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Optimization of Caper Drying Using Response Surface Methodology and Artificial Neural Networks for Energy Efficiency Characteristics

Author

Listed:
  • Hasan Demir

    (Department of Chemical Engineering, Osmaniye Korkut Ata University, 80000 Osmaniye, Türkiye)

  • Hande Demir

    (Department of Food Engineering, Osmaniye Korkut Ata University, 80000 Osmaniye, Türkiye)

  • Biljana Lončar

    (Faculty of Technology Novi Sad, University of Novi Sad, Bul. Cara Lazara 1, 21000 Novi Sad, Serbia)

  • Lato Pezo

    (Institute of General and Physical Chemistry, University of Belgrade, Studentski Trg 12-16, 11000 Belgrade, Serbia)

  • Ivan Brandić

    (Faculty of Agriculture, University of Zagreb, Svetosimunska cesta 25, 10000 Zagreb, Croatia)

  • Neven Voća

    (Faculty of Agriculture, University of Zagreb, Svetosimunska cesta 25, 10000 Zagreb, Croatia)

  • Fatma Yilmaz

    (Graduate School of Natural and Applied Sciences, Osmaniye Korkut Ata University, 80000 Osmaniye, Türkiye)

Abstract

One of the essential factors for the selection of the drying process is energy consumption. This study intended to optimize the drying treatment of capers using convection (CD), refractive window (RWD), and vacuum drying (VD) combined with ultrasonic pretreatment by a comparative approach among artificial neural networks (ANN) and response surface methodology (RSM) focusing on the specific energy consumption (SEC). For this purpose, the effects of drying temperature (50, 60, 70 °C), ultrasonication time (0, 20, 40 min), and drying method (RWD, CD, VD) on the SEC value (MJ/g) were tested using a face-centered central composite design (FCCD). RSM ( R 2 : 0.938) determined the optimum drying-temperature–ultrasonication-time values that minimize SEC as; 50 °C-35.5 min, 70 °C-40 min and 70 °C-24 min for RWD, CD and VD, respectively. The conduct of the ANN model is evidenced by the correlation coefficient for training (0.976), testing (0.971) and validation (0.972), which shows the high suitability of the model for optimising specific energy consumption (SEC).

Suggested Citation

  • Hasan Demir & Hande Demir & Biljana Lončar & Lato Pezo & Ivan Brandić & Neven Voća & Fatma Yilmaz, 2023. "Optimization of Caper Drying Using Response Surface Methodology and Artificial Neural Networks for Energy Efficiency Characteristics," Energies, MDPI, vol. 16(4), pages 1-14, February.
    • Handle: RePEc:gam:jeners:v:16:y:2023:i:4:p:1687-:d:1061521
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    References listed on IDEAS

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    1. Motevali, Ali & Minaei, Saeid & Khoshtaghaza, Mohammad Hadi & Amirnejat, Hamed, 2011. "Comparison of energy consumption and specific energy requirements of different methods for drying mushroom slices," Energy, Elsevier, vol. 36(11), pages 6433-6441.
    2. Cor-Jacques Kat & Pieter Schalk Els, 2012. "Validation metric based on relative error," Mathematical and Computer Modelling of Dynamical Systems, Taylor & Francis Journals, vol. 18(5), pages 487-520, January.
    3. Hany S. EL-Mesery & Abd El-Fatah Abomohra & Chan-Ung Kang & Ji-Kwang Cheon & Bikram Basak & Byong-Hun Jeon, 2019. "Evaluation of Infrared Radiation Combined with Hot Air Convection for Energy-Efficient Drying of Biomass," Energies, MDPI, vol. 12(14), pages 1-15, July.
    4. Eda Puntarić & Lato Pezo & Željka Zgorelec & Jerko Gunjača & Dajana Kučić Grgić & Neven Voća, 2022. "Prediction of the Production of Separated Municipal Solid Waste by Artificial Neural Networks in Croatia and the European Union," Sustainability, MDPI, vol. 14(16), pages 1-13, August.
    5. Kamil Roman & Jan Barwicki & Witold Rzodkiewicz & Mariusz Dawidowski, 2021. "Evaluation of Mechanical and Energetic Properties of the Forest Residues Shredded Chips during Briquetting Process," Energies, MDPI, vol. 14(11), pages 1-11, June.
    6. Wilmsmeier, Gordon & Sanchez, Ricardo J., 2009. "The relevance of international transport costs on food prices: Endogenous and exogenous effects," Research in Transportation Economics, Elsevier, vol. 25(1), pages 56-66.
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