Pressure-based Forecasting of Next-day Solar Energy Availability Using Evolutionary Fuzzy Rules
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F15%3A86096635" target="_blank" >RIV/61989100:27240/15:86096635 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/FUZZ-IEEE.2015.7337938" target="_blank" >http://dx.doi.org/10.1109/FUZZ-IEEE.2015.7337938</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/FUZZ-IEEE.2015.7337938" target="_blank" >10.1109/FUZZ-IEEE.2015.7337938</a>
Alternative languages
Result language
angličtina
Original language name
Pressure-based Forecasting of Next-day Solar Energy Availability Using Evolutionary Fuzzy Rules
Original language description
Prediction of solar energy availability is an important part of a number of applications, from weather and climate modeling, to forecasting power output of photovoltaic cells. This work proposes and evaluates the use of evolutionary fuzzy rules, discovered by genetic programming, for accurate and inexpensive forecasting of next day available solar energy, based solely on atmospheric pressure. The use of only one meteorological variable simplifies the collection, storage and prediction tasks, making thisapproach suitable for a number of hardware-limited applications. The proposed forecasting system uses a time series of pressure values for the hours leading up to the sunrise of the day for which predictions are made. The pressure values and their differences are submitted to the evolutionary optimizer that combines these values into simple fuzzy rules. The resulting rule set provides predictions that are a substantial improvement over simple analytical estimates. The results of pressur
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
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Continuities
S - Specificky vyzkum na vysokych skolach
Others
Publication year
2015
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Fuzzy Systems : proceedings : August 2-5, 2015, Istanbul, Turkey
ISBN
978-1-4673-7428-6
ISSN
1544-5615
e-ISSN
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Number of pages
8
Pages from-to
1 - 8
Publisher name
IEEE
Place of publication
Danvers
Event location
Istanbul
Event date
Aug 2, 2015
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000370288300139