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Monitoring and rapid identification of landslide disaster by fusion analysis of sensing and simulation technologies

Research Project

Project/Area Number 19H02408
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 25030:Disaster prevention engineering-related
Research InstitutionHiroshima University

Principal Investigator

Miura Hiroyuki  広島大学, 先進理工系科学研究科(工), 准教授 (30418678)

Co-Investigator(Kenkyū-buntansha) 横矢 直人  東京大学, 大学院新領域創成科学研究科, 講師 (40710728)
Adriano Bruno  国立研究開発法人理化学研究所, 革新知能統合研究センター, 特別研究員 (40831889)
松岡 昌志  東京工業大学, 環境・社会理工学院, 教授 (80242311)
Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥17,420,000 (Direct Cost: ¥13,400,000、Indirect Cost: ¥4,020,000)
Fiscal Year 2021: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2020: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
Fiscal Year 2019: ¥7,280,000 (Direct Cost: ¥5,600,000、Indirect Cost: ¥1,680,000)
Keywords土砂災害 / リモートセンシング / 建物被害 / シミュレーション / 震動解析 / 数値標高モデル / 自動検出 / 深層学習 / 検知 / 地震観測データ / 土砂崩壊量 / 土砂災害警戒区域
Outline of Research at the Start

本研究では,主に豪雨による土石流災害を対象として,地形データ等の数値解析により土砂災害警戒区域に相当する地域の分布をより簡便に把握できる手法を検討する.さらに,実際に災害が発生した際には,人工衛星画像,リアルタイム地震観測情報などの各種センシング情報から得られる情報を基にして,いつ,どこで,どの程度の範囲が被災しているのかを迅速に把握する技術の構築を目指す.

Outline of Final Research Achievements

This study aims the development for evaluation of potential for landslide disasters using topographical data, and remote sensing and simulation-based approach for detection of landslide and building damage as shown below.
1. Analysis of spatial data obtained debris flow disasters and simulation-based estimation of flow propagation and building damage, 2. Estimation of collapse areas and volume of debris flows by remote sensing and simulation technique, 3. Remote sensing-based building damage detection, 4. Estimation of source and volume of debris flows from seismic observation records.

Academic Significance and Societal Importance of the Research Achievements

本研究課題で得られた成果は,西日本豪雨災害をはじめとする過去の災害データを基に,土石流の氾濫域の推定,建物被害の自動推定技術,および震動データによる土砂災害発生箇所の特定に資するものである。これらの技術によって災害直後に被害推定を実施し,自治体やインフラ企業など共有することにより,土砂災害をはじめとする様々な災害に対して適切な直後対応を考えることが可能になるものと期待される。

Report

(4 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Annual Research Report
  • 2019 Annual Research Report
  • Research Products

    (35 results)

All 2022 2021 2020 2019

All Journal Article (21 results) (of which Int'l Joint Research: 11 results,  Peer Reviewed: 18 results,  Open Access: 11 results) Presentation (13 results) (of which Int'l Joint Research: 6 results,  Invited: 1 results) Book (1 results)

  • [Journal Article] Near-real-time gradually expanding 3D land surface reconstruction in disaster areas by sequential drone imagery2022

    • Author(s)
      Cheng Min-Lung、Matsuoka Masashi、Liu Wen、Yamazaki Fumio
    • Journal Title

      Automation in Construction

      Volume: 135 Pages: 104105-104105

    • DOI

      10.1016/j.autcon.2021.104105

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Burned Area Detection Using Multi-Sensor SAR, Optical, and Thermal Data in Mediterranean Pine Forest2022

    • Author(s)
      Abdikan Saygin、Bayik Caglar、Sekertekin Aliihsan、Bektas Balcik Filiz、Karimzadeh Sadra、Matsuoka Masashi、Balik Sanli Fusun
    • Journal Title

      Forests

      Volume: 13 Issue: 2 Pages: 347-347

    • DOI

      10.3390/f13020347

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] DML: Differ-Modality Learning for Building Semantic Segmentation2022

    • Author(s)
      Xia Junshi、Yokoya Naoto、Baier Gerald
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: 60 Pages: 1-14

    • DOI

      10.1109/tgrs.2022.3148383

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The Outcome of the 2021 IEEE GRSS Data Fusion Contest -Track MSD: Multitemporal Semantic Change Detection2022

    • Author(s)
      Li Zhuohong、Lu Fangxiao、Zhang Hongyan、Tu Lilin、Li Jiayi、Huang Xin、Robinson Caleb、Malkin Nikolay、Jojic Nebojsa、Ghamisi Pedram、Hansch Ronny、Yokoya Naoto
    • Journal Title

      IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

      Volume: 15 Pages: 1643-1655

    • DOI

      10.1109/jstars.2022.3144318

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Numerical Analysis-Based Vulnerability Assessmentfor Timber Houses Considering Debris Flow Depth2021

    • Author(s)
      三浦 弘之、白川 隼也
    • Journal Title

      Journal of Social Safety Science

      Volume: 39 Issue: 0 Pages: 73-79

    • DOI

      10.11314/jisss.39.73

    • ISSN
      1345-2088, 2187-9842
    • Year and Date
      2021-11-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Volumetric Analysis of the Landslide in Abe Barek, Afghanistan Based on Nonlinear Mapping of Stereo Satellite Imagery-Derived DEMs2021

    • Author(s)
      Atefi Mujeeb Rahman、Miura Hiroyuki
    • Journal Title

      Remote Sensing

      Volume: 13 Issue: 3 Pages: 446-446

    • DOI

      10.3390/rs13030446

    • Related Report
      2021 Annual Research Report 2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Learning from multimodal and multitemporal earth observation data for building damage mapping2021

    • Author(s)
      Adriano Bruno、Yokoya Naoto、Xia Junshi、Miura Hiroyuki、Liu Wen、Matsuoka Masashi、Koshimura Shunichi
    • Journal Title

      ISPRS Journal of Photogrammetry and Remote Sensing

      Volume: 175 Pages: 132-143

    • DOI

      10.1016/j.isprsjprs.2021.02.016

    • Related Report
      2021 Annual Research Report 2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Detection and Volume Estimation of Large-Scale Landslide in Abe Barek, Afghanistan Using Nonlinear Mapping of DEMs2021

    • Author(s)
      Atefi Mujeeb Rahman、Miura Hiroyuki
    • Journal Title

      Proceedings of International Geoscience and Remote Sensing Symposium (IGARSS)

      Volume: - Pages: 3757-3760

    • DOI

      10.1109/igarss47720.2021.9554504

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Urban Flood Mapping of the July 2020 Kyushu, Japan Heavy Rain Based on Interferometric Coherence of Sentinel-1 Images2021

    • Author(s)
      Miura Hiroyuki、Takeya Naoko
    • Journal Title

      Proceedings of International Geoscience and Remote Sensing Symposium (IGARSS)

      Volume: - Pages: 8608-8611

    • DOI

      10.1109/igarss47720.2021.9554161

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Point2Wave: 3-D Point Cloud to Waveform Translation Using a Conditional Generative Adversarial Network With Dual Discriminators2021

    • Author(s)
      Shinohara Takayuki、Xiu Haoyi、Matsuoka Masashi
    • Journal Title

      IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

      Volume: 14 Pages: 11630-11642

    • DOI

      10.1109/jstars.2021.3124610

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Extracting three-dimensional (3D) spatial information from sequential oblique unmanned aerial system (UAS) imagery for digital surface modeling2021

    • Author(s)
      Cheng Min-Lung、Matsuoka Masashi
    • Journal Title

      International Journal of Remote Sensing

      Volume: 42 Issue: 5 Pages: 1643-1663

    • DOI

      10.1080/01431161.2020.1842538

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Spatial Analysis of Affected Areas by Debris Flows in the Heavy Rain Disaster of July 2018 and Sediment Disaster Warning Zones in Hiroshima2020

    • Author(s)
      三浦 弘之、池奥 和歩
    • Journal Title

      Journal of Social Safety Science

      Volume: 37 Issue: 0 Pages: 11-19

    • DOI

      10.11314/jisss.37.11

    • NAID

      130007976958

    • ISSN
      1345-2088, 2187-9842
    • Year and Date
      2020-11-01
    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Breaking Limits of Remote Sensing by Deep Learning From Simulated Data for Flood and Debris-Flow Mapping2020

    • Author(s)
      Yokoya Naoto、Yamanoi Kazuki、He Wei、Baier Gerald、Adriano Bruno、Miura Hiroyuki、Oishi Satoru
    • Journal Title

      IEEE Transactions on Geoscience and Remote Sensing

      Volume: - Pages: 1-15

    • DOI

      10.1109/tgrs.2020.3035469

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Deep Learning-Based Identification of Collapsed, Non-Collapsed and Blue Tarp-Covered Buildings from Post-Disaster Aerial Images2020

    • Author(s)
      Miura Hiroyuki、Aridome Tomohiro、Matsuoka Masashi
    • Journal Title

      Remote Sensing

      Volume: 12 Issue: 12 Pages: 1924-1924

    • DOI

      10.3390/rs12121924

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] FWNet: Semantic Segmentation for Full-Waveform LiDAR Data Using Deep Learning2020

    • Author(s)
      Shinohara Takayuki、Xiu Haoyi、Matsuoka Masashi
    • Journal Title

      Sensors

      Volume: 20 Issue: 12 Pages: 3568-3568

    • DOI

      10.3390/s20123568

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Semiautomatic Pixel-Object Method for Detecting Landslides Using Multitemporal ALOS-2 Intensity Images2020

    • Author(s)
      Adriano Bruno、Yokoya Naoto、Miura Hiroyuki、Matsuoka Masashi、Koshimura Shunichi
    • Journal Title

      Remote Sensing

      Volume: 12 Issue: 3 Pages: 561-561

    • DOI

      10.3390/rs12030561

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fusion Analysis of Optical Satellite Images and Digital Elevation Model for Quantifying Volume in Debris Flow Disaster2019

    • Author(s)
      Miura Hiroyuki
    • Journal Title

      Remote Sensing

      Volume: 11 Issue: 9 Pages: 1096-1096

    • DOI

      10.3390/rs11091096

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] An Enhanced Image Matching Strategy Using Binary-Stream Feature Descriptors2019

    • Author(s)
      Cheng Min-Lung、Matsuoka Masashi
    • Journal Title

      IEEE Geoscience and Remote Sensing Letters

      Volume: - Issue: 7 Pages: 1-5

    • DOI

      10.1109/lgrs.2019.2943237

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Cross-Domain-Classification of Tsunami Damage Via Data Simulation and Residual-Network-Derived Features From Multi-Source Images2019

    • Author(s)
      Adriano Bruno、Yokoya Naoto、Xia Junshi、Baier Gerald、Koshimura Shunichi
    • Journal Title

      IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium

      Volume: - Pages: 4947-4950

    • DOI

      10.1109/igarss.2019.8899155

    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] Building Damage Mapping Via Transfer Learning2019

    • Author(s)
      Xia Junshi、Adriano Bruno、Baier Gerald、Yokoya Naoto
    • Journal Title

      IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium

      Volume: - Pages: 4841-4844

    • DOI

      10.1109/igarss.2019.8900447

    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Journal Article] Robust Nonlocal Low-Rank Sar Stack Despeckling With Application To Change Detection2019

    • Author(s)
      Baier Gerald、He Wei、Adriano Bruno、Xia Junshi、Yokoya Naoto
    • Journal Title

      IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium

      Volume: - Pages: 5205-5208

    • DOI

      10.1109/igarss.2019.8900331

    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 様々な自然災害に適用可能な空撮画像の深層学習による建物被害の把握技術の構築2022

    • Author(s)
      藤原隆太, 三浦弘之
    • Organizer
      日本建築学会中国支部研究報告集
    • Related Report
      2021 Annual Research Report
  • [Presentation] Intelligent Learning Using Remote Sensing Dataset from Previous Earthquakes to Assess Building Damage in Futures Events2021

    • Author(s)
      B Adriano, N Yokoya, H Miura, M Matsuoka, S Koshimura
    • Organizer
      The 17th World Conference on Earthquake Engineering (17WCEE)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Building Damage Mapping with Self-Positive Unlabeled Learning2021

    • Author(s)
      J Xia, N Yokoya, B Adriano
    • Organizer
      Artificial Intelligence for Humanitarian Assistance and Disaster Response Workshop, NeurIPS
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D Point Cloud Generation Using Adversarial Training for Large-Scale Outdoor Scene2021

    • Author(s)
      T Shinohara, H Xiu, M Matsuoka
    • Organizer
      2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 津波波力計算法を利用した土石流による木造家屋の安全性評価2021

    • Author(s)
      白川隼也, 三浦弘之
    • Organizer
      日本建築学会中国支部研究報告集
    • Related Report
      2020 Annual Research Report
  • [Presentation] 2020年7月豪雨で被災した熊本県球磨村周辺でのパラモーターによる空撮データのオルソ化と深層学習による建物被害推定2020

    • Author(s)
      三浦弘之
    • Organizer
      第47回地域安全学会研究発表会(秋季)
    • Related Report
      2020 Annual Research Report
  • [Presentation] 2018年7月豪雨災害における土石流の近傍で観測された地盤震動データの分析2020

    • Author(s)
      三浦弘之, 戸川肇
    • Organizer
      第46回地域安全学会研究発表会(春季)
    • Related Report
      2020 Annual Research Report
  • [Presentation] Semantic Segmentation for Full-Waveform LiDAR Data Using Local and Hierarchical Global Feature Extraction2020

    • Author(s)
      Takayuki SHINOHARA, Haoyi XIU, Masashi MATSUOKA
    • Organizer
      28th International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 災害後の航空写真を用いた深層学習モデルによる建物被害の自動判読2020

    • Author(s)
      有留那博, 三浦弘之
    • Organizer
      日本建築学会中国支部研究発表会
    • Related Report
      2019 Annual Research Report
  • [Presentation] Geometric Correction and Soil Volume Estimation in Debris Flow Areas Using LiDAR Data2019

    • Author(s)
      Huang, P.-J., Cheng, M.-L., Matsuoka, M. and Miura, H.
    • Organizer
      The 40th Asian Conference on Remote Sensing
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation on Structure from Motion Using Binary Robust Invariant Scalable Keypoints2019

    • Author(s)
      Cheng, M.-L. and Matsuoka, M.
    • Organizer
      The 40th Asian Conference on Remote Sensing
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習に基づく地震後の航空写真からの建物被害判読2019

    • Author(s)
      有留那博, 三浦弘之
    • Organizer
      日本建築学会大会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 2018年西日本豪雨による被害と土砂災害警戒区域2019

    • Author(s)
      三浦弘之
    • Organizer
      防災推進国民大会2019(名古屋市)
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Book] リモートセンシングの応用・解析技術―農林水産・環境・防災から建築・土木、高精度マッピングまで2019

    • Author(s)
      中山裕則,杉村俊郎,三浦弘之ほか
    • Total Pages
      506
    • Publisher
      エヌ・ティー・エス
    • ISBN
      4860436121
    • Related Report
      2019 Annual Research Report

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Published: 2019-04-18   Modified: 2023-01-30  

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