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Analysis of Solar Irradiation Time Series Complexity and Predictability by Combining Kolmogorov Measures and Hamming Distance for La Reunion (France)

Dragutin T. MihailovicÌ
•
Miloud Bessafi
•
MARKOVIÄ , SARA
altro
Anja MihailovicÌ
2018
  • journal article

Periodico
ENTROPY
Abstract
Analysis of daily solar irradiation variability and predictability in space and time important for energy resources planning, development, and management. The natural variability of solar irradiation is being complicated by atmospheric conditions (in particular cloudiness) and orography, which introduce additional complexity into the phenomenological records. To address this question for daily solar irradiation data recorded during the years 2013, 2014 and 201511 stations measuring solar irradiance on La Reunion French tropical Indian Ocean Island, we use set of novel quantitative tools: Kolmogorov complexity (KC) with its derivative associated measures and Hamming distance (HAM) and their combination to assess complexity and corresponding predictability. We find that all half-day (from sunrise to sunset) solar irradiation series exhibit high complexity. However, all of them can be classified into three groups strongly influenced trade winds that circulate in a “flow around” regime: the windward side (trade winds slow down), the leeward side (diurnal thermally-induced circulations dominate) and the coast parallel to trade winds (winds are accelerated due to Venturi effect). We introduce Kolmogorov time (KT) that quantifies the time span beyond which randomness significantly influences predictability.
DOI
10.3390/e20080570
WOS
WOS:000443250500026
Archivio
http://hdl.handle.net/11368/2948411
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-85052238724
https://www.mdpi.com/1099-4300/20/8/570/htm
Diritti
open access
license:creative commons
license uri:http://creativecommons.org/licenses/by/4.0/
FVG url
https://arts.units.it/bitstream/11368/2948411/1/entropy-20-00570.pdf
Soggetti
  • solar irradiation at ...

  • Hamming distance

  • Kolmogorov measure

  • solar power

  • Kolmogorov time

  • solar irradiation pre...

Web of Science© citazioni
9
Data di acquisizione
Mar 24, 2024
Visualizzazioni
3
Data di acquisizione
Apr 19, 2024
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