A unified framework for selecting a travel demand forecasting model for developing countries

被引:1
|
作者
Bwire, Hannibal [1 ]
机构
[1] Univ Dar Es Salaam, Coll Engn & Technol, Fac Civil Engn & Built Environm, Dept Transportat & Geotech Engn, Dar Es Salaam, Tanzania
关键词
travel demand forecasting model; model selection; developing country; transport planning; data quality;
D O I
10.1080/03081060802087809
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
The ability to judge and select a model that is appropriate for a particular application is considered to be one of the most important aspects in contemporary transport planning. However, there is no suitable procedure for the systematic selection of a model that is most appropriate for meeting the needs and requirements of a particular planning task. Although there is little literature on the criteria for model assessment and selection methodologies, none can support systematic evaluation of different models versus quality of obtainable data versus efforts for data provision. Such deficiencies support the need for further guidance on a model selection procedure for developing countries where efforts for data provision are highly susceptible to higher sampling and measurement errors. This study presents a unified framework for the systematic model selection process. Evaluation of the framework for a case study of Dar es Salaam city in Tanzania evidences its benefits and applicability.
引用
收藏
页码:347 / 368
页数:22
相关论文
共 50 条
  • [1] Methodological framework for air-travel demand forecasting
    Karlaftis, MG
    Zografos, KG
    Papastavrou, JD
    Charnes, JM
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING-ASCE, 1996, 122 (02): : 96 - 104
  • [2] Developing a geographic information system (GIS) travel demand forecasting model for Las Vegas
    Shinbein, PJ
    [J]. ITE JOURNAL-INSTITUTE OF TRANSPORTATION ENGINEERS, 1999, 69 (02): : 14 - 14
  • [3] Comparison analysis of travel demand forecasting model
    Liu Wen Zhi
    Lu Hua Pu
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL FORUM ON MANAGEMENT, EDUCATION AND INFORMATION TECHNOLOGY APPLICATION, 2016, 47 : 26 - 30
  • [4] Statewide Travel Demand Forecasting model development system
    Bromage, EJ
    Springer, JN
    [J]. TRANSPORTATION, LAND USE, AND AIR QUALITY, CONFERENCE PROCEEDINGS: MAKING THE CONNECTION, 1998, : 671 - 680
  • [5] A framework for selecting and introducing appropriate production technology in developing countries
    Bruun, P
    Mefford, RN
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 1996, 46 : 197 - 209
  • [6] Energy Demand Forecasting and Optimizing Electric Systems for Developing Countries
    Arnob, Saadman S.
    Arefin, Abu Isha Md. Sadot
    Saber, Ahmed Y.
    Mamun, Khondaker A.
    [J]. IEEE ACCESS, 2023, 11 : 39751 - 39775
  • [7] Estimating Household Travel Energy Consumption in Conjunction with a Travel Demand Forecasting Model
    Garikapati, Venu M.
    You, Daehyun
    Zhang, Wenwen
    Pendyala, Ram M.
    Guhathakurta, Subhrajit
    Brown, Marilyn A.
    Dilkina, Bistra
    [J]. TRANSPORTATION RESEARCH RECORD, 2017, (2668) : 1 - 10
  • [8] Travel demand analysis with the RP/SP combining technique for developing countries
    Dissanayake, D
    Morikawa, T
    [J]. URBAN TRANSPORTATION AND ENVIRONMENT, 2000, : 103 - 108
  • [9] Induced travel demand in developing countries:: Study on state highways in Turkey
    Oezuysal, Mustafa
    Tanyel, Serhan
    [J]. JOURNAL OF URBAN PLANNING AND DEVELOPMENT, 2008, 134 (02) : 78 - 87
  • [10] Travel Demand Forecasting Foreword
    不详
    [J]. TRANSPORTATION RESEARCH RECORD, 2016, (2564) : VII - VII