IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v133y2019icp849-860.html
   My bibliography  Save this article

Takagi Sugeno fuzzy modeling applied to an indirect solar dryer operated in both natural and forced convection

Author

Listed:
  • Zoukit, Ahmed
  • El Ferouali, Hicham
  • Salhi, Issam
  • Doubabi, Said
  • Abdenouri, Naji

Abstract

System modeling is required to develop, analyze and predict the performance of solar facilities. Indirect solar dryers are typical systems as they are nonlinear and operate under floating weather conditions. In this paper, a Takagi-Sugeno fuzzy (TSF) model is used to predict the temperature inside the drying chamber for any season either in natural or forced convection. First, several experimental tests were performed on the studied dryer to establish its static and dynamic characteristics for different weather conditions. Second, measurements of the temperature inside the drying chamber were conducted around some operating points in both natural and forced convection. Around some chosen operating points, linear transfer functions was identified. The TSF system was used to combine all the identified linear models to develop a global one. Experimental tests were set up and used to evaluate the reliability of the developed model. The predicted behaviors are identical to the experimental ones with an RMSE (RMSE%) that remains under 0.4 °C (0.81%) in natural convection and 0.52 °C (1.94%) in forced convection. The developed TSF model leads to predict the thermal behavior in the dryer accurately and in very short time compared to other often used modeling techniques.

Suggested Citation

  • Zoukit, Ahmed & El Ferouali, Hicham & Salhi, Issam & Doubabi, Said & Abdenouri, Naji, 2019. "Takagi Sugeno fuzzy modeling applied to an indirect solar dryer operated in both natural and forced convection," Renewable Energy, Elsevier, vol. 133(C), pages 849-860.
    • Handle: RePEc:eee:renene:v:133:y:2019:i:c:p:849-860
    DOI: 10.1016/j.renene.2018.10.082
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148118312746
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.renene.2018.10.082?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    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. Salhi, Issam & Doubabi, Saïd & Essounbouli, Najib & Hamzaoui, Abdelaziz, 2010. "Application of multi-model control with fuzzy switching to a micro hydro-electrical power plant," Renewable Energy, Elsevier, vol. 35(9), pages 2071-2079.
    2. Ramos, Inês N. & Brandão, Teresa R.S. & Silva, Cristina L.M., 2015. "Simulation of solar drying of grapes using an integrated heat and mass transfer model," Renewable Energy, Elsevier, vol. 81(C), pages 896-902.
    3. Hamdi, Ilhem & Kooli, Sami & Elkhadraoui, Aymen & Azaizia, Zaineb & Abdelhamid, Fadhel & Guizani, Amenallah, 2018. "Experimental study and numerical modeling for drying grapes under solar greenhouse," Renewable Energy, Elsevier, vol. 127(C), pages 936-946.
    4. Shanmugam, V. & Natarajan, E., 2006. "Experimental investigation of forced convection and desiccant integrated solar dryer," Renewable Energy, Elsevier, vol. 31(8), pages 1239-1251.
    5. Natarajan, Karunaraja & Thokchom, Subhaschandra Singh & Verma, Tikendra Nath & Nashine, Prerana, 2017. "Convective solar drying of Vitis vinifera &Momordica charantia using thermal storage materials," Renewable Energy, Elsevier, vol. 113(C), pages 1193-1200.
    6. Sekyere, C.K.K. & Forson, F.K. & Adam, F.W., 2016. "Experimental investigation of the drying characteristics of a mixed mode natural convection solar crop dryer with back up heater," Renewable Energy, Elsevier, vol. 92(C), pages 532-542.
    7. Karthikeyan, A.K. & Murugavelh, S., 2018. "Thin layer drying kinetics and exergy analysis of turmeric (Curcuma longa) in a mixed mode forced convection solar tunnel dryer," Renewable Energy, Elsevier, vol. 128(PA), pages 305-312.
    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. Kong, Decheng & Wang, Yunfeng & Li, Ming & Liang, Jingkang, 2024. "A comprehensive review of hybrid solar dryers integrated with auxiliary energy and units for agricultural products," Energy, Elsevier, vol. 293(C).
    2. Silva, Gisele Mol da & Ferreira, André Guimarães & Coutinho, Rogério Morouço & Maia, Cristiana Brasil, 2021. "Energy and exergy analysis of the drying of corn grains," Renewable Energy, Elsevier, vol. 163(C), pages 1942-1950.
    3. Zoukit, Ahmed & El Ferouali, Hicham & Salhi, Issam & Doubabi, Said & Abdenouri, Naji, 2019. "Simulation, design and experimental performance evaluation of an innovative hybrid solar-gas dryer," Energy, Elsevier, vol. 189(C).

    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. Asim Ahmad & Om Prakash & Anil Kumar & Rajeshwari Chatterjee & Shubham Sharma & Vineet Kumar & Kushagra Kulshreshtha & Changhe Li & Elsayed Mohamed Tag Eldin, 2022. "A Comprehensive State-of-the-Art Review on the Recent Developments in Greenhouse Drying," Energies, MDPI, vol. 15(24), pages 1-42, December.
    2. Afshari, Faraz & Khanlari, Ataollah & Tuncer, Azim Doğuş & Sözen, Adnan & Şahinkesen, İstemihan & Di Nicola, Giovanni, 2021. "Dehumidification of sewage sludge using quonset solar tunnel dryer: An experimental and numerical approach," Renewable Energy, Elsevier, vol. 171(C), pages 784-798.
    3. Saini, Raj Kumar & Saini, Devender Kumar & Gupta, Rajeev & Verma, Piush & Thakur, Robin & Kumar, Sushil & wassouf, Ali, 2023. "Technological development in solar dryers from 2016 to 2021-A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
    4. Atalay, Halil, 2019. "Performance analysis of a solar dryer integrated with the packed bed thermal energy storage (TES) system," Energy, Elsevier, vol. 172(C), pages 1037-1052.
    5. Çiftçi, Erdem & Khanlari, Ataollah & Sözen, Adnan & Aytaç, İpek & Tuncer, Azim Doğuş, 2021. "Energy and exergy analysis of a photovoltaic thermal (PVT) system used in solar dryer: A numerical and experimental investigation," Renewable Energy, Elsevier, vol. 180(C), pages 410-423.
    6. Dake, Rock Aymar & N’Tsoukpoe, Kokouvi Edem & Kuznik, Frédéric & Lèye, Babacar & Ouédraogo, Igor W.K., 2021. "A review on the use of sorption materials in solar dryers," Renewable Energy, Elsevier, vol. 175(C), pages 965-979.
    7. Husham Abdulmalek, Shaymaa & Khalaji Assadi, Morteza & Al-Kayiem, Hussain H. & Gitan, Ali Ahmed, 2018. "A comparative analysis on the uniformity enhancement methods of solar thermal drying," Energy, Elsevier, vol. 148(C), pages 1103-1115.
    8. Abubakar, S. & Umaru, S. & Kaisan, M.U. & Umar, U.A. & Ashok, B. & Nanthagopal, K., 2018. "Development and performance comparison of mixed-mode solar crop dryers with and without thermal storage," Renewable Energy, Elsevier, vol. 128(PA), pages 285-298.
    9. Lakshmi, D.V.N. & Muthukumar, P. & Layek, Apurba & Nayak, Prakash Kumar, 2018. "Drying kinetics and quality analysis of black turmeric (Curcuma caesia) drying in a mixed mode forced convection solar dryer integrated with thermal energy storage," Renewable Energy, Elsevier, vol. 120(C), pages 23-34.
    10. Fudholi, Ahmad & Sopian, Kamaruzzaman, 2019. "A review of solar air flat plate collector for drying application," Renewable and Sustainable Energy Reviews, Elsevier, vol. 102(C), pages 333-345.
    11. EL-Mesery, Hany S. & EL-Seesy, Ahmed I. & Hu, Zicheng & Li, Yang, 2022. "Recent developments in solar drying technology of food and agricultural products: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 157(C).
    12. Singh, Pushpendra & Shrivastava, Vipin & Kumar, Anil, 2018. "Recent developments in greenhouse solar drying: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P3), pages 3250-3262.
    13. Sonthikun, Sonthawi & Chairat, Phaochinnawat & Fardsin, Kitti & Kirirat, Pairoj & Kumar, Anil & Tekasakul, Perapong, 2016. "Computational fluid dynamic analysis of innovative design of solar-biomass hybrid dryer: An experimental validation," Renewable Energy, Elsevier, vol. 92(C), pages 185-191.
    14. Alessandra Cantini & Leonardo Leoni & Filippo De Carlo & Marcello Salvio & Chiara Martini & Fabrizio Martini, 2021. "Technological Energy Efficiency Improvements in Cement Industries," Sustainability, MDPI, vol. 13(7), pages 1-28, March.
    15. Murthy, M.V. Ramana, 2009. "A review of new technologies, models and experimental investigations of solar driers," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(4), pages 835-844, May.
    16. Das, Debayan & Lukose, Leo & Basak, Tanmay, 2018. "Role of multiple solar heaters along the walls for the thermal management during natural convection in square and triangular cavities," Renewable Energy, Elsevier, vol. 121(C), pages 205-229.
    17. Shiva Gorjian & Behnam Hosseingholilou & Laxmikant D. Jathar & Haniyeh Samadi & Samiran Samanta & Atul A. Sagade & Karunesh Kant & Ravishankar Sathyamurthy, 2021. "Recent Advancements in Technical Design and Thermal Performance Enhancement of Solar Greenhouse Dryers," Sustainability, MDPI, vol. 13(13), pages 1-32, June.
    18. Dutta, Pooja & Dutta, Partha Pratim & Kalita, Paragmoni, 2021. "Thermal performance studies for drying of Garcinia pedunculata in a free convection corrugated type of solar dryer," Renewable Energy, Elsevier, vol. 163(C), pages 599-612.
    19. Uk-Hyeon Yeo & Sang-Yeon Lee & Se-Jun Park & Jun-Gyu Kim & Young-Bae Choi & Rack-Woo Kim & Jong Hwa Shin & In-Bok Lee, 2022. "Rooftop Greenhouse: (1) Design and Validation of a BES Model for a Plastic-Covered Greenhouse Considering the Tomato Crop Model and Natural Ventilation Characteristics," Agriculture, MDPI, vol. 12(7), pages 1-25, June.
    20. Ceylin Şirin & Fatih Selimefendigil & Hakan Fehmi Öztop, 2023. "Performance Analysis and Identification of an Indirect Photovoltaic Thermal Dryer with Aluminum Oxide Nano-Embedded Thermal Energy Storage Modification," Sustainability, MDPI, vol. 15(3), pages 1-27, January.

    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:eee:renene:v:133:y:2019:i:c:p:849-860. 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: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    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.