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P-ISSN: 2971-785X
E-ISSN: 3141-4095

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Volume 2, Issue 2

Research Article

Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique

Published: November 24, 2025 | Volume: 2 | Issue: 2

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View Count: 22 Page No: 38-43

Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique

Isaac John1 , Samuel Effiom2 , Igiri Uket3 , Cordelia Ochuole Omoyi4 corresponding author email *, Fidelis Abam5

Published: November 24, 2025 | Issue: Volume 2, Issue 2

Page No. 38–43

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Corresponding Author: Cordelia Ochuole Omoyi

Email: cordeliaochuole@unical.edu.ng

1 Department of Mechanical Engineering, Faculty of Engineering, University of Cross River State, Calabar - Nigeria.

2 Department of Mechanical Engineering, Faculty of Engineering, University of Cross River State, Calabar - Nigeria.

3 Department of Mechanical Engineering, Faculty of Engineering, University of Cross River State, Calabar - Nigeria.

4 Department of Mechanical Engineering, Faculty of Engineering, University of Calabar, Cross River State - Nigeria.

5 Department of Mechanical Engineering, Faculty of Engineering, University of Calabar, Cross River State - Nigeria.

Received: September 29, 2025 Reviewed: October 20, 2025 Accepted: November 24, 2025

Abstract

Biodiesel from non-edible feedstocks has gained significant attention due to its reliability, cost-effectiveness, and environmental benefits compared to conventional fossil fuels. Mucuna bean seed and Gmelina seed are abundant non-edible resources in Nigeria and other regions, making them promising feedstocks for biodiesel production because of their favorable oil content and composition. In this study, the Grey Wolf Optimization (GWO) algorithm was employed to optimize biodiesel production from Mucuna bean seed and Gmelina seed oils and to analyze the interactive effects of key process parameters. The parameters investigated included reaction time, stirring speed, methanol-to-oil molar ratio, catalyst concentration, and temperature. The GWO results revealed that the combination of catalyst concentration and reaction time yielded the highest biodiesel output at 93.5%, while catalyst concentration with temperature achieved 80%. Interactions between stirring speed and methanol/oil ratio resulted in 65% yield, whereas temperature combined with speed produced the lowest yield of 38.7%. These findings demonstrate that the GWO algorithm effectively optimized the biodiesel production process from these feedstocks, providing valuable insights into parameter interactions and highlighting opportunities to enhance the efficiency and sustainability of biodiesel production.

Keywords: Greywolf (GWO), Biodiesel, Optimization, Mucuna bean seed, Gmelina seed

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APA
Isaac John et al. (2025). Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique. Nigerian Journal of Engineering Research, 2(2), 38-43. https://izlik.org/JA28WS58XL
AMA
Isaac John et al. Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique. Nigerian Journal of Engineering Research. 2025;2(2):38-43. https://izlik.org/JA28WS58XL
Chicago
Isaac John et al. 2025. \"Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique\". Nigerian Journal of Engineering Research 2 (2): 38-43. https://izlik.org/JA28WS58XL.
IEEE
[1] Isaac John et al., \"Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique\", Nigerian Journal of Engineering Research, vol. 2, no. 2, pp. 38-43, Nov 2025. [Online]. Available: https://izlik.org/JA28WS58XL
MLA
Isaac John et al. \"Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique\". Nigerian Journal of Engineering Research, vol. 2, no. 2, Nov 2025, pp. 38-43, https://izlik.org/JA28WS58XL.
Vancouver
1. Isaac John et al. Optimizing Biodiesel Production from Underutilized Non-Edible Oils Based on Metaheuristic Grey Wolf Technique. Nigerian Journal of Engineering Research [Internet]. 2025 Nov. 24;2(2):38-43. Available from: https://izlik.org/JA28WS58XL

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