Timely, differentiated distribution of emergency materials reduces flood losses and supports resilient, sustainable cities, and yet demand urgency is rarely quantified jointly with routing. We propose an integrated framework combining game-theoretic AHP–CRITIC weighting, grey relational TOPSIS, exact Fisher–Jenks parti...
Chun-Xia Zhang, Zi-Yu Wang, Ling Luo et al.· Sustainability· 0 citations
Mid-latitude climate transition zones (30–35° N), where monsoon, westerly, and orographic forcing interact, face reorganizing precipitation regimes; yet, urban flood design standards there remain calibrated to stationary historical statistics. Using Zhengzhou, China, as a representative case, we reconstruct its precipi...
Post-disaster research on the July 2021 (“7·20”) Henan flood has concentrated on the megacity Zhengzhou, leaving six severely hit mid-sized cities unassessed. This study assesses urban flood risk for Anyang, Hebi, Xinxiang, Jiaozuo, Puyang, and Jiyuan over 2018–2024 (42 city-year samples) on a 12-indicator Hazard–Expos...
Chun-Xia Zhang· Land· 0 citations
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