• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Development of new inter-city travel demand forecasting model focus on the rich time-series information of big data

Research Project

Project/Area Number 17K14736
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Civil engineering project/Traffic engineering
Research InstitutionKanazawa University

Principal Investigator

YAMAGUCHI Hiromichi  金沢大学, 地球社会基盤学系, 助教 (10786031)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords都市間交通 / 新幹線 / 携帯電話位置情報データ / 需要予測モデル / 非負値行列因子分解 / ビックデータ / 長距離旅行行動 / 連休効果モデル / 新幹線整備の直接効果と間接効果 / 都市間需要の時系列変動 / 都市間旅行における災害の影響 / 都市間旅行 / 需要予測 / 時系列解析
Outline of Final Research Achievements

In this research, we developed a new travel demand forecasting model, focusing on the mobile phone location data which have rich time-series information. The main achievements of this three-year research projects are following two points:
First, we have developed several methods for analyzing mobile phone location data, which has a huge amount of time information but does not have the thinking information such as the purpose of travel. They are mainly following two approaches: decomposition of time-series travel patterns and data-fusion approach for estimating the travel purpose information.
The second is the effect of new High-Speed Rail service on travel behavior has been analyzed in more detail. In particular, we found that travel behavior changes in a pattern that is significantly different from the time-saving effect that has been considered mainly in the past.

Academic Significance and Societal Importance of the Research Achievements

本研究で得られた学術的意義として,以下の2点があげられる.
1点目は,新たに活用可能になった携帯電話位置情報データを前提とした,新たな考え方の需要予測モデルを提案した点である.このモデルによって,従来より時間的にはるかに詳細かつ精度の高い需要予測が可能となった.
2点目は,新幹線開業効果として,本研究で新たに発見した「旅行先価値向上効果」である.これは,従来は扱われなかったが,新幹線開業効果の多くを占めることが明らかになった.そのため,今後の都市間旅客交通ネットワーク設計にかかわる,社会的に非常に重要な発見であるとともに,今後この効果を詳細に解明していくことが求められる.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (20 results)

All 2019 2018 2017 Other

All Int'l Joint Research (2 results) Journal Article (1 results) (of which Peer Reviewed: 1 results) Presentation (15 results) (of which Int'l Joint Research: 7 results) Remarks (2 results)

  • [Int'l Joint Research] スイス連邦工科大学チューリッヒ校(スイス)

    • Related Report
      2018 Research-status Report
  • [Int'l Joint Research] スイス連邦工科大学チューリッヒ校(スイス)

    • Related Report
      2017 Research-status Report
  • [Journal Article] Data-Fusion Approach for Estimating Inter-Regional Passenger Flow for Multiple Days across Different Trip Purposes2019

    • Author(s)
      鈴木 新、山口 裕通、福田 大輔
    • Journal Title

      Transport Policy Studies' Review

      Volume: 21 Issue: 0 Pages: 048-059

    • DOI

      10.24639/tpsr.TPSR_21R_07

    • NAID

      130007635792

    • ISSN
      1344-3348, 2433-7366
    • Year and Date
      2019-02-28
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Presentation] Number of Base Travel Patterns for Understanding the Effect of New High-speed Rail Service2019

    • Author(s)
      Hiromichi Yamaguchi, Shoichiro Nakayama
    • Organizer
      The 7th International Conference on Transportation and Space-time Economics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Non-negative Matrix Factorization Approach for estimating Travel Purposes of Mobile Phone Location Data2019

    • Author(s)
      Qiao Fang, Hiromichi Yamaguchi, Shoichiro Nakayama
    • Organizer
      The 7th International Conference on Transportation and Space-time Economics
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Optimization of Intercity Transportation Network Considering Passengers' Tour Behaviour2019

    • Author(s)
      Arata Suzuki, Hiromichi Yamaguchi, Daisuke Fukuda
    • Organizer
      2019 INFORMS Annual meeting
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] OD 表分解による都市間旅行コストと到着地価値の推計2019

    • Author(s)
      山口裕通,柴田真嵩,中山晶一朗
    • Organizer
      第60回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 非負値テンソル因子分解を用いた旅行需要の北陸新幹線開業に対する感度の計測2019

    • Author(s)
      山口裕通,三宅寛之,中山晶一朗
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] LCCによる総旅行量への影響分析2019

    • Author(s)
      高本優生,山口裕通,中山晶一朗
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Impact of LCC on total travel volume: observation in Japanese domestic market2019

    • Author(s)
      Yuki Takamoto, Hiromichi Yamaguchi, Shoichiro Nakayama
    • Organizer
      2019 ATRS world conference
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 非負値テンソル因子分解を用いた 旅行需要の北陸新幹線開業に対する感度の計測2019

    • Author(s)
      山口裕通・三宅寛之・中山晶一朗
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] LCC参入による総旅行量への影響分析2019

    • Author(s)
      高本 優生・山口 裕通・中山 晶一朗
    • Organizer
      第59回 土木計画学研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] Induced demand effect of LCC in Japan2019

    • Author(s)
      Yuki Takamoto, Hiromichi Yamaguchi
    • Organizer
      Annual meeting of Air Transport Research Society
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 連休効果を考慮した都市間旅行需要の時系列モデル2018

    • Author(s)
      山口裕通,大村暁子,奥村誠,中山晶一朗
    • Organizer
      第57回 土木計画学研究発表会
    • Related Report
      2018 Research-status Report
  • [Presentation] Direct and In-direct Effects of New High Speed Rail Service: an Empirical Analysis Using Japanese Mobile Phone Location Data2018

    • Author(s)
      Hiromichi Yamaguchi, Wataru Nakanishi, Daisuke Fukuda and Kay W. Axhausen
    • Organizer
      Transportation Research Board 97th Annual Meeting
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 長距離旅行行動の時系列変動における,異常変動の抽出方法の提案2018

    • Author(s)
      大村暁子, 山口裕通, 中山晶一朗
    • Organizer
      平成29年度 土木学会中部支部 研究発表会
    • Related Report
      2017 Research-status Report
  • [Presentation] Data-Fusion Approach for Trip-Purpose Estimation of Inter-Regional Passengers2017

    • Author(s)
      Arata SUZUKI, Hiromichi YAMAGUCHI and Daisuke FUKUDA
    • Organizer
      the 22nd international conference of Hong Kong Society for Transportation Studies
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 負値行列因子分解による都道府県間滞在分布の年周期変動の分析2017

    • Author(s)
      山口裕通, 奥村 誠
    • Organizer
      第56回 土木計画学研究発表会
    • Related Report
      2017 Research-status Report
  • [Remarks] 山口裕通・ホームページ

    • URL

      http://webserv.ce.t.kanazawa-u.ac.jp/yamaguchi/yama/index.html

    • Related Report
      2019 Annual Research Report
  • [Remarks] Hiromichi Yamaguchi's Home page

    • URL

      http://webserv.ce.t.kanazawa-u.ac.jp/yamaguchi/yama/index.html

    • Related Report
      2018 Research-status Report

URL: 

Published: 2017-04-28   Modified: 2022-02-22  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi