Zongjia Zhang
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View article: Harnessing Machine Learning and Multi-source Data Fusion for Urban Fire Risk Assessment: Predictive Analysis of Spatial Heterogeneity
Harnessing Machine Learning and Multi-source Data Fusion for Urban Fire Risk Assessment: Predictive Analysis of Spatial Heterogeneity Open
As a giant system with many functional elements and complex structural layout, the occurrence of fire in megacities is influenced by multiple factors such as building type, regional planning, and socio-economic environment, resulting in a …
View article: Shortest path planning and dynamic rescue forces dispatching for urban flood disasters
Shortest path planning and dynamic rescue forces dispatching for urban flood disasters Open
The increasing impact of urban floods, driven by global climate change and the growing frequency of extreme weather events, poses significant threats to public safety, disrupts infrastructure, and hampers economic development. This paper p…
View article: Multi-Armed Bandit Approaches for Location Planning with Dynamic Relief Supplies Allocation Under Disaster Uncertainty
Multi-Armed Bandit Approaches for Location Planning with Dynamic Relief Supplies Allocation Under Disaster Uncertainty Open
Natural disasters (e.g., floods, earthquakes) significantly impact citizens, economies, and the environment worldwide. Due to their sudden onset, devastating effects, and high uncertainty, it is crucial for emergency departments to take sw…
View article: Shortest path planning and dynamic rescue forces dispatching for urban flood disasters
Shortest path planning and dynamic rescue forces dispatching for urban flood disasters Open
The impact of Urban flood is expanding as global climate change intensifies and extreme weather events increase. It not only poses a threat to the safety of citizens, but also has adverse impacts on the infrastructure and economic developm…
View article: Urban waterlogging prediction and risk analysis based on rainfall time series features: A case study of Shenzhen
Urban waterlogging prediction and risk analysis based on rainfall time series features: A case study of Shenzhen Open
In recent years, the frequency of extreme weather has increased, and urban waterlogging caused by sudden rainfall has occurred from time to time. With the development of urbanization, a large amount of land has been developed and the propo…
View article: Multi-Source Data Fusion and Hydrodynamics for Urban Waterlogging Risk Identification
Multi-Source Data Fusion and Hydrodynamics for Urban Waterlogging Risk Identification Open
The complex formation mechanism and numerous influencing factors of urban waterlogging disasters make the identification of their risk an essential matter. This paper proposes a framework for identifying urban waterlogging risk that combin…
View article: A multi-strategy-mode waterlogging-prediction framework for urban flood depth
A multi-strategy-mode waterlogging-prediction framework for urban flood depth Open
Flooding is one of the most disruptive natural disasters, causing substantial loss of life and property damage. Coastal cities in Asia face floods almost every year due to monsoon influences. Early notification of flooding events enables g…
View article: Comment on nhess-2022-36
Comment on nhess-2022-36 Open
Flood is one of the most disruptive natural hazards, leading to massive loss of lives and considerable damage to properties. Coastal cities in Asia face floods almost every year due to monsoons influences. Early notification of flood incid…
View article: Comment on nhess-2022-36
Comment on nhess-2022-36 Open
Abstract. Flood is one of the most disruptive natural hazards, leading to massive loss of lives and considerable damage to properties. Coastal cities in Asia face floods almost every year due to monsoons influences. Early …
View article: A Multi-strategy-mode-waterlogging-prediction Framework for Urban Flood Depth
A Multi-strategy-mode-waterlogging-prediction Framework for Urban Flood Depth Open
Flood is one of the most disruptive natural hazards, leading to massive loss of lives and considerable damage to properties. Coastal cities in Asia face floods almost every year due to monsoons influences. Early notification of flood incid…
View article: Identification of Urban Rainstorm Waterlogging Based on Multi-source Information Fusion：A Case Study in Futian District, Shenzhen
Identification of Urban Rainstorm Waterlogging Based on Multi-source Information Fusion：A Case Study in Futian District, Shenzhen Open
Flood disasters have become one of the most threatening natural disasters in the world, in which waterlogging is the most common form in the context of highly urbanized megacities. The formation of flood disaster is related to many factors…