Statistical estimation of freight activity analytics from Global Positioning System data of trucks

被引:28
|
作者
Siripirote, Treerapot [1 ]
Sumalee, Agachai [2 ]
Ho, H. W. [3 ]
机构
[1] Srinakharinwirot Univ, Dept Civil & Environm Engn, Nakhonnayok, Thailand
[2] Chulalongkorn Univ, Sch Integrated Innovat, Bangkok, Thailand
[3] Hong Kong Polytech Univ, Dept Civil & Environm Engn, Hong Kong, Peoples R China
关键词
Truck activity; Activity pattern; Commodity trip chain; Global Positioning System; Maximum likelihood estimation; GPS DATA; IDENTIFYING ACTIVITIES; CHOICE BEHAVIOR; LOCATION; MODEL; TIME; TRAJECTORIES; PURPOSE; TRACES; ISSUES;
D O I
10.1016/j.tre.2020.101986
中图分类号
F [经济];
学科分类号
02 ;
摘要
To optimally plan/design freight-related infrastructures, it is crucial to understand the activities of freight-related traffic. This paper proposes a statistical approach to estimate truck activities and freight analytics from Global Positioning System (GPS) data of trucks. Commodities carried are also determined by the locations and types of truck stops. With the estimated activities and commodities carried, the characteristics of trip chains for different commodities are then determined and analysed. An empirical example from Thailand is adopted to illustrate the proposed approaches in estimating activities, activity patterns, commodity trip chains and status of trips legs from the collected truck GPS data.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Identifying intercity freight trip ends of heavy trucks from GPS data
    Yang, Yitao
    Jia, Bin
    Yan, Xiao-Yong
    Li, Jiangtao
    Yang, Zhenzhen
    Gao, Ziyou
    TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2022, 157
  • [2] Identifying Truck Activity from Global Positioning System Data Based on Satellite Imagery
    Hu, Jian
    Yang, Shiyao
    Yang, Yun
    Xu, Xinhao
    Zhang, Xiaoqiang
    TRANSPORTATION RESEARCH RECORD, 2024,
  • [3] Analyzing the Freight Characteristics and Carbon Emission of Construction Waste Hauling Trucks: Big Data Analytics of Hong Kong
    Wei, Xiaoxuan
    Ye, Meng
    Yuan, Liang
    Bi, Wei
    Lu, Weisheng
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (04)
  • [4] Temporal autocorrelation functions for movement rates from global positioning system radiotelemetry data
    Boyce, Mark S.
    Pitt, Justin
    Northrup, Joseph M.
    Morehouse, Andrea T.
    Knopff, Kyle H.
    Cristescu, Bogdan
    Stenhouse, Gordon B.
    PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2010, 365 (1550) : 2213 - 2219
  • [5] Predicting physical activity levels in individuals with schizophrenia through integrated global positioning system and accelerometer data
    Amiri, Amir Mohammad
    Hiremath, Shivayogi V.
    Salzer, Mark S.
    Snethen, Gretchen
    SCHIZOPHRENIA RESEARCH, 2019, 212 : 246 - 248
  • [6] Multipath estimation in the global positioning system for multicorrelator receivers
    Spangenberg, M.
    Giremus, A.
    Poire, P.
    Tourneret, J. -Y.
    2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PTS 1-3, PROCEEDINGS, 2007, : 1277 - +
  • [7] Combining global positioning system and accelerometer data to determine the locations of physical activity in children
    Oreskovic, Nicolas M.
    Blossom, Jeff
    Field, Alison E.
    Chiang, Sylvia R.
    Winickoff, Jonathan P.
    Kleinman, Ronald E.
    GEOSPATIAL HEALTH, 2012, 6 (02) : 263 - 272
  • [8] Automated time activity classification based on global positioning system (GPS) tracking data
    Wu, Jun
    Jiang, Chengsheng
    Houston, Douglas
    Baker, Dean
    Delfino, Ralph
    ENVIRONMENTAL HEALTH, 2011, 10
  • [9] Comparing Location Data From Smartphone and Dedicated Global Positioning System Devices: Implications for Epidemiologic Research
    Thierry, Benoit
    Stanley, Kevin
    Kestens, Yan
    Winters, Meghan
    Fuller, Daniel
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2024, 193 (01) : 180 - 192
  • [10] Quantification of road grade to improve the estimation of fuel consumptions using the global positioning system
    Li, Ming
    Yu, Lei
    Song, Guohua
    IET INTELLIGENT TRANSPORT SYSTEMS, 2017, 11 (08) : 485 - 490