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New frontier of multi-hazard damage detection based on satellite SAR images taken after natural disasters

Research Project

Project/Area Number 17H02066
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Natural disaster / Disaster prevention science
Research InstitutionNational Research Institute for Earth Science and Disaster Prevention (2019-2020)
Chiba University (2017-2018)

Principal Investigator

Yamazaki Fumio  国立研究開発法人防災科学技術研究所, 災害過程研究部門, 主幹研究員 (50220322)

Co-Investigator(Kenkyū-buntansha) 劉 ウェン  千葉大学, 大学院工学研究院, 助教 (60733128)
Project Period (FY) 2017-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥17,680,000 (Direct Cost: ¥13,600,000、Indirect Cost: ¥4,080,000)
Fiscal Year 2020: ¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2019: ¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2018: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2017: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Keywordsリモートセンシング / 合成開口レーダ / 地震被害 / 風水害 / 地盤災害 / 被害把握 / 構造物被害 / 高分解能SAR衛星 / 水害 / 合成開口レーダー / 建物 / 2016年熊本地震
Outline of Final Research Achievements

Synthetic Aperture Radar (SAR) has a scheme to emit microwaves to the earth surface and then observes the reflected echoes. SAR sensors onboard satellites or aircraft can be used day-time and night-time and in all weather conditions. In this research, damage detection of man-made structures and extraction of flooded/landslide areas due to natural disasters were carried out using post-event high-resolution SAR images and pre-event optical images and GIS data. Building damage due to the 2016 Kumamoto earthquake, flooding areas due to the 2018 Western Japan torrential rain and the 2019 Typhoon Hagibis, landslides due to the 2018 Hokkaido-Eastern-Iburi earthquake were extracted successfully using satellite SAR data. But the necessity of pre-event SAR data or land-cover and GIS data is suggested to avoid false extraction.

Academic Significance and Societal Importance of the Research Achievements

衛星や航空機に搭載された高分解能の合成開口レーダ(SAR)画像を用いて,自然災害による構造物被害,浸水範囲,土砂災害などを早期に検出する手法を試みた.災害前後のSAR画像の変化抽出による方法に加えて,同じ条件で撮影した事前SAR画像が存在しない場合は,事前の土地被覆分類や地理空間情報を組み合わせによる災害検知の可能性を明らかにした.成果は,我が国や世界において,広域災害発生時の情報収集に寄与することが期待される.

Report

(5 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (29 results)

All 2021 2020 2019 2018 2017 Other

All Journal Article (15 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 15 results,  Open Access: 11 results) Presentation (13 results) (of which Int'l Joint Research: 12 results,  Invited: 1 results) Remarks (1 results)

  • [Journal Article] Inundation Assessment of the 2019 Typhoon Hagibis in Japan Using Multi-Temporal Sentinel-1 Intensity Images2021

    • Author(s)
      Liu Wen、Fujii Kiho、Maruyama Yoshihisa、Yamazaki Fumio
    • Journal Title

      Remote Sensing

      Volume: 13 Issue: 4 Pages: 639-639

    • DOI

      10.3390/rs13040639

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fusion of modeling and remote sensing for damage estimation,2020

    • Author(s)
      L. Moya, E. Mas, S. Koshimura, F. Yamazaki, W. Liu, C. Geiss;
    • Journal Title

      Proceedings of the 17th World Conference on Earthquake Engineering

      Volume: 1 Pages: 1-9

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Detection of damage status of buildings in the 2016 Kumamoto Earthquake using deep learning with on-site photos2020

    • Author(s)
      W. Liu, K. Tozawa, Y. Maruyama, F. Yamazaki, M. Matsuoka, K. Horie
    • Journal Title

      Proceedings of the 17th World Conference on Earthquake Engineering

      Volume: 1 Pages: 1-8

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Statistical analysis of earthquake debris extent from wood-frame buildings and its use in road networks in Japan2019

    • Author(s)
      Moya, L., Mas, E., Yamazaki, F., Liu, W., & Koshimura, S.
    • Journal Title

      Earthquake Spectra

      Volume: 36(1) Issue: 1 Pages: 209-231

    • DOI

      10.1177/8755293019892423

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Detection of Earthquake-Induced Landslides during the 2018 Kumamoto Earthquake Using Multitemporal Airborne Lidar Data2019

    • Author(s)
      Liu Wen、Yamazaki Fumio、Maruyama Yoshihisa
    • Journal Title

      Remote Sensing

      Volume: 11 Issue: 19 Pages: 2292-2292

    • DOI

      10.3390/rs11192292

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Earthquake-Induced Landslide Mapping for the 2018 Hokkaido Eastern Iburi Earthquake Using PALSAR-2 Data2019

    • Author(s)
      Aimaiti Yusupujiang、Liu Wen、Yamazaki Fumio、Maruyama Yoshihisa
    • Journal Title

      Remote Sensing

      Volume: 11 Issue: 20 Pages: 2351-2351

    • DOI

      10.3390/rs11202351

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Height Estimation for High-rise Buildings from Intensity and Phase Information of High-resolution SAR Imagery2018

    • Author(s)
      リュウ ウェン、山崎 文雄
    • Journal Title

      Journal of The Remote Sensing Society of Japan

      Volume: 38 Issue: 2 Pages: 149-162

    • DOI

      10.11440/rssj.38.149

    • NAID

      130007501100

    • ISSN
      0289-7911, 1883-1184
    • Year and Date
      2018-04-20
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Basic Study on Detection of Deteriorated RC Structures Using Infrared Thermography Camera2018

    • Author(s)
      Yamazaki Fumio、Ueda Hideomi、Liu Wen
    • Journal Title

      Engineering Journal

      Volume: 22 Issue: 3 Pages: 233-242

    • DOI

      10.4186/ej.2018.22.3.233

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Review article: Detection of inundation areas due to the 2015 Kanto and Tohoku torrential rain in Japan based on multi-temporal ALOS-2 imagery2018

    • Author(s)
      Liu Wen、Yamazaki Fumio
    • Journal Title

      Natural Hazards and Earth System Sciences

      Volume: 18 Issue: 7 Pages: 1905-1918

    • DOI

      10.5194/nhess-18-1905-2018

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Multi-Sensor InSAR Analysis of Progressive Land Subsidence over the Coastal City of Urayasu, Japan2018

    • Author(s)
      Aimaiti Yusupujiang、Yamazaki Fumio、Liu Wen
    • Journal Title

      Remote Sensing

      Volume: 10 Issue: 8 Pages: 1304-1304

    • DOI

      10.3390/rs10081304

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] An integrated method to extract collapsed buildings from satellite imagery, hazard distribution and fragility curves2018

    • Author(s)
      Moya Luis、Mas Erick、Adriano Bruno、Koshimura Shunichi、Yamazaki Fumio、Liu Wen
    • Journal Title

      International Journal of Disaster Risk Reduction

      Volume: 31 Pages: 1374-1384

    • DOI

      10.1016/j.ijdrr.2018.03.034

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Detection of collapsed buildings from lidar data due to the 2016 Kumamoto earthquake in Japan2018

    • Author(s)
      L. Moya, F. Yamazaki, W. Liu, M. Yamada
    • Journal Title

      Natural Hazards and Earth System Sciences, European Geosciences Union

      Volume: Volume 18, issue 1 Issue: 1 Pages: 65-78

    • DOI

      10.5194/nhess-18-65-2018

    • NAID

      120006958099

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Monitoring of Land-Surface Deformation in the Karamay Oilfield, Xinjiang, China, Using SAR Interferometry2017

    • Author(s)
      Y. Aimaiti, F. Yamazaki, W. Liu, A. Kasimu
    • Journal Title

      Applied Sciences, MDPI

      Volume: Volume 7, Issue 8 Issue: 8 Pages: 1-14

    • DOI

      10.3390/app7080772

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Quantitative analysis of relative geolocation accuracy of the TerraSAR-X enhanced ellipsoid corrected product2017

    • Author(s)
      T. Nonaka,T. Asaka, K. Iwashita, W. Liu, F. Yamazaki, T. Sasagawa
    • Journal Title

      Journal of Applied Remote Sensing, Society of Photo-Optical Instrumentation Engineers (SPIE)

      Volume: Volume 11, Issue 4 Issue: 04 Pages: 1-11

    • DOI

      10.1117/1.jrs.11.044001

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 高分解能衛星SAR画像の変化抽出に基づく津波による橋梁被害把握2017

    • Author(s)
      井上和樹,リュウ・ウェン,山崎文雄
    • Journal Title

      日本地震工学会論文集

      Volume: Vol. 17, No. 5 Pages: 48-59

    • NAID

      130006233738

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] ALOS-2強度画像を用いた2020年7月豪雨による橋梁被害の把握2020

    • Author(s)
      劉ウェン,山崎文雄
    • Organizer
      第69回学術講演会,日本リモートセンシング学会
    • Related Report
      2020 Annual Research Report
  • [Presentation] Mapping the inundated area caused by the July 2018 Western Japan torrential rain using multi-temporal ALOS-2 data2020

    • Author(s)
      W. Liu, F. Yamazaki
    • Organizer
      2019 Joint Urban Remote Sensing Event
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bridge damage assessment using single post-event TerraSAR-X image2020

    • Author(s)
      W. Liu, F. Yamazaki
    • Organizer
      IEEE 2019 International Geoscience and Remote Sensing Symposium
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analysis of PALSAR-2 images to extract geological effects caused by the 2018 Hokkaido-Eastern-Iburi earthquake2020

    • Author(s)
      F. Yamazaki, W. Liu
    • 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] Monitoring of the 2018 eruption on Kilauea’s lower East Rift Zone using multi-temporal PALSAR-2 imagery2020

    • Author(s)
      W. Li, F. Yamazaki
    • Organizer
      6th Asia-Pacific Conference on Synthetic Aperture Radar
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extraction of collapsed bridges due to tsunamis using a post-event airborne full-polarimetric SAR image2018

    • Author(s)
      H. Hirano, F. Yamazaki, W. Liu
    • Organizer
      International Symposium on Remote Sensing 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Extraction of building damage in the Kumamoto earthquake from multi-temporal Lidar and PALSAR-2 data2018

    • Author(s)
      F. Yamazaki, L. Moya, W. Liu
    • Organizer
      International Symposium on Remote Sensing 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 3D visualization of landslide affected area due to heavy rainfall in Japan from UAV flights and SFM2018

    • Author(s)
      F. Yamazaki, S. Miyazaki, W. Liu
    • Organizer
      IEEE 2018 International Geoscience and Remote Sensing Symposium
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Damage assessment of bridges using post-event high-resolution SAR Images2018

    • Author(s)
      W. Liu, F. Yamazaki
    • Organizer
      IEEE 2018 International Geoscience and Remote Sensing Symposium
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] New Monitoring and Sensing Technologies of Earthquake Engineering in Japan2018

    • Author(s)
      F. Yamazaki
    • Organizer
      7th Asia Conference on Earthquake Engineering
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Land-cover Classification of Suburban Areas Based on Multi-polarized Airborne SAR Data Using Texture Measures2017

    • Author(s)
      Fumio Yamazaki, Natsuki Samuta, Wen Liu
    • Organizer
      The 38th Progress In Electromagnetics Research Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Damage Assessment and 3D Modeling by UAV Flights after the 2016 Kumamoto, Japan, Earthquake2017

    • Author(s)
      Fumio Yamazaki, Kasumi Kubo, Ryoto Tanabe, Wen Liu
    • Organizer
      2017 IEEE International Geoscience and Remote Sensing Symposium
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Use of multitemporal lidar data to extract changes due to the 2016 Kumamoto earthquake2017

    • Author(s)
      Fumio Yamazaki, Luis Moya, Wen Liu
    • Organizer
      SPIE. RemoteSensing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Remarks] 山崎・劉研究室ホームページ

    • URL

      http://ares.tu.chiba-u.jp/index.htm

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2022-01-27  

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