Combining multiscale filtering and neural networks for local rainfall forecast

Buendia Buendia, Fulgencio; Buendía Moya, Gabriel y Andina de la Fuente, Diego (2017). Combining multiscale filtering and neural networks for local rainfall forecast. "Lecture Notes in Computer Science", v. 10338 (n. 2); pp. 481-490. ISSN 0302-9743. https://doi.org/10.1007/978-3-319-59773-7 49.

Descripción

Título: Combining multiscale filtering and neural networks for local rainfall forecast
Autor/es:
  • Buendia Buendia, Fulgencio
  • Buendía Moya, Gabriel
  • Andina de la Fuente, Diego
Tipo de Documento: Artículo
Título de Revista/Publicación: Lecture Notes in Computer Science
Fecha: 2017
Volumen: 10338
Materias:
Palabras Clave Informales: Rainfall, Forecast, Wavelet, Neural networks, Multi- spectral analysis
Escuela: E.T.S.I. Telecomunicación (UPM)
Departamento: Señales, Sistemas y Radiocomunicaciones
Licencias Creative Commons: Reconocimiento - Sin obra derivada - No comercial

Texto completo

[img]
Vista Previa
PDF (Document Portable Format) - Se necesita un visor de ficheros PDF, como GSview, Xpdf o Adobe Acrobat Reader
Descargar (1MB) | Vista Previa

Resumen

Rainfall is one of the most important events of human life and society. Some rainfall phenomena like floods or hailstone are a threat to agriculture, business and even life. Predicting the weather has emerged as one of the most important areas of scientific endeavour. Nowadays, there is a big effort and great developments in long and mid-term rainfall forecasts, where qualitative improvements have been obtained both in forecasts and verification. This work proposes a diverse local rainfall forecasting system, using a long term local measurements registry. The forecast is performed estimating pressure time series and processing them with multispectral wavelet analysis and Neural Networks. The aim of the study is to provide complementary criteria based on the observed pressure wave pattern repetition. This method was proposed by expert meteorologists after observing these events during 40 years.

Más información

ID de Registro: 50050
Identificador DC: http://oa.upm.es/50050/
Identificador OAI: oai:oa.upm.es:50050
Identificador DOI: 10.1007/978-3-319-59773-7 49
Depositado por: Memoria Investigacion
Depositado el: 21 Abr 2018 07:51
Ultima Modificación: 21 Abr 2018 07:51
  • InvestigaM
  • GEO_UP4
  • Open Access
  • Open Access
  • Sherpa-Romeo
    Compruebe si la revista anglosajona en la que ha publicado un artículo permite también su publicación en abierto.
  • Dulcinea
    Compruebe si la revista española en la que ha publicado un artículo permite también su publicación en abierto.
  • Recolecta
  • Observatorio I+D+i UPM
  • OpenCourseWare UPM