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Evaluating Future Air Traffic Management Targeting Tokyo International Airport via Human-in-the-loop Simulation

Research Project

Project/Area Number 20H04237
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 61020:Human interface and interaction-related
Research InstitutionThe University of Tokyo

Principal Investigator

Itoh Eri  東京大学, 先端科学技術研究センター, 教授 (70462893)

Co-Investigator(Kenkyū-buntansha) 立川 智章  東京理科大学, 工学部情報工学科, 准教授 (90633959)
土屋 武司  東京大学, 大学院工学系研究科(工学部), 教授 (50358462)
Project Period (FY) 2020-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥17,810,000 (Direct Cost: ¥13,700,000、Indirect Cost: ¥4,110,000)
Fiscal Year 2023: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2022: ¥2,860,000 (Direct Cost: ¥2,200,000、Indirect Cost: ¥660,000)
Fiscal Year 2021: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2020: ¥7,930,000 (Direct Cost: ¥6,100,000、Indirect Cost: ¥1,830,000)
Keywords航空交通管理 / 航空管制 / 管制支援システム / ヒューマンインザループシミュレーション / 数理モデル / 機械学習 / 航空輸送 / 空港運用 / 到着管理システム / 出発管理システム / 滑走路 / 管制支援シ / 羽田空港 / ヒューマンインザシミュレーション / マンマシンインターフェイス / シミュレーション実験 / HMI / シミュレーション / ヒューマンマシンインタラクション / 複雑系
Outline of Research at the Start

本研究は、航空管制用ヒューマンインザループシミュレーション実験環境を利用して、羽田空港における航空交通管理を対象に、管制官とパイロットが参加するヒューマンインザループシミュレーション実験により次世代航空交通管理手法・システムの運用実現性を評価する。さらに、航空交通管理システムのみならず、ハードウェア、ソフトウェア、そして複数の利害関係者で構成される人間社会が協働する、巨大で複雑な社会技術システムの設計論確立に貢献を図る。

Outline of Final Research Achievements

This study developed machine learning-based fuel consumption and flight time prediction models, and a traffic congestion prediction models using queueing theory as element technologies of an air traffic control support system to avoid air traffic congestion around Haneda Airport. In collaboration with the Eurocontrol Innovation Hub, we developed a research simulator that simulates radar control. Furthermore, we simulated the implementation of the developed air traffic control support system and conducted a human-in-the-loop simulation evaluation experiment at the Tokyo Air Traffic Control Center in collaboration with ENRI. As a result of the experiments, it was confirmed that the number of radar guidance instructions by air traffic controllers was reduced by approximately 20%, reducing the workload of controllers and shortening arrival delays, thereby demonstrating the high operational feasibility of the air traffic control support system.

Academic Significance and Societal Importance of the Research Achievements

本研究では、近い将来に実装が見込まれる航空機の到着・出発(AMAN/DMAN: Arrival Manager/Departure Manager)統合運用システムを開発し、現役の管制官によるヒューマンインザループシミュレーション実験により、その高い運用実現性を明らかにした。導入効果が十分に見込まれることから、日本において2025年以降の社会実装が決定した。航空路管制と空港管制における混雑度の情報を共有する管制支援システムは日本初であり、アジア諸国を先導する新技術となる。ヒューマンエラー防止の観点からも、航空安全の確保・向上への貢献が期待できる。

Report

(5 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • 2020 Annual Research Report
  • Research Products

    (45 results)

All 2023 2022 2021 2020 Other

All Int'l Joint Research (4 results) Journal Article (14 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 11 results,  Open Access: 10 results) Presentation (24 results) (of which Int'l Joint Research: 13 results,  Invited: 1 results) Book (1 results) Remarks (2 results)

  • [Int'l Joint Research] Universitat der Bundeswehrnchen(ドイツ)

    • Related Report
      2022 Annual Research Report
  • [Int'l Joint Research] ドレスデン工科大学(ドイツ)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] デルフト工科大学(オランダ)

    • Related Report
      2021 Annual Research Report
  • [Int'l Joint Research] ユーロコントロール実験研究所(フランス)

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Rule Design for Interpretable En Route Arrival Management via Runway-Flow and Inter-Aircraft Control2023

    • Author(s)
      Sekine Katsuhiro、Kato Furuto、Tatsukawa Tomoaki、Fujii Kozo、Itoh Eri
    • Journal Title

      IEEE Access

      Volume: 11 Pages: 75093-75111

    • DOI

      10.1109/access.2023.3297136

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Effectiveness of Aircraft Inter-Arrival Control in Upstream Traffic Flow via a Combined Tandem Fluid Queue Model and Integer Programming Approach2023

    • Author(s)
      Higasa Koki、Sekine Katsuhiro、Itoh Eri
    • Journal Title

      IEEE Access

      Volume: 11 Pages: 15252-15270

    • DOI

      10.1109/access.2023.3241951

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Extraction of Speed-Control Strategy in En-Route Air Traffic using Multi- Objective Optimization and Decision Tree2022

    • Author(s)
      関根 將弘、立川 智章、藤井 孝藏、伊藤 恵理
    • Journal Title

      Transaction of the Japanese Society for Evolutionary Computation

      Volume: 13 Issue: 1 Pages: 10-22

    • DOI

      10.11394/tjpnsec.13.10

    • ISSN
      2185-7385
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Analyzing Stochastic Features in Airport Surface Traffic Flow Using Cellular Automaton: Tokyo International Airport2022

    • Author(s)
      Kawagoe Yoshiaki、Chino Ryohei、Tsuzuki Satori、Itoh Eri、Okabe Tomonaga
    • Journal Title

      IEEE Access

      Volume: 10 Pages: 95344-95355

    • DOI

      10.1109/access.2022.3204819

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Controlling Aircraft Inter-Arrival Time to Reduce Arrival Traffic Delay via a Queue-Based Integer Programming Approach2022

    • Author(s)
      Higasa Koki、Itoh Eri
    • Journal Title

      Aerospace

      Volume: 9 Issue: 11 Pages: 663-663

    • DOI

      10.3390/aerospace9110663

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Modeling Aircraft Departure at a Runway Using a Time-Varying Fluid Queue2022

    • Author(s)
      Itoh Eri、Mitici Mihaela、Schultz Michael
    • Journal Title

      Aerospace

      Volume: 9 Issue: 3 Pages: 119-119

    • DOI

      10.3390/aerospace9030119

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Multi-Objective Takeoff Time Optimization Using Cellular Automaton-Based Simulator2021

    • Author(s)
      Sekine Katsuhiro、Tatsukawa Tomoaki、Itoh Eri、Fujii Kozo
    • Journal Title

      IEEE Access

      Volume: 9 Pages: 79461-79476

    • DOI

      10.1109/access.2021.3084215

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Data-Driven Simulation for Evaluating the Impact of Lower Arrival Aircraft Separation on Available Airspace and Runway Capacity at Tokyo International Airport2021

    • Author(s)
      Sekine Katsuhiro、Kato Furuto、Kageyama Kota、Itoh Eri
    • Journal Title

      Aerospace

      Volume: 8 Issue: 6 Pages: 165-165

    • DOI

      10.3390/aerospace8060165

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 全体最適のための新たな航空交通モデルの開発2021

    • Author(s)
      立川 智章,関根 將弘,藤井 孝藏,伊藤 恵理,都築 怜理, 柳澤 大地, 西成 活裕, 安福 健
    • Journal Title

      計算工学

      Volume: 26 Pages: 19-22

    • Related Report
      2021 Annual Research Report
  • [Journal Article] 航空交通管理におけるデジタルツイン2021

    • Author(s)
      伊藤恵理
    • Journal Title

      日本シミュレーション学会誌

      Volume: 40 Pages: 81-85

    • Related Report
      2021 Annual Research Report
  • [Journal Article] Macroscopic Analysis to Identify Stage Boundaries in Multi-stage Arrival Management2021

    • Author(s)
      Itoh E.、Miyazawa Y.、Finke M.、Rataj J.
    • Journal Title

      In: Electronic Navigation Research Institute (eds) Air Traffic Management and Systems IV. EIWAC 2019. Lecture Notes in Electrical Engineering, vol 731. Springer, Singapore.

      Volume: 731 Pages: 59-76

    • DOI

      10.1007/978-981-33-4669-7_4

    • ISBN
      9789813346680, 9789813346697
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Digital Transformation Behind the Air Transport2020

    • Author(s)
      ITOH Eri
    • Journal Title

      TRENDS IN THE SCIENCES

      Volume: 25 Issue: 6 Pages: 6_90-6_95

    • DOI

      10.5363/tits.25.6_90

    • NAID

      130007928851

    • ISSN
      1342-3363, 1884-7080
    • Year and Date
      2020-06-01
    • Related Report
      2020 Annual Research Report
  • [Journal Article] Evaluating the impact of new aircraft separation minima on available airspace capacity and arrival time delay2020

    • Author(s)
      Itoh E.、Mitici M.
    • Journal Title

      The Aeronautical Journal

      Volume: 124 Issue: 1274 Pages: 447-471

    • DOI

      10.1017/aer.2019.160

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Analyzing tactical control strategies for aircraft arrivals at an airport using a queuing model2020

    • Author(s)
      Itoh Eri、Mitici Mihaela
    • Journal Title

      Journal of Air Transport Management

      Volume: 89 Pages: 101938-101938

    • DOI

      10.1016/j.jairtraman.2020.101938

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Simplified Model of an Airport with a Single Runway for Large-scale Air Traffic Simulation2023

    • Author(s)
      Katsuhiro Sekine, Hatsune Fulai, Tomoaki Tatsukawa, Kozo Fujii, Eri Itoh
    • Organizer
      26th Air Transport Research Society (ATRS) World Conference
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Flight Time Prediction of Arrival Air Traffic Flows Following Time-based Airspace Concept Applying Machine Learning Methods2023

    • Author(s)
      Takuya Nishida, Eri Itoh
    • Organizer
      Asia Pacific International Symposium on Aerospace Technology 2023 (APISAT 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] En Route AMAN Design Toward Sustainable Arrival Traffic Operation2023

    • Author(s)
      Katsuhiro Sekine, Tomoaki Tatsukawa, Kozo Fujii, Eri Itoh
    • Organizer
      Proc. Asia Pacific International Symposium on Aerospace Technology 2023 (APISAT 2023),
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Developing Aircraft Departure Queuing Models for a Mixed Takeoff/Landing Operational Runway2023

    • Author(s)
      Daiki Iwata, Eri Itoh
    • Organizer
      Asia Pacific International Symposium on Aerospace Technology 2023 (APISAT 2023),
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 新しい空域設計概念に基づく航空交通の到着時刻予測2023

    • Author(s)
      西田 拓矢, 伊藤恵理
    • Organizer
      第61回飛行機シンポジウム講演集
    • Related Report
      2023 Annual Research Report
  • [Presentation] 複雑ネットワークを活用したマルチスケール航空交通分析手法の提案2023

    • Author(s)
      羽場 大貴, 都築 怜理, 伊藤 恵理
    • Organizer
      第61回飛行機シンポジウム講演集
    • Related Report
      2023 Annual Research Report
  • [Presentation] Developing a Departure Queue Model Towards Integrated Arrival and Departure Runway Operation2022

    • Author(s)
      Eri Itoh, Daiki Iwata, Michael Schultz
    • Organizer
      ICAS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Applying Machine Learning For Taxi-time Prediction at Tokyo International Airport2022

    • Author(s)
      Furuto Kato, Eri Itoh
    • Organizer
      ICAS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Machine Learning Methods Ensuring Both Performance and Interpretability of Estimating Aircraft Arrival Times2022

    • Author(s)
      Nobuharu Morikawa, Eri Itoh
    • Organizer
      ICAS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Assessment and Control of Arrival Flow and Waiting Time Applying Gt/GI/St+GI Time-varying Queuing Model2022

    • Author(s)
      Koki Higasa, Eri Ito
    • Organizer
      ICAS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Air Traffic Simulation Across FIR in Japan Using Cellular Automaton2022

    • Author(s)
      Katsuhiro Sekine, Tomoaki Tatsukawa, Kozo Fujii, Eri Itoh
    • Organizer
      ICAS 2022
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Preliminary Study of Multi-objective Air Traffic Optimization for Devising Speed Control Strategy by Using Rule-based Simulator2022

    • Author(s)
      Katsuhiro Sekine, Tomoaki Tatsukawa, Kozo Fujii, Eri Itoh
    • Organizer
      AIAA Aviation Forum
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 機械学習による航空機の飛行時間予測2022

    • Author(s)
      西田拓矢,伊藤恵理
    • Organizer
      第60回飛行機シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 滑走路における出発・到着航空機の統合運用のための待ち行列モデルの開発2022

    • Author(s)
      岩田大輝, 伊藤恵理
    • Organizer
      第60回飛行機シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 成田国際空港の航空交通にかかる現状分析2022

    • Author(s)
      長谷川倫幹,関根將弘,伊藤恵理
    • Organizer
      第60回飛行機シンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] 航空交通管理にデジタル変革をもたらす研究開発2022

    • Author(s)
      伊藤恵理
    • Organizer
      ENRI国際ワークショップ
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Designing Aircraft Traffic Floes Using Data-Driven Queueing Models2021

    • Author(s)
      Eri Itoh, Furuto Kato, Koki Higasa, Michael Schultz
    • Organizer
      ICAS2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Gt/GI/st+GI 待ち行列モデルを用いた航空機の到着交通流の分析および制御2021

    • Author(s)
      日笠航希,伊藤恵理
    • Organizer
      第59回飛行機シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 航空機の到着時刻予測に適した機械学習手法の検討2021

    • Author(s)
      森川暢明,伊藤恵理,矢入健久
    • Organizer
      第59回飛行機シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 機械学習を用いた航空機の地上走行時間予測の検討2021

    • Author(s)
      加藤古都,蔭山康太,伊藤恵理
    • Organizer
      第59回飛行機シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 東京国際空港の到着機を対象とした滑走路割り振りのシミュレーション評価2021

    • Author(s)
      関根將弘,立川智章,蔭山康太,伊藤恵理
    • Organizer
      第59回飛行機シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 多目的最適化と決定木を用いたエン ルート交通流における速度制御戦略の抽出2021

    • Author(s)
      関根將弘,立川智章,藤井孝藏,伊藤恵理
    • Organizer
      進化計算シンポジウム
    • Related Report
      2021 Annual Research Report
  • [Presentation] 東京国際空港における多段階到着管理の戦略2020

    • Author(s)
      伊藤恵理,宮沢与和
    • Organizer
      第58回飛行機シンポジウム
    • Related Report
      2020 Annual Research Report
  • [Presentation] Designing Ground-based Interval Management (GIM) for aircraft arrival traffic at Tokyo International Airport2020

    • Author(s)
      Eri Itoh, Takuya Otsuyama
    • Organizer
      International Civil Aviation Organization (ICAO) Information Paper, SP-AIRB8-IP/05
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Book] 航空交通管理システム概論2023

    • Author(s)
      伊藤 恵理
    • Total Pages
      228
    • Publisher
      コロナ社
    • ISBN
      9784339029321
    • Related Report
      2022 Annual Research Report
  • [Remarks] 伊藤恵理 - 安全な空のために

    • URL

      https://www.youtube.com/watch?v=xcqXHfff1ZU&t=1s

    • Related Report
      2022 Annual Research Report
  • [Remarks] Meet Eri Itoh - Safer Skies Above

    • URL

      https://www.youtube.com/watch?v=xcqXHfff1ZU&t=1s

    • Related Report
      2022 Annual Research Report

URL: 

Published: 2020-04-28   Modified: 2025-01-30  

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