Spatiotemporal Evolution and Determinants of Urban Flood Resilience: A Case Study of Yellow River Basin

Global climate change has intensified flood disasters at the local scale. In response, this study constructs a flood resilience indicator system at the urban scale based on the “pressure-state-response” (PSR) model. Indicator weights were determined using the analytic hierarchy process–entropy weight method (AHP-EWM), the flood resilience of 35 cities within the Yellow River Basin from 2010 to 2021, and their spatiotemporal evolution patterns, spatial correlations, and determinants were analyzed. The results indicate that flood resilience shows an upward trend over time, with stronger resilience observed in upstream and downstream cities and weaker resilience in midstream cities. The spatial correlation of flood resilience was significantly positive in 2010, 2015, and 2021, while it exhibited non-significant, fluctuating declines in other years. Most cities in Henan and Shandong provinces are characterized as high–high agglomeration type, whereas most cities in Shanxi and Shaanxi provinces are classified as low–low type. Drainage efficiency, municipal investment, resilient planning, and urbanization have significant positive impacts on flood resilience, while the urban registered unemployment rate shows a positive spatial spillover effect. This study analyzed the flood resilience of cities in the Yellow River Basin from a comprehensive and logically coherent perspective and concluded with targeted recommendations aimed at enhancing flood resilience in the region.

Authors

Institutions

Publication Details

Journal
Sustainability
Published
2025-02-10
DOI
https://doi.org/10.3390/su17041433
Citations
5
Primary Topic
Flood Risk Assessment and Management
Type
article
Field-Weighted Citation Impact
5.53
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatiotemporal Evolution and Determinants of Urban Flood Resilience: A Case Study of Yellow River Basin

Gongjing Gao, Xinyu Wang, Jie Liu
5 citations
Sustainability
Flood Risk Assessment and Management
5.53
article

Spatiotemporal Evolution and Determinants of Urban Flood Resilience: A Case Study of Yellow River Basin

Gongjing Gao, Xinyu Wang, Jie Liu
article en
5 citations

Abstract

Global climate change has intensified flood disasters at the local scale. In response, this study constructs a flood resilience indicator system at the urban scale based on the “pressure-state-response” (PSR) model. Indicator weights were determined using the analytic hierarchy process–entropy weight method (AHP-EWM), the flood resilience of 35 cities within the Yellow River Basin from 2010 to 2021, and their spatiotemporal evolution patterns, spatial correlations, and determinants were analyzed. The results indicate that flood resilience shows an upward trend over time, with stronger resilience observed in upstream and downstream cities and weaker resilience in midstream cities. The spatial correlation of flood resilience was significantly positive in 2010, 2015, and 2021, while it exhibited non-significant, fluctuating declines in other years. Most cities in Henan and Shandong provinces are characterized as high–high agglomeration type, whereas most cities in Shanxi and Shaanxi provinces are classified as low–low type. Drainage efficiency, municipal investment, resilient planning, and urbanization have significant positive impacts on flood resilience, while the urban registered unemployment rate shows a positive spatial spillover effect. This study analyzed the flood resilience of cities in the Yellow River Basin from a comprehensive and logically coherent perspective and concluded with targeted recommendations aimed at enhancing flood resilience in the region.

SustainabilityVol. 17(4)
Shandong University (CN), University of Jinan (CN), Shandong Management University (CN)
Sustainable cities and communities
Openalex Percentile: Top 5%
Flood Risk Assessment and Management
5.53
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Spatiotemporal Evolution and Determinants of Urban Flood Resilience: A Case Study of Yellow River Basin — Gongjing Gao, Xinyu Wang, et al. · Sustainability (2025) | TGRS Research Map | TGRS