Assessment of urban flood susceptibility based on a novel integrated machine learning method

Environmental Monitoring and Assessment, Journal Year: 2024, Volume and Issue: 197(1)

Published: Dec. 5, 2024

Language: Английский

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Projecting Socio-Economic Exposure due to Future Hydro-Meteorological Extremes in Large Transboundary River Basin under Global Warming Targets

Water Resources Management, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 14, 2024

Language: Английский

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Study on the Spatiotemporal Evolution of Habitat Quality in Highly Urbanized Areas Based on Bayesian Networks: A Case Study from Shenzhen, China

Sustainability, Journal Year: 2024, Volume and Issue: 16(24), P. 10993 - 10993

Published: Dec. 15, 2024

Rapid urbanization presents significant challenges to biodiversity through habitat degradation, fragmentation, and loss. This study focuses on Shenzhen, China, a highly urbanized region experiencing substantial land use changes facing considerable risk of decline, investigate the dynamics quality over two critical periods: 2010–2015 2015–2020. Using InVEST (Integrated Valuation Ecosystem Services Trade-offs) model for assessment Bayesian networks analyze causal relationships, this research offers an innovative comparison between recovery degradation across these phases. Results indicate that from 2010 2015, localized was achieved 0.53% area due restoration policies, yet overall trend remained negative. During 2015–2020 period, intensified (7.19%) compared (5.7%); notably, 70.6% areas had been previously restored are now once again. re-degradation highlights instability earlier efforts under ongoing urban pressure. By integrating spatial analysis with network modeling, provides nuanced understanding where why initial were unsuccessful, identifying susceptible persistent degradation. The emphasizes expansion—particularly development construction land, primary driver while ecological sensitivity played crucial role in determining long-term success efforts. approach valuable insights designing more effective, sustainable conservation strategies rapidly urbanizing regions.

Language: Английский

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Algorithm for community security risk assessment and influencing factors analysis by back propagation neural network

Heliyon, Journal Year: 2024, Volume and Issue: 10(9), P. e30185 - e30185

Published: April 24, 2024

Language: Английский

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Investigating socio-ecological vulnerability to climate change via remote sensing and a data-driven ranking algorithm

Journal of Environmental Management, Journal Year: 2023, Volume and Issue: 347, P. 119254 - 119254

Published: Oct. 6, 2023

Language: Английский

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