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Modelling of an ICS solar water heater using artificial neural networks and TRNSYS

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  • Souliotis, M.
  • Kalogirou, S.
  • Tripanagnostopoulos, Y.

Abstract

A study, in which a suitable artificial neural network (ANN) and TRNSYS are combined in order to predict the performance of an Integrated Collector Storage (ICS) prototype, is presented. Experimental data that have been collected from outdoor tests of an ICS solar water heater with cylindrical water storage tank inside a CPC reflector trough were used to train the ANN. The ANN is then used through the Excel interface (Type 62) in TRNSYS to model the annual performance of the system by running the model with the values of a typical meteorological year for Athens, Greece. In this way the specific capabilities of both approaches are combined, i.e., use of the radiation processing and modelling power of TRNSYS together with the “black box” modelling approach of ANNs. The details of the calculation steps of both methods that aim to perform an accurate prediction of the system performance are presented and it is shown that this new method can be used effectively for such predictions.

Suggested Citation

  • Souliotis, M. & Kalogirou, S. & Tripanagnostopoulos, Y., 2009. "Modelling of an ICS solar water heater using artificial neural networks and TRNSYS," Renewable Energy, Elsevier, vol. 34(5), pages 1333-1339.
    • Handle: RePEc:eee:renene:v:34:y:2009:i:5:p:1333-1339
    DOI: 10.1016/j.renene.2008.09.007
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    References listed on IDEAS

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    1. Tripanagnostopoulos, Y. & Souliotis, M. & Nousia, Th., 1999. "Solar ICS systems with two cylindrical storage tanks," Renewable Energy, Elsevier, vol. 16(1), pages 665-668.
    2. Kalogirou, Soteris A., 2000. "Applications of artificial neural-networks for energy systems," Applied Energy, Elsevier, vol. 67(1-2), pages 17-35, September.
    3. Tripanagnostopoulos, Y. & Souliotis, M., 2004. "ICS solar systems with horizontal cylindrical storage tank and reflector of CPC or involute geometry," Renewable Energy, Elsevier, vol. 29(1), pages 13-38.
    4. Tripanagnostopoulos, Y. & Souliotis, M., 2004. "Integrated collector storage solar systems with asymmetric CPC reflectors," Renewable Energy, Elsevier, vol. 29(2), pages 223-248.
    5. Souliotis, M. & Tripanagnostopoulos, Y., 2008. "Study of the distribution of the absorbed solar radiation on the performance of a CPC-type ICS water heater," Renewable Energy, Elsevier, vol. 33(5), pages 846-858.
    6. Şencan, Arzu & Yakut, Kemal A. & Kalogirou, Soteris A., 2006. "Thermodynamic analysis of absorption systems using artificial neural network," Renewable Energy, Elsevier, vol. 31(1), pages 29-43.
    7. Tripanagnostopoulos, Y. & Souliotis, M., 2004. "ICS solar systems with horizontal (E–W) and vertical (N–S) cylindrical water storage tank," Renewable Energy, Elsevier, vol. 29(1), pages 73-96.
    8. Kalogirou, Soteris A., 1999. "Performance enhancement of an integrated collector storage hot water system," Renewable Energy, Elsevier, vol. 16(1), pages 652-655.
    9. Smyth, M. & Eames, P.C. & Norton, B., 2006. "Integrated collector storage solar water heaters," Renewable and Sustainable Energy Reviews, Elsevier, vol. 10(6), pages 503-538, December.
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    Cited by:

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    2. Devanarayanan, K. & Kalidasa Murugavel, K., 2014. "Integrated collector storage solar water heater with compound parabolic concentrator – development and progress," Renewable and Sustainable Energy Reviews, Elsevier, vol. 39(C), pages 51-64.
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    4. Souliotis, Manolis & Papaefthimiou, Spiros & Caouris, Yiannis G. & Zacharopoulos, Aggelos & Quinlan, Patrick & Smyth, Mervyn, 2017. "Integrated collector storage solar water heater under partial vacuum," Energy, Elsevier, vol. 139(C), pages 991-1002.
    5. Gautam, Abhishek & Chamoli, Sunil & Kumar, Alok & Singh, Satyendra, 2017. "A review on technical improvements, economic feasibility and world scenario of solar water heating system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 68(P1), pages 541-562.
    6. He, Zhaoyu & Guo, Weimin & Zhang, Peng, 2022. "Performance prediction, optimal design and operational control of thermal energy storage using artificial intelligence methods," Renewable and Sustainable Energy Reviews, Elsevier, vol. 156(C).
    7. Singh, Ramkishore & Lazarus, Ian J. & Souliotis, Manolis, 2016. "Recent developments in integrated collector storage (ICS) solar water heaters: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 270-298.
    8. Connolly, D. & Lund, H. & Mathiesen, B.V. & Leahy, M., 2010. "A review of computer tools for analysing the integration of renewable energy into various energy systems," Applied Energy, Elsevier, vol. 87(4), pages 1059-1082, April.
    9. Shrivastava, R.L. & Vinod Kumar, & Untawale, S.P., 2017. "Modeling and simulation of solar water heater: A TRNSYS perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 126-143.
    10. Hang, Yin & Du, Lili & Qu, Ming & Peeta, Srinivas, 2013. "Multi-objective optimization of integrated solar absorption cooling and heating systems for medium-sized office buildings," Renewable Energy, Elsevier, vol. 52(C), pages 67-78.
    11. Souliotis, M. & Chemisana, D. & Caouris, Y.G. & Tripanagnostopoulos, Y., 2013. "Experimental study of integrated collector storage solar water heaters," Renewable Energy, Elsevier, vol. 50(C), pages 1083-1094.
    12. Jha, Sunil Kr. & Bilalovic, Jasmin & Jha, Anju & Patel, Nilesh & Zhang, Han, 2017. "Renewable energy: Present research and future scope of Artificial Intelligence," Renewable and Sustainable Energy Reviews, Elsevier, vol. 77(C), pages 297-317.
    13. Liu, Ming & Saman, Wasim & Bruno, Frank, 2014. "Computer simulation with TRNSYS for a mobile refrigeration system incorporating a phase change thermal storage unit," Applied Energy, Elsevier, vol. 132(C), pages 226-235.
    14. Heng, Shye Yunn & Asako, Yutaka & Suwa, Tohru & Nagasaka, Ken, 2019. "Transient thermal prediction methodology for parabolic trough solar collector tube using artificial neural network," Renewable Energy, Elsevier, vol. 131(C), pages 168-179.
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    16. Kessentini, Hamdi & Bouden, Chiheb, 2013. "Numerical and experimental study of an integrated solar collector with CPC reflectors," Renewable Energy, Elsevier, vol. 57(C), pages 577-586.

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