Modelling and optimisation of biodiesel production using waste cooking oil using the response surface methodology

References

• Abu-Ghazala, A. H., H. H. Abdelhady, A. A. Mazhar, and M. S. El-Deab. 2022. “Valorization of Hazard Waste: Efficient Utilization of White Brick Waste Powder in the Catalytic Production of Biodiesel from Waste Cooking oil via RSM Optimization Process.” Renewable Energy 200:1120–1133. https://doi.org/10.1016/j.renene.2022.10.045.
   Web of Science ®Google Scholar
• Al-Sheikh, I., and J. A. Yamin. 2019. “Modeling and Optimization of Jojoba oil Extraction Yield Using Response Surface Methodology.” Journal of Pharmacy & Pharmacognosy Research 7 (5): 367–380. https://doi.org/10.56499/jppres19.538_7.5.367.
   Web of Science ®Google Scholar
• Aurtherson, P. B., B. T. Nalla, K. Srinivasan, K. Mehar, and Y. Devarajan. 2023. “Biofuel Production from Novel Prunus Domestica Kernel oil: Process Optimization Technique.” Biomass Conversion and Biorefinery 13 (7): 6249–6255. https://doi.org/10.1007/s13399-021-01551-5.
   Web of Science ®Google Scholar
• Betiku, E., A. S. Osunleke, V. O. Odude, A. Bamimore, B. Oladipo, A. A. Okeleye, and N. B. Ishola. 2021. “Performance Evaluation of Adaptive Neuro-Fuzzy Inference System, Artificial Neural Network and Response Surface Methodology in Modeling Biodiesel Synthesis from Palm Kernel oil by Transesterification.” Biofuels 12 (3): 339–354. https://doi.org/10.1080/17597269.2018.1472980.
   Google Scholar
• Bora, A. P., L. D. Konda, S. Pasupuleti, and K. S. Durbha. 2022. “Synthesis of MgO/MgSO4 Nanocatalyst by Thiourea–Nitrate Solution Combustion for Biodiesel Production from Waste Cooking oil.” Renewable Energy 190:474–486. https://doi.org/10.1016/j.renene.2022.03.127.
   Web of Science ®Google Scholar
• Demirbas, A. 2005. “Biodiesel Production from Vegetable Oils via Catalytic and Non-Catalytic Supercritical Methanol Transesterification Methods.” Progress in Energy and Combustion Science 31 (5-6): 466–487. https://doi.org/10.1016/j.pecs.2005.09.001.
   Web of Science ®Google Scholar
• Dharmalingam, B., S. Balamurugan, U. Wetwatana, V. Tongnan, C. Sekhar, B. Paramasivam, K. Cheenkachorn, A. Tawai, and M. Sriariyanun. 2023. “Comparison of Neural Network and Response Surface Methodology Techniques on Optimization of Biodiesel Production from Mixed Waste Cooking oil Using Heterogeneous Biocatalyst.” Fuel 340:127503. https://doi.org/10.1016/j.fuel.2023.127503.
   Web of Science ®Google Scholar
• Duz, M. Z., A. Saydut, and G. Ozturk. 2011. “Alkali Catalyzed Transesterification of Safflower Seed oil Assisted by Microwave Irradiation.” Fuel Processing Technology 92 (3): 308–313. https://doi.org/10.1016/j.fuproc.2010.09.020.
   Web of Science ®Google Scholar
• Fernández, C. M., J. R. María, P. Ángel. 2010. “Production of biodiesel from winery waste: extraction, refining and transesterification of grape seed oil.” Bioresource Technology 101 (18): 7019–7024. https://doi.org/10.1016/j.biortech.2010.04.014.
   Web of Science ®Google Scholar
• Gui, M. M., K. T. Lee, and S. Bhatia. 2008. “Feasibility of Edible oil vs. non-Edible oil vs. Waste Edible oil as Biodiesel Feedstock.” Energy 33 (11): 1646–1653. https://doi.org/10.1016/j.energy.2008.06.002.
   Web of Science ®Google Scholar
• Gülüm, M., M. K. Yesilyurt, and A. Bilgin. 2020. “The Modeling and Analysis of Transesterification Reaction Conditions in the Selection of Optimal Biodiesel Yield and Viscosity.” Environmental Science and Pollution Research 27:10351–10366. https://doi.org/10.1007/s11356-019-07473-0.
   PubMed Web of Science ®Google Scholar
• Gunawan, S., H. W. Wasista, K. Kuswandi, A. Widjaja, and Y. H. Ju. 2014. “The Utilization of Xylocarpus Moluccensis Seed oil as Biodiesel Feedstock in Indonesia.” Industrial Crops and Products 52:286–291. https://doi.org/10.1016/j.indcrop.2013.10.039.
   Web of Science ®Google Scholar
• Helmi, F., M. Helmi, and A. Hemmati. 2022. “Phosphomolybdic Acid/Chitosan as Acid Solid Catalyst Using for Biodiesel Production from Pomegranate Seed oil via Microwave Heating System: Rsm Optimization and Kinetic Study.” Renewable Energy 189:881–898. https://doi.org/10.1016/j.renene.2022.02.123.
   Web of Science ®Google Scholar
• Kennedy, M. C., and A. O'Hagan. 2001. “Bayesian Calibration of Computer Models.” Journal of the Royal Statistical Society Series B: Statistical Methodology 63 (3): 425–464. https://doi.org/10.1111/1467-9868.00294.
   Web of Science ®Google Scholar
• Kolakoti, A., M. Setiyo, and M. L. Rochman. 2022. “A Green Heterogeneous Catalyst Production and Characterization for Biodiesel Production Using RSM and ANN Approach.” International Journal of Renewable Energy Development 11 (3): 703–712. https://doi.org/10.14710/ijred.2022.43627.
   Google Scholar
• Kumar, S., V. Fore, J. Singh, A. Nainwal, and G. K. Malik. 2023, February. “Comparative Study Using RSM ANN and SVM Modelling for Biodiesel Production from Karanja oil by Developed Microwave set up.” In 2023 1st International Conference on Intelligent Computing and Research Trends (ICRT) (pp. 1–16). IEEE. https://doi.org/10.1109/ICRT57042.2023.10146623.
   Google Scholar
• Muhammad, G., A. D. P. Ngatcha, Y. Lv, W. Xiong, Y. A. El-Badry, E. Asmatulu, J. Xu, and M. A. Alam. 2022. “Enhanced Biodiesel Production from wet Microalgae Biomass Optimized via Response Surface Methodology and Artificial Neural Network.” Renewable Energy 184:753–764. https://doi.org/10.1016/j.renene.2021.11.091.
   Web of Science ®Google Scholar
• Ngige, G. A., P. E. Ovuoraye, C. A. Igwegbe, E. Fetahi, J. A. Okeke, A. D. Yakubu, and P. C. Onyechi. 2023. “RSM Optimization and Yield Prediction for Biodiesel Produced from Alkali-Catalytic Transesterification of Pawpaw Seed Extract: Thermodynamics, Kinetics, and Multiple Linear Regression Analysis.” Digital Chemical Engineering 6:100066. https://doi.org/10.1016/j.dche.2022.100066.
   Google Scholar
• O'Hagan, A., C. E. Buck, A. Daneshkhah, J. R. Eiser, P. H. Garthwaite, D. J. Jenkinson, J. E. Oakley, and T. Rakow. 2006. Uncertain Judgements: Eliciting Experts’ Probabilities.
   Google Scholar
• Özgür, C. 2022. “Prediction and Optimization of Biodiesel Production by Using ANN and RSM.” International Journal of Automotive Engineering and Technologies 11 (2): 53–62. https://doi.org/10.18245/ijaet.1057170.
   Google Scholar
• Rashid, U., F. Anwar, M. Ashraf, M. Saleem, and S. Yusup. 2011. “Application of Response Surface Methodology for Optimizing Transesterification of Moringa Oleifera oil: Biodiesel Production.” Energy Conversion and Management 52 (8-9): 3034–3042. https://doi.org/10.1016/j.enconman.2011.04.018.
   Web of Science ®Google Scholar
• Razzaq, L., M. M. Abbas, S. Miran, S. Asghar, S. Nawaz, M. E. M. Soudagar, N. Shaukat, et al. 2022. “Response Surface Methodology and Artificial Neural Networks-Based Yield Optimization of Biodiesel Sourced from Mixture of Palm and Cotton Seed oil.” Sustainability 14 (10): 6130. https://doi.org/10.3390/su14106130.
   Web of Science ®Google Scholar
• Sandouqa, A., Z. Al-Hamamre, and J. Asfar. 2019. “Preparation and Performance Investigation of a Lignin-Based Solid Acid Catalyst Manufactured from Olive Cake for Biodiesel Production.” Renewable Energy 132:667–682. https://doi.org/10.1016/j.renene.2018.08.029.
   Web of Science ®Google Scholar
• Srilatha, K., R. Sree, B. P. Devi, P. S. Prasad, R. B. N. Prasad, and N. Lingaiah. 2012. “Preparation of Biodiesel from Rice Bran Fatty Acids Catalyzed by Heterogeneous Cesium-Exchanged 12-Tungstophosphoric Acids.” Bioresource Technology 116:53–57. https://doi.org/10.1016/j.biortech.2012.04.047.
   PubMed Web of Science ®Google Scholar
• Tamoradi, T., A. R. Kiasat, H. Veisi, V. Nobakht, and B. Karmakar. 2022. “RSM Process Optimization of Biodiesel Production from Rapeseed oil and Waste Corn oil in the Presence of Green and Novel Catalyst.” Scientific Reports 12 (1): 19652. https://doi.org/10.1038/s41598-022-20538-4.
   PubMed Web of Science ®Google Scholar
• Uusitalo, L., A. Lehikoinen, I. Helle, and K. Myrberg. 2015. “An Overview of Methods to Evaluate Uncertainty of Deterministic Models in Decision Support.” Environmental Modelling & Software 63:24–31. https://doi.org/10.1016/j.envsoft.2014.09.017.
   Web of Science ®Google Scholar
• Venkatesan, H., and S. Sivamani. 2022. “Evaluating the Predicting Capability of Response Surface Methodology on Biodiesel Production from Grape Seed bio-oil.” Energy Sources, Part A: Recovery, Utilization, and Environmental Effects 44 (1): 2473–2488. https://doi.org/10.1080/15567036.2019.1649759.
   Google Scholar
• Xia, S., Y. Hu, C. Chen, J. Tao, B. Yan, W. Li, G. Zhu, Z. Cheng, and G. Chen. 2022. “Electrolytic Transesterification of Waste Cooking oil Using Magnetic Co/Fe–Ca Based Catalyst Derived from Waste Shells: A Promising Approach Towards Sustainable Biodiesel Production.” Renewable Energy 200:1286–1299. https://doi.org/10.1016/j.renene.2022.10.071.
   Web of Science ®Google Scholar
• Yamin, J. A., N. Sakhnini, A. Sakhrieh, and M. A. Hamdan. 2013. “Environmental and Performance Study of a 4-Stroke CI Engine Powered with Waste oil Biodiesel.” Sustainable Cities and Society 9:32–38. https://doi.org/10.1016/j.scs.2013.02.002.
   Web of Science ®Google Scholar