Application of Grey Prediction Model to Short-time Passenger Flow Forecast

被引:4
|
作者
Zhang, Zhen [1 ]
Xu, Xiao [1 ]
Wang, Zhan [1 ]
机构
[1] Zhengzhou Univ, Sch Elect Engn, Zhengzhou 450000, Henan, Peoples R China
关键词
Passenger flow; time-division; grey prediction;
D O I
10.1063/1.4982501
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
The forecast of passenger flow related to the economic and social benefits of transit enterprise is one of the vehicle dispatching problems which should be solved. This paper put forward a time-division forecasting method of passenger flow. Combining this method with grey system theory, we build a grey prediction model GM(1,1). Its correctness has been tested by some residual test and posterior-variance-test. The method is suitable to the passenger flow forecast of a trip, with high prediction accuracy.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Short-time Prediction of Urban Rail Transit Passenger Flow
    Xuan, Jing
    Song, Jiulin
    Liu, Jingya
    Zhang, Qiuyan
    Xue, Gang
    [J]. TEHNICKI VJESNIK-TECHNICAL GAZETTE, 2024, 31 (02): : 474 - 485
  • [2] Short-Time Bus Passenger Flow Prediction by Identifying Features of Incomplete Data
    Fang, Xiaoping
    Lin, Mei
    Chen, Weiya
    Pan, Xin
    [J]. Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2020, 48 (04): : 114 - 122
  • [3] Short-time Passenger Flow Prediction Model of Urban Rail Transit Considering Multi-timescale Features
    Zhang, Wen-Juan
    Yang, Hao-Zhe
    Zhang, Bin
    Li, Xiu-Jie
    [J]. Jiaotong Yunshu Xitong Gongcheng Yu Xinxi/Journal of Transportation Systems Engineering and Information Technology, 2022, 22 (06): : 212 - 223
  • [4] Air passenger flow forecasting using nonadditive forecast combination with grey prediction
    Hu, Yi-Chung
    [J]. JOURNAL OF AIR TRANSPORT MANAGEMENT, 2023, 112
  • [5] Metro passenger flow forecast with a novel Markov-grey model
    Wang, Yonggang
    Ma, Jingfeng
    Zhang, Jun
    [J]. Periodica Polytechnica Transportation Engineering, 2019, 48 (01): : 70 - 75
  • [6] A novel wavelet-SVM short-time passenger flow prediction in Beijing subway system
    Sun, Yuxing
    Leng, Biao
    Guan, Wei
    [J]. NEUROCOMPUTING, 2015, 166 : 109 - 121
  • [7] Short-Time Passenger Flow Prediction for Urban Rail Transit Considering Data Noise Reduction
    Zhu, Caihua
    Sun, Xiaoli
    Xin, Yilin
    [J]. CICTP 2023: INNOVATION-EMPOWERED TECHNOLOGY FOR SUSTAINABLE, INTELLIGENT, DECARBONIZED, AND CONNECTED TRANSPORTATION, 2023, : 933 - 940
  • [8] Short-Time Bus Route Passenger Flow Prediction Based on a Secondary Decomposition Integration Method
    Li, Yuanping
    Ma, Changxi
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING PART A-SYSTEMS, 2023, 149 (02)
  • [9] Short-time Traffic Flow Prediction with ARIMA-GARCH Model
    Chen, Chenyi
    Hu, Jianming
    Meng, Qiang
    Zhang, Yi
    [J]. 2011 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), 2011, : 607 - 612
  • [10] Prediction for Air Route Passenger Flow Based on a Grey Prediction Model
    Liu Xia
    Yang Jie
    Chen Lei
    Chen Ming-rui
    [J]. 2016 INTERNATIONAL CONFERENCE ON CYBER-ENABLED DISTRIBUTED COMPUTING AND KNOWLEDGE DISCOVERY PROCEEDINGS - CYBERC 2016, 2016, : 185 - 190