Solar radiation prediction using multi-gene genetic programming approach
Created by W.Langdon from
gp-bibliography.bib Revision:1.7964
- @Article{Citakoglu:2020:TAC,
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author = "Hatice Citakoglu and Bilal Babayigit and
Nese Acanal Haktanir",
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title = "Solar radiation prediction using multi-gene genetic
programming approach",
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journal = "Theoretical and Applied Climatology",
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year = "2020",
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volume = "142",
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pages = "885--897",
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keywords = "genetic algorithms, genetic programming, Multi-gene
genetic programming, Solar radiation, Empirical
equations, Turkey",
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URL = "https://avesis.erciyes.edu.tr/publication/details/2c40546c-794d-4d59-98b3-87a478e63ac9/solar-radiation-prediction-using-multi-gene-genetic-programming-approach",
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URL = "https://rdcu.be/c2XJM",
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DOI = "doi:10.1007/s00704-020-03356-4",
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size = "13 pages",
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abstract = "Accurate estimation of solar radiation both spatially
and temporally is important for engineering studies
related to climate and energy. The multi-gene genetic
programming (MGGP) is proposed as a new compact method
for this purpose, which is verified to yield more
accurate solar radiation estimations in Turkey.
Meteorological data such as extraterrestrial solar
radiation, sunshine duration, mean of monthly maximum
sunny hours, long-term mean of monthly maximum air
temperatures, long-term mean of monthly minimum air
temperatures, monthly mean air temperature, and monthly
mean moisture data are selected as the MGGP model
inputs. In the prediction models, the meteorological
data measured from 163 stations in seven climate areas
of Turkey over the period 1975 to 2015 are used. The
MGGP model results for solar radiation prediction are
found to be more accurate than the values given by some
conventional empirical equations such as Abdalla,
Angstrom, and Hargreaves-Samani. The performance of
MGGP is also assessed for Turkey by single-data and
multi-data models. The multi-data models of MGGP and
the calibrated empirical equations are found to be more
successful than the single-data models for solar
radiation prediction.",
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notes = "Department of Civil Engineering, Erciyes University,
Kayseri, Turkey",
- }
Genetic Programming entries for
Hatice Citakoglu
Bilal Babayigit
Nese Acanal Haktanir
Citations