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Cross-improvement design among cognition, infrastructure, and system toward the realization of a resilient urban transport function

Research Project

Project/Area Number 16H02907
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Web informatics, Service informatics
Research InstitutionChiba University

Principal Investigator

Arai Sachiyo  千葉大学, 大学院工学研究院, 教授 (10372575)

Co-Investigator(Kenkyū-buntansha) 村木 美貴  千葉大学, 大学院工学研究院, 教授 (00291352)
藤井 秀樹  東京大学, 大学院工学系研究科(工学部), 講師 (00597809)
松香 敏彦  千葉大学, 大学院人文科学研究院, 教授 (30466693)
丸山 喜久  千葉大学, 大学院工学研究院, 准教授 (70397024)
Research Collaborator Nomura Saeko  
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥15,210,000 (Direct Cost: ¥11,700,000、Indirect Cost: ¥3,510,000)
Fiscal Year 2018: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2017: ¥5,200,000 (Direct Cost: ¥4,000,000、Indirect Cost: ¥1,200,000)
Fiscal Year 2016: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Keywords逆強化学習 / 強化学習 / 多目的最適化 / 社会シミュレーション / 行動規範 / マルチエージェントシミュレーション / 行動科学 / 最適化 / 敵対的生成ネットワーク / マルチエージェント / メカニズムデザイン / マルチエージェント強化学習 / 多目的強化学習 / 深層強化学習 / ソフトコンピューティング / 機械学習 / 都市計画 / 土木環境システム / 避難行動の規範抽出 / 鉄道運行整理 / 分散深層強化学習 / データ同化 / 対話 / 自然災害 / 認知科学 / エージェント / 人工知能
Outline of Final Research Achievements

In this challenge, we defined resilience as a situation in which urban traffic functions robustly and flexibly. To achieve this challenge, we have been researching from the standpoint that it is necessary to cooperate with three software infrastructures, such as information infrastructure, human situation judgment, and legal system.
In particular, we focused on the fact that human actions are the key to reducing secondary disasters. Thus, we proposed a design method for urban transportation system considering human behavior characteristics. Since the norms of human behavior in disasters are influenced by the memory of similar situations in the past, it was confirmed that it is more effective to encourage optimal behavior selection than to provide correct information directly. We also proposed two methods that were introduced a genetic algorithm and a new inverse reinforcement learning as estimation methods of behavior norms from trajectories of human flow.

Academic Significance and Societal Importance of the Research Achievements

災害時,都市交通機能の停止は,人々の移動手段を奪うが,その後の情報提供や運転再開についての意思決定が重要である.SNSなどによる不確かな情報の錯綜による混乱はもちろん,運営側の運転再開に関する誤った意思決定や避難誘導はさらなる二次災害を引き起こす.本研究の学術的貢献として,災害時の人の意思決定傾向や,情報の局所性,曖昧性を考慮した運営側,あるいは政府による最適な避難誘導案の生成支援が挙げられる.また,社会的意義として,人の意思決定傾向を踏まえた混乱や混雑が生じる状況や場所を予測可能にしたこと,および,本結果に基づいた法の見直しの根拠を与えることを可能にした点を挙げる.

Report

(4 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (57 results)

All 2019 2018 2017 2016 Other

All Int'l Joint Research (1 results) Journal Article (27 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 23 results,  Open Access: 17 results) Presentation (29 results) (of which Int'l Joint Research: 5 results,  Invited: 2 results)

  • [Int'l Joint Research] マサチューセッツ工科大学(米国)

    • Related Report
      2016 Annual Research Report
  • [Journal Article] Learning Cooperative Policy among Self-Driving Vehicles for Reducing Traffic Jams2019

    • Author(s)
      Ishikawa Shota、Arai Sachiyo
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 34 Issue: 1 Pages: D-I55_1-9

    • DOI

      10.1527/tjsai.D-I55

    • NAID

      130007543133

    • ISSN
      1346-0714, 1346-8030
    • Year and Date
      2019-01-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Exhaustive Detection of Pareto Optimal Policies Using Chebyshev Scalarization of Expected Reward Vector2018

    • Author(s)
      齋竹 良介、竹木 祥太、荒井 幸代
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J101-D Issue: 9 Pages: 1276-1285

    • DOI

      10.14923/transinfj.2017SAP0012

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2018-09-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reinforcement Learning Meets Challenge for Human Intelligent Mobility2018

    • Author(s)
      荒井 幸代、石川 翔太、野村 俊太
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 57 Issue: 7 Pages: 478-483

    • DOI

      10.11499/sicejl.57.478

    • NAID

      130007399751

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2018-07-10
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of reward function maximizing learning efficiency in inverse reinforcement learning2018

    • Author(s)
      Kitazato Yuki、Arai Sachiyo
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 138 Issue: 6 Pages: 720-727

    • DOI

      10.1541/ieejeiss.138.720

    • NAID

      130007382704

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2018-06-01
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ESTIMATION OF THE NUMBER OF FLOATING POPULATION BASED ON THE LOCATION DATA COLLECTED FROM SMARTPHONES2018

    • Author(s)
      ICHINOSE Rana、MARUYAMA Yoshihisa、NAGATA Shigeru
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))

      Volume: 74 Issue: 4 Pages: I_210-I_219

    • DOI

      10.2208/jscejseee.74.I_210

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] EXPERIMENT ON THE VEHICULAR EVACUATION FROM TSUNAMI CONSIDERING TRAFFIC SITUATION AND TRAFFIC JAM INFORMATION2018

    • Author(s)
      KOYAMA Amagi、MARUYAMA Yoshihisa
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))

      Volume: 74 Issue: 4 Pages: I_429-I_440

    • DOI

      10.2208/jscejseee.74.I_429

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 大規模マルチエージェント交通流シミュレーションのための階層的経路探索手法2018

    • Author(s)
      福田 隼馬、阿部 和規、藤井 秀樹、山田 知典、吉村 忍
    • Journal Title

      情報処理学会論文誌

      Volume: 59(7) Pages: 1435-1444

    • NAID

      170000149648

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 交通のシミュレーションとAI2018

    • Author(s)
      藤井 秀樹
    • Journal Title

      シミュレーション

      Volume: 37(3) Pages: 151-152

    • Related Report
      2018 Annual Research Report
  • [Journal Article] マルチエージェントシミュレータを用いた交通システムの包括的評価2018

    • Author(s)
      藤井 秀樹, 吉村 忍
    • Journal Title

      シミュレーション

      Volume: 37(3) Pages: 181-187

    • Related Report
      2018 Annual Research Report
  • [Journal Article] Estimation of the heterogeneous strategies from action log2018

    • Author(s)
      Namikoshi Keiichi、Arai Sachiyo
    • Journal Title

      The Genetic and Evolutionary Computation Conference

      Volume: 27/23 Pages: 1310-1317

    • DOI

      10.1145/3205455.3205639

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Inverse Reinforcement Learning Approach for Elicitation of Preferences in Multi-objective Sequential Optimization2018

    • Author(s)
      Ikenaga Akiko、Arai Sachiyo
    • Journal Title

      2018 IEEE International Conference on Agents (ICA 2018)

      Volume: 3 Pages: 117-118

    • DOI

      10.1109/agents.2018.8460075

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Do People Explicitly Make a Frame Choice Based on the Reference Point?2018

    • Author(s)
      Honda Hidehito、Shirasuna Masaru、Matsuka Toshihiko、Ueda Kazuhiro
    • Journal Title

      Frontiers in Psychology

      Volume: 9 Pages: 2552-2552

    • DOI

      10.3389/fpsyg.2018.02552

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Speakers’ choice of frame based on reference point: With explicit reason or affected by irrelevant prime?2018

    • Author(s)
      Honda, H., Shirasuna, M., Matsuka, T., and Ueda, K.
    • Journal Title

      Proceedings of the 40th Annual Conference of the Cognitive Science Society

      Volume: 40 Pages: 1806-1811

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] How do people construct mutual beliefs in task-oriented dialogues?2018

    • Author(s)
      Y. Kawabata, T. Matsuka
    • Journal Title

      Proceeding of the Asia-Pacific Signal and Information Processing Association Annual Summit and Conference

      Volume: 2018 Pages: 1299-1304

    • DOI

      10.23919/apsipa.2018.8659453

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 拡張1次元歩行者モデルの構築と交差点における歩車混合交通シミュレーション2018

    • Author(s)
      藤井 秀樹, 西岡 智彦, 城所 直樹, 内田 英明, 吉村 忍
    • Journal Title

      情報処理学会論文誌

      Volume: 59 Pages: 874-881

    • NAID

      170000149371

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Estimation of reward function maximizing learning efficiency in inverse reinforcement learning2018

    • Author(s)
      Yuki Kitazato, Sachiyo Arai
    • Journal Title

      Proceeding of 10th International Conference on Agents and Artificial Intelligence

      Volume: 10 Pages: 276-283

    • DOI

      10.5220/0006729502760283

    • NAID

      130007382704

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] 強化学習における脱創発志向の潮流2018

    • Author(s)
      荒井幸代,石川翔太,中田勇介,北里勇樹
    • Journal Title

      人工知能

      Volume: 33 Pages: 1-11

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Study on the District-wide Planning of Storage Batteries for the Urban Function Continuity2017

    • Author(s)
      渡部綾乃、村木美貴
    • Journal Title

      Journal of the City Planning Institute of Japan

      Volume: 52 Issue: 3 Pages: 487-493

    • DOI

      10.11361/journalcpij.52.487

    • NAID

      130006179748

    • ISSN
      0916-0647, 2185-0593
    • Year and Date
      2017-10-25
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Extracting the Heterogeneous Strategies from Crowd Data Using Evolutionary Computation2017

    • Author(s)
      浪越圭一,荒井幸代
    • Journal Title

      Transactions of the Japanese Society for Artificial Intelligence

      Volume: 32 Issue: 5 Pages: AG16-D_1-8

    • DOI

      10.1527/tjsai.AG16-D

    • NAID

      130006039508

    • ISSN
      1346-0714, 1346-8030
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] On the Usages of Conditional Clauses in Japanese Maptask Dialogue2017

    • Author(s)
      Yoshiko Kawabata, Matsuka Toshihiko and Yasuharu Den
    • Journal Title

      Proceedings of Conference of The Oriental Chapter of International Committee for Coordination and Standardization of Speech Databases and Assessment Technique(O-COCOSDA)

      Volume: 20 Pages: 92-97

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Decisions based on verbal probabilities: Decision bias or decision by belief sampling?2017

    • Author(s)
      Honda, H., Matsuka, T., Ueda, K
    • Journal Title

      Proceedings of the 39th Annual Conference of the Cognitive Science Society

      Volume: 39 Pages: 557-562

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Evaluation of Transportation Planning Using Mixed Traffic Simulation of Cars and Pedestrians2017

    • Author(s)
      城所 直樹、藤井 秀樹、吉村 忍
    • Journal Title

      The Proceedings of The Computational Mechanics Conference

      Volume: 2017.30 Issue: 0 Pages: 268

    • DOI

      10.1299/jsmecmd.2017.30.268

    • NAID

      130006551213

    • ISSN
      2424-2799
    • Related Report
      2017 Annual Research Report
  • [Journal Article] スマートフォンの位置情報を利用した流動人口の時空間分布の推定2017

    • Author(s)
      一ノ瀬良奈,丸山喜久,永田茂
    • Journal Title

      第37回地震工学研究発表会講演論文集

      Volume: No. 1064 Pages: 1-8

    • Related Report
      2017 Annual Research Report
  • [Journal Article] リアルタイム情報を利用した水道管被害箇所の逐次推定2016

    • Author(s)
      齋竹良介, 荒井幸代
    • Journal Title

      地域安全学会論文集

      Volume: 28

    • NAID

      130005893248

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] DAMAGE RATIO OF REGIONAL ROAD DUE TO THE 2011 OFF THE PACIFIC COAST OF TOHOKU EARTHQUAKE TSUNAMI2016

    • Author(s)
      板垣治,丸山喜久
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. A1 (Structural Engineering & Earthquake Engineering (SE/EE))

      Volume: 72 Issue: 4 Pages: I_82-I_89

    • DOI

      10.2208/jscejseee.72.I_82

    • NAID

      130005152754

    • ISSN
      2185-4653
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Faster Convergence to Cooperative Policy by Autonomous Detection of Interference States in Multiagent Reinforcement Learning2016

    • Author(s)
      Sachiyo Arai, Haichi Xu
    • Journal Title

      Lecture Notes in Computer Science book series

      Volume: 98 Pages: 16-29

    • DOI

      10.1007/978-3-319-42911-3_2

    • ISBN
      9783319429106, 9783319429113
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Cooperative Learning of a Driving Strategy to Suppress Phantom Traffic Jams2016

    • Author(s)
      Shota Ishikawa,Sachiyo Arai
    • Journal Title

      IEEE International Conference on Agent

      Volume: 00 Pages: 90-93

    • DOI

      10.1109/ica.2016.029

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Learning Cooperative Policy among Self-Driving Vehicles for Relieving Traffic Jams2018

    • Author(s)
      Shota Ishikawa, Sachiyo Arai
    • Organizer
      International workshop on Agents in Traffic and Transportation 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimation of reward function maximizing learning efficiency in inverse reinforcement learning2018

    • Author(s)
      Yuki Kitazato, Sachiyo Arai
    • Organizer
      10th International Conference on Agents and Artificial Intelligence
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] シグナリングゲームにおけるプレイヤーの強化学習モデル2018

    • Author(s)
      千邑 峻明,荒井 幸代
    • Organizer
      第32回人工知能学会 全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 市街地の自動運転における環境情報のフィルタリング2018

    • Author(s)
      北村清也,石川翔太,荒井幸代
    • Organizer
      第32回人工知能学会 全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Parallelization of Microscopic Traffic Simulator and Its Load Balancing2018

    • Author(s)
      H. Fujii, Y. Ushimaru, T. Yamada, S. Yoshimura
    • Organizer
      13th World Congress on Computational Mechanics and 2nd Pan American Congress on Computational Mechanics (WCCM/PANACM 2018)
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] How do people construct mutual beliefs in task-oriented dialogues?2018

    • Author(s)
      Y. Kawabata, T. Matsuka
    • Organizer
      Asia-Pacific Signal and Information Processing Association Annual Summit and Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Speakers’ choice of frame based on reference point: With explicit reason or affected by irrelevant prime?2018

    • Author(s)
      Honda, H., Shirasuna, M., Matsuka, T., & Ueda, K
    • Organizer
      The 40th Annual Conference of the Cognitive Science Society
    • Related Report
      2018 Annual Research Report
  • [Presentation] 自転車と自動車の相互作用を考慮した混合交通流シミュレーション2017

    • Author(s)
      池田 祐亮, 藤井 秀樹, 吉村 忍
    • Organizer
      2017年度人工知能学会全国大会
    • Place of Presentation
      愛知,日本
    • Year and Date
      2017-05-23
    • Related Report
      2016 Annual Research Report
  • [Presentation] 協調行動の獲得に向けた逆強化学習の導入2017

    • Author(s)
      本木 雄斗 荒井 幸代
    • Organizer
      第31回人工知能学会 全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] CACC車間の協調走行における通信障害の影響2017

    • Author(s)
      石川 翔太 荒井 幸代
    • Organizer
      第31回人工知能学会 全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 相互乗り入れ路線内の遅延損失最小化に向けた折り返し運転開始の決定法2017

    • Author(s)
      竹木 祥太 荒井 幸代
    • Organizer
      第31回人工知能学会 全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 進化計算を用いた人間の感性理解のための遺伝子解析法2017

    • Author(s)
      野村 俊太 荒井 幸代
    • Organizer
      第31回人工知能学会 全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 人流データに基づく避難者の適応戦略抽出2017

    • Author(s)
      浪越 圭一,荒井 幸代
    • Organizer
      第31回人工知能学会 全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 期待報酬ベクトルの非線形スカラー化による多目的強化学習アルゴリズム2017

    • Author(s)
      齋竹良介,竹木祥太,荒井幸代
    • Organizer
      電子情報通信学会,日本ソフトウェア学会,情報処理学会,人工知能学会共催
    • Related Report
      2017 Annual Research Report
  • [Presentation] 混合交通流シミュレーションのための歩行者モデルの評価2017

    • Author(s)
      城所 直樹, 藤井 秀樹, 吉村 忍
    • Organizer
      計算工学講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 東京圏郊外部における持続可能な市街地形成に関する研究;立地適正化計画の居住誘導区域と鉄道機能の関係に着目して2017

    • Author(s)
      大工原健太,村木美貴,須永大介
    • Organizer
      都市計画学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Rethinking decision processes from a communicative perspective2017

    • Author(s)
      Honda, H., Matsuka, T., Ueda, K.
    • Organizer
      38th Annual Meeting of the Society for Judgment and Decision Making
    • Related Report
      2017 Annual Research Report
  • [Presentation] "どのような"から"なぜ"の問いへ:言語確率が生み出す決定バイアスの再考2017

    • Author(s)
      本田秀仁・松香敏彦・植田一博
    • Organizer
      行動経済学会第11回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 異なる評価法によるリスク態度の変化:意思決定者の信念推定に基づく認知プロセスの分析2017

    • Author(s)
      大貫祐大郎・本田秀仁・松香敏彦・植田一博
    • Organizer
      日本認知科学第34回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] フレーム選択における意図と潜在的処理2017

    • Author(s)
      本田秀仁・白砂大・松香敏彦・植田一博
    • Organizer
      日本認知心理学会第15回大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] マルチエージェント深層強化学習による状態空間の爆発問題の回避2016

    • Author(s)
      久世 耕,荒井 幸代
    • Organizer
      計測自動制御学会システム・情報部門学術講演会論文集,GS02-3
    • Place of Presentation
      滋賀,日本
    • Year and Date
      2016-12-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Parameter Estimation of Multi-Objective Reinforcement Learning to Reach Arbitrary Pareto Solution2016

    • Author(s)
      Ryosuke Saitake, Sachiyo Arai
    • Organizer
      IEEE International Conference on Agents
    • Place of Presentation
      Matsue, Japan
    • Year and Date
      2016-09-28
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 地図課題対話において発話の理解はどのように示されるか?2016

    • Author(s)
      川端良子,松香敏彦,伝康晴
    • Organizer
      日本認知科学第33回大会
    • Place of Presentation
      北海道,日本
    • Year and Date
      2016-09-16
    • Related Report
      2016 Annual Research Report
  • [Presentation] 群衆における個の行動規範2016

    • Author(s)
      本木雄斗,荒井幸代
    • Organizer
      Joint Agent Workshop and Symposium 2016
    • Place of Presentation
      岐阜,日本
    • Year and Date
      2016-09-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 鉄道ネットワークの特徴を用いた遅延拡大メカニズム2016

    • Author(s)
      竹木祥太,荒井幸代
    • Organizer
      Joint Agent Workshop and Symposium 2016
    • Place of Presentation
      岐阜,日本
    • Year and Date
      2016-09-15
    • Related Report
      2016 Annual Research Report
  • [Presentation] 進化計算による災害時行動データからの避難規範抽出法2016

    • Author(s)
      浪越圭一,荒井幸代
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      福岡,日本
    • Year and Date
      2016-06-06
    • Related Report
      2016 Annual Research Report
  • [Presentation] Estimation of the Restoration Time of Expressways Following Recent Earthquakes in Japan2016

    • Author(s)
      Y. Maruyama, K. Uehara
    • Organizer
      7th China-Japan-US Trilateral Symposium on Lifeline Earthquake Engineering
    • Place of Presentation
      上海,中国
    • Year and Date
      2016-06-01
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 車載カメラ画像を用いた道路の地震被害抽出に向けた基礎検討2016

    • Author(s)
      瀬崎陸,丸山喜久
    • Organizer
      第7回インフラ・ライフライン減災対策シンポジウム,土木学会
    • Place of Presentation
      熊本,日本
    • Related Report
      2016 Annual Research Report
  • [Presentation] 岡山市における路面電車駅前乗り入れ効果の定量予測-交通流シ ミュレーションを用いたバーチャル社会実験2016

    • Author(s)
      藤井 秀樹, 内田 英明, 加納 達彬, 吉村 忍
    • Organizer
      第8回人と環境にやさしい交通をめざす全国大会
    • Place of Presentation
      福井,日本
    • Related Report
      2016 Annual Research Report

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Published: 2016-04-21   Modified: 2022-10-07  

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