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Nonlinear Modeling of Solar Radiation and Wind Speed Time Series (Paperback, 1st ed. 2016)
Loot Price: R1,860
Discovery Miles 18 600
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Nonlinear Modeling of Solar Radiation and Wind Speed Time Series (Paperback, 1st ed. 2016)
Series: SpringerBriefs in Energy
Expected to ship within 10 - 15 working days
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Total price: R1,880
Discovery Miles: 18 800
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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 tables.
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