A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data (Articolo in rivista)

Type

• Prodotto della ricerca (Classe)
• Articolo in rivista (Classe)

Label

• A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data (Articolo in rivista) (literal)

Anno

• 2004-01-01T00:00:00+01:00 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi

• 10.1175/1520-0450(2004)043<0576:ANNFTT>2.0.CO;2 (literal)

Alternative label

• F. J. Tapiador; C. Kidd; V. Levizzani; F. S. Marzano (2004)
  A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data
  in Journal of applied meteorology (1988); American Meteorological Society, Boston (Stati Uniti d'America)
  (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori

• F. J. Tapiador; C. Kidd; V. Levizzani; F. S. Marzano (literal)

Pagina inizio

• 576 (literal)

Pagina fine

• 594 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#url

• http://journals.ametsoc.org/doi/abs/10.1175/1520-0450%282004%29043%3C0576%3AANNFTT%3E2.0.CO%3B2 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume

• 43 (literal)

Rivista

• Journal of applied meteorology (Rivista)

Note

• ISI Web of Science (WOS) (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni

• School of Geography, Earth and Environmental Sciences, University of Birmingham, Birmingham, United Kingdom CNR-ISAC, Bologna, Italy Department of Electric Engineering, University of L'Aquila, L'Aquila, Italy (literal)

Titolo

• A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data (literal)

Abstract

• The purpose of this paper is to evaluate a new operational procedure to produce half-hourly rainfall estimates at 0.1° spatial resolution. Rainfall is estimated using a neural networks (NN)–based approach utilizing passive microwave (PMW) and infrared satellite measurements. Several neural networks are tested, from multilayer perceptron to adaptative resonance theory architectures. The NN analytical selection process is explained. Half- hourly rain gauge data over Andalusia, Spain, are used for validation purposes. Several interpolation procedures are tested to transform point to areal measurements, including the maximum entropy estimation method. Rainfall estimations are also compared with Geostationary Operational Environmental Satellite precipitation index and histogram-matching results. Half-hourly rainfall estimates give 0.6 correlations with PMW data (0.2 with gauge), and average correlations of up to 0.7 and 0.6 are obtained for 0.5° and 0.1° monthly accumulated estimates, respectively. (literal)

Editore

• American Meteorological Society (Editore)

Prodotto di

• Terra e Ambiente (Dipartimento)
• Meteorologia da satellite (TA.P06.017.005) (Modulo)
• Institute of atmospheric sciences and climate (ISAC) (Istituto)
• Climatologia della precipitazione (TA.P02.009.003) (Modulo)

Autore CNR

• VINCENZO LEVIZZANI (Persona)

Insieme di parole chiave

• Parole chiave di "A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data" (Insieme di parole chiave)

Incoming links:

Prodotto

• Institute of atmospheric sciences and climate (ISAC) (Istituto)
• Terra e Ambiente (Dipartimento)
• Meteorologia da satellite (TA.P06.017.005) (Modulo)
• Climatologia della precipitazione (TA.P02.009.003) (Modulo)

Autore CNR di

• VINCENZO LEVIZZANI (Persona)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#rivistaDi

• Journal of applied meteorology (Rivista)

Editore di

• American Meteorological Society (Editore)

Insieme di parole chiave di

• Parole chiave di "A Neural Networks-Based Fusion Technique to Estimate Half-Hourly Rainfall Estimates at 0.18 Resolution from Satellite Passive Microwave and Infrared Data" (Insieme di parole chiave)