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Nonlinear Modeling of Solar Radiation and Wind Speed Time Series

Luigi Fortuna author Giuseppe Nunnari author Silvia Nunnari author

Format:Paperback

Publisher:Springer International Publishing AG

Published:28th Jun '16

Currently unavailable, and unfortunately no date known when it will be back

Nonlinear Modeling of Solar Radiation and Wind Speed Time Series cover

This brief is a clear, concise description of the main techniques of time series analysis —stationary, autocorrelation, mutual information, fractal and multifractal analysis, chaos analysis, etc.— as they are applied to the influence of wind speed and solar radiation on the production of electrical energy from these renewable sources. The problem of implementing prediction models is addressed by using the embedding-phase-space approach: a powerful technique for the modeling of complex systems. Readers are also guided in applying the main machine learning techniques for classification of the patterns hidden in their time series and so will be able to perform statistical analyses that are not possible by using conventional techniques.

The conceptual exposition avoids unnecessary mathematical details and focuses on concrete examples in order to ensure a better understanding of the proposed techniques.

Results are well-illustrated by figures and tab

ISBN: 9783319387635

Dimensions: unknown

Weight: 1883g

98 pages

1st ed. 2016