [39] Passenger Segmentation Using Smart Card Data
    Kieu, Le Minh
    Bhaskar, Ashish
    Chung, Edward
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2015, 16 (03) : 1537 - 1548
  • [40] Mapping multimodal random accessibility using smart card data: a case study of bus and subway stations in Beijing
    Yu, Wentao
    Sun, Huijun
    Wu, Jianjun
    Lv, Ying
    Shang, Xiaoting
    Wang, Xiang
    [J]. TRANSPORTATION PLANNING AND TECHNOLOGY, 2022, 45 (01) : 76 - 99