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Leveraging AI and multi-source satellite imagery for multi-hazard monitoring and susceptibility mapping in urban areas.

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Title: Leveraging AI and multi-source satellite imagery for multi-hazard monitoring and susceptibility mapping in urban areas.
Authors: Lafortezza R; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy. raffaele.lafortezza@uniba.it., Giordano F; Department of Physics (DIF), University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy., Capolongo D; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy., Refice A; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy., Lovergine FP; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy., Elia M; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy., D'Alò D; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy., Amoroso N; Department of Pharmacy-Drug Sciences, University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy., Nutricato R; GAP s.r.l., c/o DIF, University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy., Zingaro M; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy.; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy., Parisi A; GAP s.r.l., c/o DIF, University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy., Caporusso G; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy., Rizzo F; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy., Costantino A; Department of Physics (DIF), University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy., Ursi A; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy., Sacco P; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy., Virelli M; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy., Tapete D; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.
Source: Scientific reports [Sci Rep] 2026 May 09; Vol. 16 (1). Date of Electronic Publication: 2026 May 09.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Lafortezza+R%22">Lafortezza R</searchLink>; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy. raffaele.lafortezza@uniba.it.<br /><searchLink fieldCode="AU" term="%22Giordano+F%22">Giordano F</searchLink>; Department of Physics (DIF), University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Capolongo+D%22">Capolongo D</searchLink>; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy.<br /><searchLink fieldCode="AU" term="%22Refice+A%22">Refice A</searchLink>; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Lovergine+FP%22">Lovergine FP</searchLink>; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Elia+M%22">Elia M</searchLink>; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22D'Alò+D%22">D'Alò D</searchLink>; Department of Soil, Plant and Food Sciences (DISSPA), University of Bari Aldo Moro, Via Amendola 165/A, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Amoroso+N%22">Amoroso N</searchLink>; Department of Pharmacy-Drug Sciences, University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy.<br /><searchLink fieldCode="AU" term="%22Nutricato+R%22">Nutricato R</searchLink>; GAP s.r.l., c/o DIF, University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Zingaro+M%22">Zingaro M</searchLink>; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy.; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.<br /><searchLink fieldCode="AU" term="%22Parisi+A%22">Parisi A</searchLink>; GAP s.r.l., c/o DIF, University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Caporusso+G%22">Caporusso G</searchLink>; Institute for the Electromagnetic Sensing of the Environment (IREA), National Research Council of Italy (CNR), Via Amendola 122/D, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Rizzo+F%22">Rizzo F</searchLink>; Department of Earth and Geoenvironmental Sciences (DISTEGEO), University of Bari Aldo Moro, Via Orabona 4, Bari, 70125, Italy.<br /><searchLink fieldCode="AU" term="%22Costantino+A%22">Costantino A</searchLink>; Department of Physics (DIF), University of Bari Aldo Moro, via Amendola 173, Bari, 70126, Italy.<br /><searchLink fieldCode="AU" term="%22Ursi+A%22">Ursi A</searchLink>; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.<br /><searchLink fieldCode="AU" term="%22Sacco+P%22">Sacco P</searchLink>; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.<br /><searchLink fieldCode="AU" term="%22Virelli+M%22">Virelli M</searchLink>; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.<br /><searchLink fieldCode="AU" term="%22Tapete+D%22">Tapete D</searchLink>; Italian Space Agency (ASI), Via del Politecnico snc, Rome, 00133, Italy.
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  Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 May 09; Vol. 16 (1). <i>Date of Electronic Publication: </i>2026 May 09.
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