Smart flood resilience: harnessing community-scale big data for predictive flood risk monitoring, rapid impact assessment, and situational awareness
Smart resilience is the beneficial result of the collision course of the fields of data science
and urban resilience to flooding. The objective of this study is to propose and demonstrate a …
and urban resilience to flooding. The objective of this study is to propose and demonstrate a …
Spatio-temporal graph convolutional networks for road network inundation status prediction during urban flooding
The objective of this study is to predict the near-future flooding status of road segments
based on their own and adjacent road segments' current status through the use of deep …
based on their own and adjacent road segments' current status through the use of deep …
Modeling dynamics of community resilience to extreme events with explainable deep learning
Community resilience provides a paradigm guiding communities' preparedness and
mitigation efforts to counter the increasing risks of extreme events (EEs). Knowledge …
mitigation efforts to counter the increasing risks of extreme events (EEs). Knowledge …
Unraveling the temporal importance of community-scale human activity features for rapid assessment of flood impacts
The objective of this research is to explore the temporal importance of community-scale
human activity features for rapid assessment of flood impacts. Ultimate flood impact data …
human activity features for rapid assessment of flood impacts. Ultimate flood impact data …
Data-driven tracking of the bounce-back path after disasters: Critical milestones of population activity recovery and their spatial inequality
The ability to measure and track the speed and trajectory of a community's post-disaster
recovery is essential to inform resource allocation and prioritization. The current survey …
recovery is essential to inform resource allocation and prioritization. The current survey …
Lifestyle pattern analysis unveils recovery trajectories of communities impacted by disasters
N Coleman, C Liu, Y Zhao, A Mostafavi - Humanities and Social …, 2023 - nature.com
Lifestyle recovery captures the collective effects of population activities as well as the
restoration of infrastructure and business services. This study uses a novel approach to …
restoration of infrastructure and business services. This study uses a novel approach to …
[PDF][PDF] Modeling Dynamics of Community Resilience to Extreme Events with Explainable Deep Lear
H Hao, Y Wang - 2023 - researchgate.net
Community resilience provides a paradigm guiding communities' preparedness and
mitigation efforts to counter the increasing risks of extreme events (EEs). Knowledge …
mitigation efforts to counter the increasing risks of extreme events (EEs). Knowledge …
[图书][B] Deep Community Resilience Assessment Integrating Humans, Hazards, and Built Environment
H Hao - 2023 - search.proquest.com
Rapid urbanization, high population growth, and global climate change have ramped up the
occurrence and severity of extreme events (EE) such as tropical storms, which pose …
occurrence and severity of extreme events (EE) such as tropical storms, which pose …