Author

Somayeh SHAHRİ

Observed name: somayeh Shahri

Institution: Kharazmi University

Observed institution: Kharazmi University

ORCID: 0000-0001-8851-2374

Observed ORCID: 0000-0001-8851-2374

OpenAlex ID: A5028133079

A BRIF-Based Multi-Source Framework Integrating NLP, Deep Learning, and GIS for Flood Forecasting and Spatial Hazard Mapping in a Data-Scarce Arid Watershed (Case Study: Pishkouh Taft Watershed, Yazd, Iran)

2026 · somayeh Shahri, Amir Saffari · SSRN Electronic Journal

Decoding Environmental Memory: A Synergistic LSTM-NLP Framework for Robust Flash-Flood Forecasting in Data-Scarce Watersheds (Case Study: Pishkouh Taft Watershed, Yazd, Iran)

2026 · somayeh Shahri, Amir Saffari · SSRN Electronic Journal

Integrating unstructured flood narratives and spatial hazard priors into LSTM networks for enhanced flash-flood discharge forecasting: A multi-criteria evaluation (Case Study: Pishkouh Taft Watershed, Yazd, Iran)

2026 · somayeh Shahri, Amir Saffari · SSRN Electronic Journal

Decoding Environmental Memory: A Synergistic LSTM-NLP Framework for Robust Flash-Flood Forecasting in Data-Scarce Watersheds (Case Study: Pishkouh Taft Watershed, Yazd, Iran)

2026 · somayeh Shahri, Amir Saffari · SSRN Electronic Journal

Works count: 4

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