A Bayesian network for flood detection (Contributo in atti di convegno)

Type
Label
  • A Bayesian network for flood detection (Contributo in atti di convegno) (literal)
Anno
  • 2014-01-01T00:00:00+01:00 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi
  • 10.1109/IGARSS.2014.6947260 (literal)
Alternative label
  • D'Addabbo A.; Refice A.; Pasquariello G.; Bovenga F.; Chiaradia M.T.; Nitti D.O. (2014)
    A Bayesian network for flood detection
    in IGARSS 2014, Quebec City, Canada, 14-19 July, 2014
    (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori
  • D'Addabbo A.; Refice A.; Pasquariello G.; Bovenga F.; Chiaradia M.T.; Nitti D.O. (literal)
Pagina inizio
  • 3594 (literal)
Pagina fine
  • 3597 (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#url
  • http://www.scopus.com/inward/record.url?eid=2-s2.0-84911416044&partnerID=q2rCbXpz (literal)
Note
  • Scopu (literal)
Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni
  • CNR-ISSIA, Via Amendola 122/D, Bari, 70125, Italy; GAP S.r.l., C/o, Italy; Dipartimento di Fisica 'M. Merlin', Via Amendola 173, Bari, 70125, Italy (literal)
Titolo
  • A Bayesian network for flood detection (literal)
Abstract
  • We apply a Bayesian Network (BN) paradigm to the problem of monitoring flood events through synthetic aperture radar (SAR) and interferometric SAR (InSAR) data. BNs are well-founded statistical tools which help formalizing the information coming from heterogeneous sources, such as remotely sensed images, LiDAR data, and topography. The approach is tested on the fluvial floodplains of the Basilicata region (southern Italy), which have been subject to recurrent flooding events in the last years. Results show maps efficiently representing the different scattering/coherence classes with high accuracy, and also allowing separating the multitemporal dimension of the data, where available. The BN approach proves thus helpful to gain insight into the complex phenomena related to floods, possibly also with respect to comparisons with modeling data. (literal)
Prodotto di
Autore CNR

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