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Evolving ICA and HGAPSO algorithms for prediction of outlet temperatures of constructed solar chimney

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  • Mehran Ghalamchi
  • Alibakhsh Kasaeian
  • Mohammad Hossein Ahmadi
  • Mehrdad Ghalamchi

Abstract

A small-scale experimental solar chimney consisted of a 3 m diameter air collector and a 2 m tall chimney was built. The absorber and fluid temperatures were recorded based on the practical weather conditions, and the experimental data were evaluated by a hybrid of genetic algorithm with particle swarm optimization (HGAPSO). In next step, imperialist competitive algorithm (ICA) method was applied as an artificial intelligence approach to forecast the temperature changes due to radiation variations. In this case, a data set of 1000 condition parameters for 30 days operation of solar chimney was used, which include eight and four sensors for input and output variables, respectively. Finally, according to the value correlation coefficient (R2) and the mean square error, the results of the trained networks were reported and the temperature prediction was done with high accuracy. The results showed that the solar chimney's experimental data were qualified with no noise.

Suggested Citation

  • Mehran Ghalamchi & Alibakhsh Kasaeian & Mohammad Hossein Ahmadi & Mehrdad Ghalamchi, 2017. "Evolving ICA and HGAPSO algorithms for prediction of outlet temperatures of constructed solar chimney," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 12(2), pages 84-95.
    • Handle: RePEc:oup:ijlctc:v:12:y:2017:i:2:p:84-95.
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    References listed on IDEAS

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    1. Zhou, Xinping & Yang, Jiakuan & Xiao, Bo & Hou, Guoxiang, 2007. "Simulation of a pilot solar chimney thermal power generating equipment," Renewable Energy, Elsevier, vol. 32(10), pages 1637-1644.
    2. Koonsrisuk, Atit & Chitsomboon, Tawit, 2013. "Effects of flow area changes on the potential of solar chimney power plants," Energy, Elsevier, vol. 51(C), pages 400-406.
    3. N. L. Panwar & S. C. Kaushik & Surendra Kothari, 2016. "Thermal modeling and experimental validation of solar tunnel dryer: a clean energy option for drying surgical cotton," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 11(1), pages 16-28.
    4. Kow, Ken Weng & Wong, Yee Wan & Rajkumar, Rajparthiban Kumar & Rajkumar, Rajprasad Kumar, 2016. "A review on performance of artificial intelligence and conventional method in mitigating PV grid-tied related power quality events," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 334-346.
    5. Wenhua Wang & Lingen Chen & Fengrui Sun, 2016. "Thermodynamic optimization of a triple-shaft open intercooled, recuperated gas turbine cycle. Part 2: power and efficiency optimization," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 11(1), pages 29-34.
    6. Hooshang, M. & Askari Moghadam, R. & Alizadeh Nia, S. & Masouleh, M. Tale, 2015. "Optimization of Stirling engine design parameters using neural networks," Renewable Energy, Elsevier, vol. 74(C), pages 855-866.
    7. K. R. Ranjan & S. C. Kaushik, 2016. "Economic feasibility evaluation of solar distillation systems based on the equivalent cost of environmental degradation and high-grade energy savings," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 11(1), pages 8-15.
    8. Lingen Chen & Wenhua Wang & Fengrui Sun, 2016. "Thermodynamic optimization of a triple-shaft open intercooled-recuperated gas turbine cycle. Part 1: description and modeling," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 11(1), pages 1-7.
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    3. Emad Abdelsalam & Fares Almomani & Feras Kafiah & Eyad Almaitta & Muhammad Tawalbeh & Asma Khasawneh & Dareen Habash & Abdullah Omar & Malek Alkasrawi, 2021. "A New Sustainable and Novel Hybrid Solar Chimney Power Plant Design for Power Generation and Seawater Desalination," Sustainability, MDPI, vol. 13(21), pages 1-24, November.

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    Keywords

    solar chimney; collector; ICA; HGAPSO;
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