Analysis of Passenger Flow Prediction of Transit Buses Along a Route Based on Time Series

被引:7
作者
Gummadi, Reshma [1 ]
Edara, Sreenivasa Reddy [2 ]
机构
[1] Acharya Nagarjuna Univ, Guntur 522510, Andhra Prades, India
[2] Acharya Nagarjuna Univ, Dept Comp Sci & Engn, Guntur 522510, Andhra Prades, India
来源
INFORMATION AND DECISION SCIENCES | 2018年 / 701卷
关键词
Transit buses; Passenger flow; ARIMA;
D O I
10.1007/978-981-10-7563-6_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
India's transport sector has a prominent role in transportation of passengers. Andhra Pradesh State Road Transport Corporation (APSRTC) is a major transportation in the state. State has many routes, and there are so many towns on a particular route. Most of the population mainly depends on transportation system; hence, it is necessary to predict the occupancy percentage of the transit buses in a given particular period for the convenience of passengers. There is a need of advancement in transportation services for effective maintainability. Identifying passenger occupancies on a different number of buses is found to be a major problem. A promising approach is the technique of forecasting the data from previous history and the better predictive mining technology must be applied to analyze the passenger to predict the passenger flow. In this work, ARIMA-based method is analyzed for studying the APSRTC transit bus occupancy rate.
引用
收藏
页码:31 / 37
页数:7
相关论文
共 6 条
  • [1] Al-Deek HM, 1998, APPLICATIONS OF ADVANCED TECHNOLOGIES IN TRANSPORTATION, P317
  • [2] [Anonymous], 2014, ARXIV14031713
  • [3] [Anonymous], 2016, IEEE INT EN C
  • [4] Dynamic travel time prediction with real-time and historic data
    Chien, SIJ
    Kuchipudi, CM
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING, 2003, 129 (06) : 608 - 616
  • [5] Takaomi H., 2015, INT C COMP APPL TECH
  • [6] Bus arrival time prediction using support vector machines
    Yu Bin
    Yang Zhongzhen
    Yao Baozhen
    [J]. JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2006, 10 (04) : 151 - 158