DisasterNet: Causal Bayesian Networks with Normalizing Flows for Cascading Hazards Estimation from Satellite Imagery

Author:

Li Xuechun1ORCID,Bürgi Paula M.2ORCID,Ma Wei3ORCID,Noh Hae Young4ORCID,Wald David Jay2ORCID,Xu Susu1ORCID

Affiliation:

1. SUNY at Stony Brook, Stony Brook, NY, USA

2. U.S. Geological Survey, Golden, CO, USA

3. Hong Kong Polytechnic University, Hong Kong, Hong Kong

4. Stanford University, Stanford, CA, USA

Funder

Stony Brook University

USGS

Publisher

ACM

Reference67 articles.

1. 2022. Synthetic-aperture radar is making the Earth's surface watchable 24/7. The Economists Technology Quarterly (Jan 2022 ). 2022. Synthetic-aperture radar is making the Earth's surface watchable 24/7. The Economists Technology Quarterly (Jan 2022).

2. Advanced Rapid Imaging and Analysis (ARIA) - Center for Natural Hazards. ARIA Data Share. Available at https://aria-share.jpl.nasa.gov/20200106-Puerto_Rico_EQ/DPM/ (2020/10/26). Advanced Rapid Imaging and Analysis (ARIA) - Center for Natural Hazards. ARIA Data Share. Available at https://aria-share.jpl.nasa.gov/20200106-Puerto_Rico_EQ/DPM/ (2020/10/26).

3. Ground Failure Triggered by the 7 January 2020 M 6.4 Puerto Rico Earthquake;Allstadt Kate E;Seismological Society of America,2022

4. Kate E Allstadt , Eric M Thompson , Mike Hearne , MA Nowicki Jessee , J Zhu , David J Wald , and Hakan Tanyas . 2017 . Integrating landslide and liquefaction hazard and loss estimates with existing USGS real-time earthquake information products . In 16th World Conference on Earthquake Engineering. International Association of Earthquake Engineering , Santiago, Chile, 13 pages. Kate E Allstadt, Eric M Thompson, Mike Hearne, MA Nowicki Jessee, J Zhu, David J Wald, and Hakan Tanyas. 2017. Integrating landslide and liquefaction hazard and loss estimates with existing USGS real-time earthquake information products. In 16th World Conference on Earthquake Engineering. International Association of Earthquake Engineering, Santiago, Chile, 13 pages.

5. JM Bernardo , M Bayarri , J Berger , A Dawid , D Heckerman , A Smith , and M West . 2003. Non-centered parameterisations for hierarchical models and data augmentation . In Bayesian Statistics 7: Proceedings of the Seventh Valencia International Meeting , Vol. 307 . Oxford University Press London, Oxford University Press , 20 pages. JM Bernardo, M Bayarri, J Berger, A Dawid, D Heckerman, A Smith, and M West. 2003. Non-centered parameterisations for hierarchical models and data augmentation. In Bayesian Statistics 7: Proceedings of the Seventh Valencia International Meeting, Vol. 307. Oxford University Press London, Oxford University Press, 20 pages.

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