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Author

Virginia Smith

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Open access Sep 2026

Satellite-based condition assessment of urban green stormwater infrastructure using a hybrid machine learning framework

Effective management of urban stormwater infrastructure is essential for reducing runoff impacts, improving water quality, and enhancing flood resilience. However, conventional field inspections of distributed green stormwater infrastructure (GSI) are resource-intensive and difficult to scale across large urban areas...

Shiva Arabi, Virginia Smith, Peleg Kremer et al. · 0 citations
Open access Sep 2026

Comparative Analysis of Urban Flood Mapping Using Sentinel‐1 SAR Imagery and Machine Learning

Combining temporal change‐detection signals with landscape features using ML improved flood‐mapping performance, with average F1 scores of about 0.75 and a range of 0.58 in dense urban areas to 0.93 in peri‐urban regions.

M. A. Al Mehedi, Virginia Smith, Peleg Kremer · 0 citations

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