IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v16y2023i3p1185-d1043207.html
   My bibliography  Save this article

Al-Biruni Earth Radius Optimization Based Algorithm for Improving Prediction of Hybrid Solar Desalination System

Author

Listed:
  • Abdelhameed Ibrahim

    (Computer Engineering and Control Systems Department, Faculty of Engineering, Mansoura University, Mansoura 35516, Egypt)

  • El-Sayed M. El-kenawy

    (Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology, Mansoura 35111, Egypt)

  • A. E. Kabeel

    (Faculty of Engineering, Delta University for Science and Technology, Gamasa 35712, Egypt
    Mechanical Power Engineering Department, Faculty of Engineering, Tanta University, Tanta 31733, Egypt)

  • Faten Khalid Karim

    (Department of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia)

  • Marwa M. Eid

    (Faculty of Artificial Intelligence, Delta University for Science and Technology, Mansoura 35712, Egypt)

  • Abdelaziz A. Abdelhamid

    (Department of Computer Science, College of Computing and Information Technology, Shaqra University, Shaqra 11961, Saudi Arabia
    Department of Computer Science, Faculty of Computer and Information Sciences, Ain Shams University, Cairo 11566, Egypt)

  • Sayed A. Ward

    (Faculty of Engineering, Delta University for Science and Technology, Gamasa 35712, Egypt
    Electrical Engineering Department, Shoubra Faculty of Engineering, Benha University, 108 Shoubra St., Cairo 11629, Egypt)

  • Emad M. S. El-Said

    (Mechanical Engineering Department, Faculty of Engineering, Dameitta University, Damietta 34511, Egypt)

  • M. El-Said

    (Electrical Engineering Department, Faculty of Engineering, Mansoura University, Mansoura 35516, Egypt
    Delta Higher Institute of Engineering and Technology, Mansoura 35111, Egypt)

  • Doaa Sami Khafaga

    (Department of Computer Sciences, College of Computer and Information Sciences, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia)

Abstract

The performance of a hybrid solar desalination system is predicted in this work using an enhanced prediction method based on a supervised machine-learning algorithm. A humidification–dehumidification (HDH) unit and a single-stage flashing evaporation (SSF) unit make up the hybrid solar desalination system. The Al-Biruni Earth Radius (BER) and Particle Swarm Optimization (PSO) algorithms serve as the foundation for the suggested algorithm. Using experimental data, the BER–PSO algorithm is trained and evaluated. The cold fluid and injected air volume flow rates were the algorithms’ inputs, and their outputs were the hot and cold fluids’ outlet temperatures as well as the pressure drop across the heat exchanger. Both the volume mass flow rate of hot fluid and the input temperatures of hot and cold fluids are regarded as constants. The results obtained show the great ability of the proposed BER–PSO method to identify the nonlinear link between operating circumstances and process responses. In addition, compared to the other analyzed models, it offers better statistical performance measures for the prediction of the outlet temperature of hot and cold fluids and pressure drop values.

Suggested Citation

  • Abdelhameed Ibrahim & El-Sayed M. El-kenawy & A. E. Kabeel & Faten Khalid Karim & Marwa M. Eid & Abdelaziz A. Abdelhamid & Sayed A. Ward & Emad M. S. El-Said & M. El-Said & Doaa Sami Khafaga, 2023. "Al-Biruni Earth Radius Optimization Based Algorithm for Improving Prediction of Hybrid Solar Desalination System," Energies, MDPI, vol. 16(3), pages 1-20, January.
    • Handle: RePEc:gam:jeners:v:16:y:2023:i:3:p:1185-:d:1043207
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/16/3/1185/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/16/3/1185/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Kumar R, Reji & Pandey, A.K. & Samykano, M. & Aljafari, Belqasem & Ma, Zhenjun & Bhattacharyya, Suvanjan & Goel, Varun & Ali, Imtiaz & Kothari, Richa & Tyagi, V.V., 2022. "Phase change materials integrated solar desalination system: An innovative approach for sustainable and clean water production and storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    2. El-Sayed M. El-kenawy & Fahad Albalawi & Sayed A. Ward & Sherif S. M. Ghoneim & Marwa M. Eid & Abdelaziz A. Abdelhamid & Nadjem Bailek & Abdelhameed Ibrahim, 2022. "Feature Selection and Classification of Transformer Faults Based on Novel Meta-Heuristic Algorithm," Mathematics, MDPI, vol. 10(17), pages 1-28, September.
    3. El-Sayed M. El-Kenawy & Seyedali Mirjalili & Abdelaziz A. Abdelhamid & Abdelhameed Ibrahim & Nima Khodadadi & Marwa M. Eid, 2022. "Meta-Heuristic Optimization and Keystroke Dynamics for Authentication of Smartphone Users," Mathematics, MDPI, vol. 10(16), pages 1-26, August.
    Full references (including those not matched with items on IDEAS)

    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. Abdul Ghani Olabi & Nabila Shehata & Hussein M. Maghrabie & Lobna A. Heikal & Mohammad Ali Abdelkareem & Shek Mohammod Atiqure Rahman & Sheikh Khaleduzzaman Shah & Enas Taha Sayed, 2022. "Progress in Solar Thermal Systems and Their Role in Achieving the Sustainable Development Goals," Energies, MDPI, vol. 15(24), pages 1-31, December.
    2. Abdelaziz A. Abdelhamid & El-Sayed M. El-Kenawy & Nima Khodadadi & Seyedali Mirjalili & Doaa Sami Khafaga & Amal H. Alharbi & Abdelhameed Ibrahim & Marwa M. Eid & Mohamed Saber, 2022. "Classification of Monkeypox Images Based on Transfer Learning and the Al-Biruni Earth Radius Optimization Algorithm," Mathematics, MDPI, vol. 10(19), pages 1-29, October.
    3. Christy Jackson Joshua & Prassanna Jayachandran & Abdul Quadir Md & Arun Kumar Sivaraman & Kong Fah Tee, 2023. "Clustering, Routing, Scheduling, and Challenges in Bio-Inspired Parameter Tuning of Vehicular Ad Hoc Networks for Environmental Sustainability," Sustainability, MDPI, vol. 15(6), pages 1-19, March.
    4. Abdelaziz A. Abdelhamid & El-Sayed M. El-Kenawy & Fadwa Alrowais & Abdelhameed Ibrahim & Nima Khodadadi & Wei Hong Lim & Nuha Alruwais & Doaa Sami Khafaga, 2022. "Deep Learning with Dipper Throated Optimization Algorithm for Energy Consumption Forecasting in Smart Households," Energies, MDPI, vol. 15(23), pages 1-25, December.
    5. Bonginkosi A. Thango, 2022. "Dissolved Gas Analysis and Application of Artificial Intelligence Technique for Fault Diagnosis in Power Transformers: A South African Case Study," Energies, MDPI, vol. 15(23), pages 1-17, November.
    6. Dubey, Abhayjeet kumar & Sun, Jingyi & Choudhary, Tushar & Dash, Madhusmita & Rakshit, Dibakar & Ansari, M Zahid & Ramakrishna, Seeram & Liu, Yong & Nanda, Himansu Sekhar, 2023. "Emerging phase change materials with improved thermal efficiency for a clean and sustainable environment: An approach towards net zero," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).

    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:gam:jeners:v:16:y:2023:i:3:p:1185-:d:1043207. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.