Modeling Dynamics of Community Resilience to Extreme Events with Explainable Deep Learning

Author:

Hao Haiyan1,Wang Yan2ORCID

Affiliation:

1. Ph.D. Candidate, Dept. of Urban and Regional Planning and Florida Institute for Built Environment Resilience, Univ. of Florida, Gainesville, FL 32601.

2. Assistant Professor, Dept. of Urban and Regional Planning and Florida Institute for Built Environment Resilience, Univ. of Florida, P.O. Box 115706, Gainesville, FL 32611 (corresponding author). ORCID: .

Publisher

American Society of Civil Engineers (ASCE)

Subject

General Social Sciences,General Environmental Science,Civil and Structural Engineering,Building and Construction

Reference82 articles.

1. Allan P. M. Bryant C. Wirsching D. Garcia and M. Teresa Rodriguez. 2013. “The influence of urban morphology on the resilience of cities following an earthquake.” J. Urban Des. 18 (2): 242–262. https://doi.org/10.1080/13574809.2013.772881.

2. Ancona M. E. Ceolini C. Öztireli and M. Gross. 2017. “Towards better understanding of gradient-based attribution methods for deep neural networks.” Preprint submitted November 16 2017. https://arxiv.org/abs/1711.06104.

3. Universality in network dynamics

4. Batty, M. 2009. “Cities as complex systems: Scaling, interaction, networks, dynamics and urban morphologies.” In Encyclopedia of complexity and systems science. New York: Springer. https://doi.org/10.1007/978-0-387-30440-3_69.

5. Béné C. 2013. “Towards a quantifiable measure of resilience.” Accessed September 25 2014. https://onlinelibrary.wiley.com/doi/pdf/10.1111/j.2040-0209.2013.00434.x.

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