IDEAS home Printed from https://ideas.repec.org/a/oup/ijlctc/v12y2017i2p84-95..html
   My bibliography  Save this article

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

Author

Listed:
  • 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.
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1093/ijlct/ctw008
    Download Restriction: Access to full text is restricted to subscribers.
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Abdelsalam, Emad & Almomani, Fares & Ashraf, Hafsa & Ibrahim, Shadwa, 2022. "Dual-technology power plant as a potential solution for the clean water and electricity productions: Eritrea case study," Renewable Energy, Elsevier, vol. 201(P1), pages 1050-1060.
    2. Abdelsalam, Emad & Darwish, Omar & Karajeh, Ola & Almomani, Fares & Darweesh, Dirar & Kiswani, Sanad & Omar, Abdullah & Alkisrawi, Malek, 2022. "A classifier to detect best mode for Solar Chimney Power Plant system," Renewable Energy, Elsevier, vol. 197(C), pages 244-256.
    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Kasaeian, A.B. & Molana, Sh. & Rahmani, K. & Wen, D., 2017. "A review on solar chimney systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 954-987.
    2. Weli, Rizgar Bakr & Atrooshi, Soorkeu A. & Schwarze, Ruediger, 2021. "Investigation of the performance parameters of a sloped collector solar chimney model – An adaptation for the North of Iraq," Renewable Energy, Elsevier, vol. 176(C), pages 504-519.
    3. Hooshang, M. & Askari Moghadam, R. & AlizadehNia, S., 2016. "Dynamic response simulation and experiment for gamma-type Stirling engine," Renewable Energy, Elsevier, vol. 86(C), pages 192-205.
    4. Mathias Scheunert & Robin Masser & Abdellah Khodja & Raphael Paul & Karsten Schwalbe & Andreas Fischer & Karl Heinz Hoffmann, 2020. "Power-Optimized Sinusoidal Piston Motion and Its Performance Gain for an Alpha-Type Stirling Engine with Limited Regeneration," Energies, MDPI, vol. 13(17), pages 1-19, September.
    5. Coelho, Igor M. & Coelho, Vitor N. & Luz, Eduardo J. da S. & Ochi, Luiz S. & Guimarães, Frederico G. & Rios, Eyder, 2017. "A GPU deep learning metaheuristic based model for time series forecasting," Applied Energy, Elsevier, vol. 201(C), pages 412-418.
    6. Mahmud, Nasif & Zahedi, A., 2016. "Review of control strategies for voltage regulation of the smart distribution network with high penetration of renewable distributed generation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 582-595.
    7. Gupta, Akhil, 2022. "Power quality evaluation of photovoltaic grid interfaced cascaded H-bridge nine-level multilevel inverter systems using D-STATCOM and UPQC," Energy, Elsevier, vol. 238(PB).
    8. Hu, Siyang & Leung, Dennis Y.C. & Chan, John C.Y., 2017. "Impact of the geometry of divergent chimneys on the power output of a solar chimney power plant," Energy, Elsevier, vol. 120(C), pages 1-11.
    9. Paula Remigio-Carmona & Juan-José González-de-la-Rosa & Olivia Florencias-Oliveros & José-María Sierra-Fernández & Javier Fernández-Morales & Manuel-Jesús Espinosa-Gavira & Agustín Agüera-Pérez & José, 2022. "Current Status and Future Trends of Power Quality Analysis," Energies, MDPI, vol. 15(7), pages 1-18, March.
    10. Zhou, Xinping & Wang, Fang & Ochieng, Reccab M., 2010. "A review of solar chimney power technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(8), pages 2315-2338, October.
    11. Jannesar, Mohammad Rasol & Sedighi, Alireza & Savaghebi, Mehdi & Guerrero, Josep M., 2018. "Optimal placement, sizing, and daily charge/discharge of battery energy storage in low voltage distribution network with high photovoltaic penetration," Applied Energy, Elsevier, vol. 226(C), pages 957-966.
    12. Misael Lopez-Ramirez & Eduardo Cabal-Yepez & Luis M. Ledesma-Carrillo & Homero Miranda-Vidales & Carlos Rodriguez-Donate & Rocio A. Lizarraga-Morales, 2018. "FPGA-Based Online PQD Detection and Classification through DWT, Mathematical Morphology and SVD," Energies, MDPI, vol. 11(4), pages 1-15, March.
    13. Mojtaba Alborzi & Faramarz Sarhaddi & Fatemeh Sobhnamayan, 2019. "Optimization of the thermal lag Stirling engine performance," Energy & Environment, , vol. 30(1), pages 156-175, February.
    14. Rabehi, Rayan & Chaker, Abla & Ming, Tingzhen & Gong, Tingrui, 2018. "Numerical simulation of solar chimney power plant adopting the fan model," Renewable Energy, Elsevier, vol. 126(C), pages 1093-1101.
    15. Ming, Tingzhen & Wu, Yongjia & de_Richter, Renaud K. & Liu, Wei & Sherif, S.A., 2017. "Solar updraft power plant system: A brief review and a case study on a new system with radial partition walls in its collector," Renewable and Sustainable Energy Reviews, Elsevier, vol. 69(C), pages 472-487.
    16. Vavilapalli, Sridhar & Umashankar, S. & Sanjeevikumar, P. & Ramachandaramurthy, Vigna K. & Mihet-Popa, Lucian & Fedák, Viliam, 2018. "Three-stage control architecture for cascaded H-Bridge inverters in large-scale PV systems – Real time simulation validation," Applied Energy, Elsevier, vol. 229(C), pages 1111-1127.
    17. Muttqi, Kashem M. & Aghaei, Jamshid & Askarpour, Mohammad & Ganapathy, Velappa, 2017. "Minimizing the steady-state impediments to solar photovoltaics," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 1329-1345.
    18. Boza, Pal & Evgeniou, Theodoros, 2021. "Artificial intelligence to support the integration of variable renewable energy sources to the power system," Applied Energy, Elsevier, vol. 290(C).
    19. Hu, Siyang & Leung, Dennis Y.C. & Chan, John C.Y., 2017. "Numerical modelling and comparison of the performance of diffuser-type solar chimneys for power generation," Applied Energy, Elsevier, vol. 204(C), pages 948-957.
    20. Erdem Cuce, 2022. "Dependence of electrical power output on collector size in Manzanares solar chimney power plant: an investigation for thermodynamic limits [Solar chimney power plants: a review of the concepts, des," International Journal of Low-Carbon Technologies, Oxford University Press, vol. 17, pages 1223-1231.

    More about this item

    Keywords

    solar chimney; collector; ICA; HGAPSO;
    All these keywords.

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:oup:ijlctc:v:12:y:2017:i:2:p:84-95.. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Oxford University Press (email available below). General contact details of provider: https://academic.oup.com/ijlct .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.