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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
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  Data: <searchLink fieldCode="AU" term="%22Almouctar+MAS%22">Almouctar MAS</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco. almouctar.mohamed-adousidi-ext@um6p.ma.<br /><searchLink fieldCode="AU" term="%22Chenal+J%22">Chenal J</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Diop+EB%22">Diop EB</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Azmi+R%22">Azmi R</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Abdellahi+EAS%22">Abdellahi EAS</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Hlal+M%22">Hlal M</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Bounabi+M%22">Bounabi M</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Ismaili+M%22">Ismaili M</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Nifa+K%22">Nifa K</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Lahlouh+A%22">Lahlouh A</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Kharti+H%22">Kharti H</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Brahmi+R%22">Brahmi R</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Kharbach+O%22">Kharbach O</searchLink>; Center of Urban Systems, University Mohammed VI Polytechnic (CUS-UM6P), Benguerir, Morocco.<br /><searchLink fieldCode="AU" term="%22Abdou+IM%22">Abdou IM</searchLink>; Laboratoire Matériaux, Eau, Environnement, Faculté Des Sciences Et Techniques (FAST), Université Abdou Moumouni (UAM) de Niamey, BP 10662, Niamey, Niger.
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