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Neural Networks and Sea Time Series
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Neural Networks and Sea Time Series

Neural Networks and Sea Time Series

Reconstruction and Extreme-Event Analysis

Brunello Tirozzi, Silvia Puca, Stefano Pittalis, Antonello Bruschi, Sara Morucci, Enrico Ferraro, Stefano Corsini - Collection Modeling and Simulation Science, Engineering and Technology

192 pages, parution le 28/02/2005

Résumé

Increasingly, neural networks are used and implemented in a wide range of fields and have become useful tools in probabilistic analysis and prediction theory. This book-unique in the literature-studies the application of neural networks to the analysis of time series of sea data, namely significant wave heights and sea levels. The particular problem examined as a starting point is the reconstruction of missing data, a general problem that appears in many cases of data analysis.

Specific topics covered include:

  • Presentation of general information on the phenomenology of waves and tides, as well as related technical details of various measuring processes used in the study
  • Description of the model of wind waves (WAM) used to determine the spectral function of waves and predict the behavior of SWH (significant wave heights); a comparison is made of the reconstruction of SWH time series obtained by means of neural network algorithms versus SWH computed by WAM
  • Principles of artificial neural networks, approximation theory, and extreme-value theory necessary to understand the main applications of the book.
  • Application of artificial neural networks (ANN) to reconstruct SWH and sea levels (SL)
  • Comparison of the ANN approach and the approximation operator approach, displaying the advantages of ANN
  • Examination of extreme-event analysis applied to the time series of sea data in specific locations
  • Generalizations of ANN to treat analogous problems for other types of phenomena and data

This book, a careful blend of theory and applications, is an excellent introduction to the use of ANN, which may encourage readers to try analogous approaches in other important application areas. Researchers, practitioners, and advanced graduate students in neural networks, hydraulic and marine engineering, prediction theory, and data analysis will benefit from the results and novel ideas presented in this useful resource.

Written for: Researchers, practitioners, and advanced graduate students in neural networks, hydraulic and marine engineering, prediction theory, and data analysis

Sommaire

  • Introduction
  • Basic Notions on Waves and Tides
  • The Wave Amplitude Model
  • Artificial Neural Networks
  • Approximation Theory
  • Extreme-Value Theory
  • Application of ANN to Sea Time Series
  • Application of Approximation Theory and ARIMA Models
  • Extreme-Event Analysis
  • Generalization to Other Phenomena
  • Conclusions
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Caractéristiques techniques

  PAPIER
Éditeur(s) Birkhäuser
Auteur(s) Brunello Tirozzi, Silvia Puca, Stefano Pittalis, Antonello Bruschi, Sara Morucci, Enrico Ferraro, Stefano Corsini
Collection Modeling and Simulation Science, Engineering and Technology
Parution 28/02/2005
Nb. de pages 192
Format 16 x 24,5
Couverture Relié
Poids 375g
Intérieur Noir et Blanc
EAN13 9780817643478
ISBN13 978-0-8176-4347-8

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