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Development of assessment model for functional damage and restoration of utility lifelines aiming at support of users' action and response

Research Project

Project/Area Number 17H02068
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Natural disaster / Disaster prevention science
Research InstitutionGifu University

Principal Investigator

Nojima Nobuoto  岐阜大学, 工学部, 教授 (20222200)

Co-Investigator(Kenkyū-buntansha) 久世 益充  岐阜大学, 流域圏科学研究センター, 准教授 (30397319)
杉戸 真太  岐阜大学, 流域圏科学研究センター, 特任教授 (60115863)
小山 真紀 (田原真紀)  岐阜大学, 流域圏科学研究センター, 准教授 (70462942)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥15,730,000 (Direct Cost: ¥12,100,000、Indirect Cost: ¥3,630,000)
Fiscal Year 2019: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2017: ¥6,240,000 (Direct Cost: ¥4,800,000、Indirect Cost: ¥1,440,000)
Keywords地震防災 / ライフライン / 被害予測 / 復旧予測 / 自助・共助 / 地震工学 / 地震 / 防災
Outline of Final Research Achievements

Adequate information on lifeline outage and its duration is beneficial to lifeline users for their action and response to disaster, leading to enhancing preparedness and minimizing societal impact of lifeline disruption. In this study, we have identified information needs regarding lifelines and developed assessment model for of functional damage and restoration of utility lifelines. By using proposed model, pre-event prediction information can be provided with high precision. Moreover, post-event information on prospect of restoration can be provided by incorporating actual information on damage and restoration in a sequential manner. A comprehensive prediction system has been achieved by integrating pre- and post-event prediction schemes.

Academic Significance and Societal Importance of the Research Achievements

テキストマイニング手法によってライフライン機能被害・復旧過程に関する情報ニーズが明らかにされ,予測モデルが構築・改良された.また,実情報に基づく逐次更新機能もあわせて高度な情報提供が可能になった.こうした総合的な予測体系は他に見られず,本研究の学術的意義は大きい.2019年台風15号による長期停電の教訓として,不正確な復旧見込みは大きな社会的混乱をもたらすという点が挙げられる.本研究の活用により適切なライフライン情報が提供されると,幅広いユーザーの事前・事後の対応行動が支援され,ライフライン途絶の社会的影響が軽減されることが期待される.

Report

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

    (63 results)

All 2019 2018 2017 Other

All Journal Article (26 results) (of which Peer Reviewed: 23 results,  Open Access: 16 results) Presentation (36 results) (of which Int'l Joint Research: 6 results,  Invited: 1 results) Remarks (1 results)

  • [Journal Article] TEXT MINING OF NEWSPAPER ARTICLES RELATED TO LIFELINE DAMAGE IN THE 2016 KUMAMOTO EARTHQUAKE: COMPARISON OF REGIONAL AND NATIONAL DAILY NEWSPAPERS2019

    • Author(s)
      加藤宏紀・能島暢呂・小山真紀・田中孝樹
    • Journal Title

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

      Volume: 75 Issue: 4 Pages: I_443-I_453

    • DOI

      10.2208/jscejseee.75.I_443

    • NAID

      130007710869

    • ISSN
      2185-4653
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Modification of an Assessment Model for Post-Earthquake Lifeline Serviceability2019

    • Author(s)
      加藤宏紀・能島暢呂
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 19 Issue: 5 Pages: 5_409-5_422

    • DOI

      10.5610/jaee.19.5_409

    • NAID

      130007719047

    • ISSN
      1884-6246
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 高速道路を対象とした地震時の機能的フラジリティ関数の構築と震災間比較2019

    • Author(s)
      加藤宏紀・能島暢呂
    • Journal Title

      JCOSSAR2019論文集(第9回構造物の安全性・信頼性に関する国内シンポジウム)

      Volume: 1 Pages: 125-132

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 地中埋設管の地震被害予測への機械学習の適用に関する基礎的検討2019

    • Author(s)
      能島暢呂・大西克茂
    • Journal Title

      東濃地震科学研究所 防災研究委員会2018年度報告

      Volume: 43 Pages: 23-31

    • Related Report
      2019 Annual Research Report
    • Open Access
  • [Journal Article] 2018年北海道胆振東部地震被害調査報告書,第10章 電力の被害と停電の影響2019

    • Author(s)
      能島暢呂・湯山安由美・朱牟田善治・梶谷義雄
    • Journal Title

      地震被害調査シリーズ,土木学会

      Volume: 2 Pages: 298-327

    • Related Report
      2019 Annual Research Report
  • [Journal Article] 大規模停電のインフラへの影響 ~2018年北海道胆振東部地震の教訓と課題~2019

    • Author(s)
      能島暢呂
    • Journal Title

      消防防災の科学,特集 北海道胆振東部地震(平成30年)

      Volume: 138 Pages: 35-40

    • Related Report
      2019 Annual Research Report
  • [Journal Article] EXTRACTION OF SIMILAR WAVEFORM BASED ON FEATURE VECTOR OF EARTHQUAKE GROUND MOTION CHARACTERISTICS2019

    • Author(s)
      久世益充・能島暢呂
    • Journal Title

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

      Volume: 75 Issue: 4 Pages: I_529-I_540

    • DOI

      10.2208/jscejseee.75.I_529

    • NAID

      130007710900

    • ISSN
      2185-4653
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Effects of Rotation of Orientation on Amplitude and Duration Measures of Two Horizontal Components of Ground Motions2019

    • Author(s)
      能島暢呂・久世益充
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 19 Issue: 5 Pages: 5_46-5_58

    • DOI

      10.5610/jaee.19.5_46

    • NAID

      130007719042

    • ISSN
      1884-6246
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of Spatial Variation and Correlation of Predicted Seismic Intensity Maps for Scenario Earthquake by Use of Mode Decomposition2019

    • Author(s)
      能島暢呂・久世益充・高橋幸宏
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 19 Issue: 1 Pages: 1_121-1_135

    • DOI

      10.5610/jaee.19.1_121

    • NAID

      130007605235

    • ISSN
      1884-6246
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 震源断層を特定した予測地震動分布における空間相関の分析2019

    • Author(s)
      高橋幸宏・能島暢呂・久世益充
    • Journal Title

      JCOSSAR2019論文集(第9回構造物の安全性・信頼性に関する国内シンポジウム)

      Volume: 1 Pages: 117-124

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] RISK ASSESSMENT USING THE COMPREHENSIVE DATABASE OF EARTHQUAKE OCCURRENCE MODELS IN AND AROUND JAPAN IN TERMS OF POPULATION EXPOSURE TO SEISMIC INTENSITY2018

    • Author(s)
      能島暢呂・加古涼介・加藤宏紀
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_109-I_119

    • DOI

      10.2208/jscejseee.74.I_109

    • NAID

      130007489993

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] SPATIO-TEMPORAL ANALYSIS OF FUNCTIONAL DAMAGE AND RESTORATION PROCESS ON HIGHWAY NETWORKS IN THE 2016 KUMAMOTO EARTHQUAKE2018

    • Author(s)
      加藤宏紀・能島暢呂・佐藤多恵
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_168-I_178

    • DOI

      10.2208/jscejseee.74.I_168

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A FUNDAMENTAL STUDY ON OCCURRENCE AND DISSIPATION OF EVACUEES IN THE 2016 KUMAMOTO EARTHQUAKE2018

    • Author(s)
      繁田健嗣・能島暢呂・永井小雪里・加藤宏紀
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_508-I_521

    • DOI

      10.2208/jscejseee.74.I_508

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] MODAL DECOMPOSITION AND SYNTHESIS OF RESPONSE SPECTRA USING KARHUNEN-LOÉVE TRANSFORM AND DISCRETE COSINE TRANSFORM2018

    • Author(s)
      能島暢呂・久世益充
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_237-I_248

    • DOI

      10.2208/jscejseee.74.I_237

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ANALYSIS OF EARTHQUAKE MOTION USING THE KERNEL DENSITY ESTIMATION AND GAUSSIAN MIXTURE MODEL2018

    • Author(s)
      久世益充・能島暢呂
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_755-I_764

    • DOI

      10.2208/jscejseee.74.I_755

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] AN EVALUATION METHOD FOR GROUND MOTION CHARACTERISTICS CONSIDERING THE EFFECTS OF CONSTITUENT PULSE WAVES2018

    • Author(s)
      山本大喜・能島暢呂
    • Journal Title

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

      Volume: 74 Issue: 4 Pages: I_1023-I_1034

    • DOI

      10.2208/jscejseee.74.I_1023

    • ISSN
      2185-4653
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Mode Decomposition and Simulation of Strong Ground Motion Distribution using Singular Value Decomposition2018

    • Author(s)
      能島暢呂・久世益充・LE QUANG DUC
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 18 Issue: 2 Pages: 2_95-2_114

    • DOI

      10.5610/jaee.18.2_95

    • NAID

      130007381749

    • ISSN
      1884-6246
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Duration of Strong Motion Exceeding Bridge Design Spectra in the 2016 Kumamoto Earthquake2017

    • Author(s)
      Nojima Nobuoto, Yamamoto Taiki
    • Journal Title

      Journal of Disaster Research

      Volume: 12 Issue: 6 Pages: 1215-1225

    • DOI

      10.20965/jdr.2017.p1215

    • NAID

      130008128104

    • ISSN
      1881-2473, 1883-8030
    • Year and Date
      2017-12-01
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Exposure of Population and Energy-Related Base Facilities to Shaking Intensity Predicted for Nankai Megathrust Earthquakes2017

    • Author(s)
      Nojima Nobuoto, Kato Hiroki
    • Journal Title

      Journal of Disaster Research

      Volume: 12 Issue: 1 Pages: 106-117

    • DOI

      10.20965/jdr.2017.p0106

    • NAID

      130008128076

    • ISSN
      1881-2473, 1883-8030
    • Year and Date
      2017-02-01
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] APPLICATION OF MACHINE LEARNING TECHNIQUES TO DAMAGE ESTIMATION AND EMERGENCY SHUTOFF IN CITY GAS SUPPLY SYSTEM2017

    • Author(s)
      能島暢呂・森山達哉
    • Journal Title

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

      Volume: 73 Issue: 4 Pages: I_197-I_207

    • DOI

      10.2208/jscejseee.73.I_197

    • NAID

      130006088711

    • ISSN
      2185-4653
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] PERFORMANCE EVALUATION OF EMERGENCY SHUTOFF SYSTEM OF CITY GAS SUPPLY SYSTEM IN EARTHQUAKE DISASTER2017

    • Author(s)
      森山達哉・能島暢呂
    • Journal Title

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

      Volume: 73 Issue: 4 Pages: I_187-I_196

    • DOI

      10.2208/jscejseee.73.I_187

    • NAID

      130006088707

    • ISSN
      2185-4653
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] SIMULATION METHOD FOR SEISMIC DAMAGE AND RESTORATION OF LARGE-SCALE LIFELINE NETWORK2017

    • Author(s)
      LE QUANG DUC・能島暢呂・加藤宏紀
    • Journal Title

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

      Volume: 73 Issue: 4 Pages: I_97-I_106

    • DOI

      10.2208/jscejseee.73.I_97

    • NAID

      130006088760

    • ISSN
      2185-4653
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Mode Decomposition and Synthesis of Temporal Characteristics of Earthquake Motions using Karhunen-Loéve Expansion2017

    • Author(s)
      能島暢呂・久世益充
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 17 Issue: 5 Pages: 5_21-5_37

    • DOI

      10.5610/jaee.17.5_21

    • NAID

      130006233734

    • ISSN
      1884-6246
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Feature Extraction and Classification of Temporal Characteristics of Earthquake Motions2017

    • Author(s)
      能島暢呂・久世益充・高島拓也
    • Journal Title

      Journal of Japan Association for Earthquake Engineering

      Volume: 17 Issue: 2 Pages: 2_128-2_141

    • DOI

      10.5610/jaee.17.2_128

    • NAID

      130005683536

    • ISSN
      1884-6246
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] APPLICATION OF THE SELF-ORGANIZING MAPS FOR DURATION CHARACTERISTICS OF EARTHQUAKE MOTION2017

    • Author(s)
      久世益充・能島暢呂・髙島拓也
    • Journal Title

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

      Volume: 73 Issue: 4 Pages: I_558-I_567

    • DOI

      10.2208/jscejseee.73.I_558

    • NAID

      130006088645

    • ISSN
      2185-4653
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Assessment of Tsunami Inundation Exposure of Energyrelated Base Facilities Caused by Anticipated Nankai Megathrust Earthquakes2017

    • Author(s)
      Nojima, N. and Kato, H.
    • Journal Title

      International Collaboration in Lifeline Earthquake Engineering 2016, Infrastructure Resilience Publication No.1

      Volume: 1 Pages: 226-233

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] Seismic Risk Assessment by use of the Comprehensive Database of Earthquake Occurrence Model in and around Japan2019

    • Author(s)
      Nojima, N. and Kato, H.
    • Organizer
      International Conference in Commemoration of 20th Anniversary of the 1999 Chi-Chi Earthquake
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 高速道路を対象とした地震時機能的フラジリティ関数の構築と震災間比較2019

    • Author(s)
      加藤宏紀・能島暢呂・佐藤多恵
    • Organizer
      第74回土木学会年次学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 複数ケースのシナリオ地震動予測地図を用いた実地震の観測震度分布の近似表現 ~2018 年北海道胆振東部地震を対象として~2019

    • Author(s)
      高橋幸宏・能島暢呂・久世益充
    • Organizer
      第39回地震工学研究発表会講演論文集
    • Related Report
      2019 Annual Research Report
  • [Presentation] シナリオ地震動予測地図のモード分解・合成による 地震動分布シミュレーションとその利用 ~深谷断層帯を対象としたケーススタディ~2019

    • Author(s)
      高橋幸宏・能島暢呂・久世益充
    • Organizer
      地域安全学会梗概集
    • Related Report
      2019 Annual Research Report
  • [Presentation] 震源断層を特定した地震動予測地図による予測震度分布を用いた観測震度分布の近似表現2019

    • Author(s)
      高橋幸宏・能島暢呂・久世益充・吉田光太朗
    • Organizer
      第74回土木学会年次学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 震源不特定地震による予測震度分布を用いた観測震度分布の近似表現2019

    • Author(s)
      吉田光太朗・能島暢呂・久世益充・高橋幸宏
    • Organizer
      第74回土木学会年次学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Applicability of Machine Learning technique to Damage Estimation and Emergency Shutoff in Lifeline Systems2018

    • Author(s)
      Nojima, N., Moriyama, T. and Ohnishi, K.
    • Organizer
      The 6th International Symposium on Reliability Engineering and Risk Management
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Prediction of Significant Duration of Strong Ground Motions and its Equivalent Amplitude Level2018

    • Author(s)
      Nojima, N.
    • Organizer
      The 7th Asia Conference on Earthquake Engineering
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Probabilistic Analysis of Emergency Control Criteria Modeled as a k-out-of-n Shutoff System2018

    • Author(s)
      Nojima, N. and Kato, H.
    • Organizer
      The 11th US National Conference on Earthquake Engineering
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling Occurrence and Dissipation of Evacuees in Earthquake Disaster -A Case Study of the 2016 Kumamoto Earthquake-2018

    • Author(s)
      Nojima, N., Shigeta, K. and Kato, H.
    • Organizer
      The 8th International Symposium on Earthquake Engineering for Lifeline and Critical Infrastructure Systems
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 地震動の水平成分の軸回転が振幅・継続時間特性に及ぼす影響2018

    • Author(s)
      能島暢呂・久世益充
    • Organizer
      第15回日本地震工学シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 供給系ライフラインの地震時機能的被害・復旧評価システムの構築とその改良2018

    • Author(s)
      加藤宏紀・能島暢呂
    • Organizer
      第15回日本地震工学シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 混合正規分布による地震動の特徴抽出とその応用2018

    • Author(s)
      久世益充・能島暢呂
    • Organizer
      第15回日本地震工学シンポジウム
    • Related Report
      2018 Annual Research Report
  • [Presentation] 構造物へのエネルギー入力に着目したパルス波の衝撃的効果の評価2018

    • Author(s)
      山本大喜・能島暢呂
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] 2016年熊本地震におけるライフライン被害に関する新聞報道のテキストマイニング―地方紙と全国紙の比較―2018

    • Author(s)
      加藤宏紀・能島暢呂・小山真紀・田中孝樹
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] 地震動特性の特徴ベクトルを用いた類似波形の抽出手法2018

    • Author(s)
      久世益充・能島暢呂
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] 地域防災人材育成プログラムにおける評価手法の構築2018

    • Author(s)
      小山真紀・藤瀬亮平・村岡治道・高木朗義・能島暢呂
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 2016年熊本地震における避難に関する新聞報道のテキストマイニング2018

    • Author(s)
      加藤宏紀・能島暢呂・小山真紀・永井小雪里
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 2016年熊本地震におけるライフライン被害に関する新聞報道のテキストマイニング2018

    • Author(s)
      田中孝樹・加藤宏紀・能島暢呂・小山真紀・永井小雪里
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 離散コサイン変換による応答スペクトルのモード分解と地震動特性の比較2018

    • Author(s)
      久世益充・能島暢呂・中込広大
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] シナリオ地震動予測地図のモード分解による計測震度分布の特徴分析2018

    • Author(s)
      高橋幸宏・能島暢呂・久世益充
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] エネルギー入力に着目したパルス波の衝撃的効果の評価法2018

    • Author(s)
      山本大喜・能島暢呂
    • Organizer
      第73回土木学会年次学術講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Developement of Evaluation Methods for Duration of Earthquake Motions2017

    • Author(s)
      Nojima, N.
    • Organizer
      The 18th ASEP (Association of Structural Engineers of the Philippines) International Convention
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 2016年熊本地震における避難者の発生・解消過程に関する基礎的考察2017

    • Author(s)
      繁田健嗣・能島暢呂・永井小雪里・加藤宏紀
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] 2016年熊本地震における高速道路網の機能的被害・復旧の時空間的分析2017

    • Author(s)
      加藤宏紀・能島暢呂・佐藤多恵
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] カーネル密度推定と混合正規分布モデルによる地震動波形の包絡線近似と地震動特性の考察2017

    • Author(s)
      久世益充・能島暢呂
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] KL展開による応答スペクトルのモード分解と合成2017

    • Author(s)
      能島暢呂・久世益充
    • Organizer
      第37回地震工学研究発表会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] 大規模停電とその影響波及に関する考察 -2006年首都圏大規模停電と2016年東京大規模停電の事例間比較-2017

    • Author(s)
      加藤宏紀・能島暢呂
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 2016年熊本地震における高速道路の機能的被害・復旧の時空間的分析2017

    • Author(s)
      佐藤多恵・能島暢呂・加藤宏紀
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 都市ガス供給システムにおける第1次緊急停止判断のシステム分析2017

    • Author(s)
      森山達哉・能島暢呂
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 2016年熊本地震における避難者数推移への影響要因に関する考察2017

    • Author(s)
      永井小雪里・能島暢呂・繁田健嗣
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 2016年熊本地震の被災事例に基づく避難者人口推定式の検討2017

    • Author(s)
      繁田健嗣・能島暢呂・永井小雪里
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] カーネル密度推定と混合正規分布モデルによる地震動波形の包絡線近似2017

    • Author(s)
      久世益充・能島暢呂
    • Organizer
      第72回土木学会年次学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] カーネル密度推定と混合正規分布モデルによる2011年東北地方太平洋沖地震の走時分析2017

    • Author(s)
      久世益充・能島暢呂
    • Organizer
      地域安全学会
    • Related Report
      2017 Annual Research Report
  • [Presentation] A Prototype Education Program to Foster Talented People Who Take Action at their own Initiative for Regional Disaster Prevention2017

    • Author(s)
      Koyama, M., Takagi, A., Nojima, N. and Muraoka, H.
    • Organizer
      The 4th Asian Conference on Urban Disaster Reduction
    • Related Report
      2017 Annual Research Report
  • [Presentation] 地域の防災団体の立ち上げと継続に必要なもの ー美濃東部防災力強化ネットワークのケーススタディー2017

    • Author(s)
      小山真紀・岩井慶次・能島暢呂・村岡治道・髙木朗義
    • Organizer
      防災計画研究発表会
    • Related Report
      2017 Annual Research Report
  • [Remarks] ライフライン復旧概況

    • URL

      https://www1.gifu-u.ac.jp/~nojima/take_out_LLEQreport.htm

    • Related Report
      2019 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

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