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Spatio-temporal drought dynamics in Niamey District, Niger (2005-2022): multi-index deep learning approach leveraging multi-sensor satellite and climate datasets.

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Title: Spatio-temporal drought dynamics in Niamey District, Niger (2005-2022): multi-index deep learning approach leveraging multi-sensor satellite and climate datasets.
Authors: Almouctar MAS; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco. almouctar.mohamed-adousidi-ext@um6p.ma., Chenal J; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.; Urban and Regional Planning Community (CEAT), Swis Federal Institute Of Technology in Losanne (EPFL), Lausanne, Switzerland., Diop EB; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Azmi R; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Abdellahi EAS; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Hlal M; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Bounabi M; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Ismaili M; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Nifa K; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Lahlouh A; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Kharti H; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Brahmi R; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Kharbach O; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco., Abdou IM; Laboratoire Matériaux, Eau, Environnement, Faculté Des Sciences Et Techniques (FAST), Université Abdou Moumouni (UAM) de Niamey, BP 10662, Niamey, Niger.
Source: Scientific reports [Sci Rep] 2026 Jul 19. Date of Electronic Publication: 2026 Jul 19.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:2045-2322
DOI:10.1038/s41598-026-61854-3