Optimizing biodiesel production from underutilized Garcinia indica oil through empirical, Coati Optimization and Salp Swarm Algorithm
The novel Garcinia Indica feedstock grown on non-arable land with 37 % oil content ensures sustainable biofuel production resources. A two-stage transesterification process (catalyst: H2SO4 followed by NaOH) is applied to reduce the free fatty acid content of 12.58 % in crude oil for biodiesel conve...
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          | Published in | Biomass & bioenergy Vol. 200; p. 108020 | 
|---|---|
| Main Authors | , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
            Elsevier Ltd
    
        01.09.2025
     | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0961-9534 | 
| DOI | 10.1016/j.biombioe.2025.108020 | 
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| Abstract | The novel Garcinia Indica feedstock grown on non-arable land with 37 % oil content ensures sustainable biofuel production resources. A two-stage transesterification process (catalyst: H2SO4 followed by NaOH) is applied to reduce the free fatty acid content of 12.58 % in crude oil for biodiesel conversion. Central composite design matrices were used to conduct transesterification experiments and collect biodiesel yield data. Methanol followed by catalyst concentration showed dominant individual and interaction effects on biodiesel yield. The model-determined coefficient of determination (R2 = 0.9772) ensured an average absolute prediction deviation of 1.53 % for 27 experimental runs. Two bio-inspired metaheuristic algorithms, the coati optimization algorithm (COA) and the salp swarm algorithm (SSA), were used to determine transesterification conditions to maximize biodiesel yield to 98.8 %. However, COA was found to be computationally more efficient than SSA. The optimal transesterification conditions were tested experimentally with NaOH and calcium oxide nano-catalyst (grain size: 65 nm) and resulted in the yield of 96.4 % and 97.5 %, respectively. The reusability of the CaO nano-catalyst demonstrated its effective catalytic activity, with a biodiesel yield of 89.2 ± 0.4 % for 5 cycles. FTIR and GC-MS tests confirmed the biodiesel quality and oxidation stability. The GI-biodiesel tested against thermophysical properties was found to be within the biodiesel standard limits.
[Display omitted]
•GI feedstock grown on non-arable forest land with high oil content (37%) and socio-economic value is used for biodiesel production.•The derived equation predicts 27 cases with deviations from −3.13 % to +3.72 %, averaging an absolute error of 1.53 %.•COA and SSA determined transesterification conditions maximize the biodiesel yield to 98.8 %.•Optimal transesterification with NaOH and 65 nm CaO nano-catalyst gave 96.4 % and 97.5 % biodiesel conversion, respectively.•CaO nano-catalysts retained activity over 5 cycles, yielding 89.2 ± 0.4 % biodiesel, demonstrating effective reusability. | 
    
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| AbstractList | The novel Garcinia Indica feedstock grown on non-arable land with 37 % oil content ensures sustainable biofuel production resources. A two-stage transesterification process (catalyst: H2SO4 followed by NaOH) is applied to reduce the free fatty acid content of 12.58 % in crude oil for biodiesel conversion. Central composite design matrices were used to conduct transesterification experiments and collect biodiesel yield data. Methanol followed by catalyst concentration showed dominant individual and interaction effects on biodiesel yield. The model-determined coefficient of determination (R2 = 0.9772) ensured an average absolute prediction deviation of 1.53 % for 27 experimental runs. Two bio-inspired metaheuristic algorithms, the coati optimization algorithm (COA) and the salp swarm algorithm (SSA), were used to determine transesterification conditions to maximize biodiesel yield to 98.8 %. However, COA was found to be computationally more efficient than SSA. The optimal transesterification conditions were tested experimentally with NaOH and calcium oxide nano-catalyst (grain size: 65 nm) and resulted in the yield of 96.4 % and 97.5 %, respectively. The reusability of the CaO nano-catalyst demonstrated its effective catalytic activity, with a biodiesel yield of 89.2 ± 0.4 % for 5 cycles. FTIR and GC-MS tests confirmed the biodiesel quality and oxidation stability. The GI-biodiesel tested against thermophysical properties was found to be within the biodiesel standard limits.
[Display omitted]
•GI feedstock grown on non-arable forest land with high oil content (37%) and socio-economic value is used for biodiesel production.•The derived equation predicts 27 cases with deviations from −3.13 % to +3.72 %, averaging an absolute error of 1.53 %.•COA and SSA determined transesterification conditions maximize the biodiesel yield to 98.8 %.•Optimal transesterification with NaOH and 65 nm CaO nano-catalyst gave 96.4 % and 97.5 % biodiesel conversion, respectively.•CaO nano-catalysts retained activity over 5 cycles, yielding 89.2 ± 0.4 % biodiesel, demonstrating effective reusability. | 
    
| ArticleNumber | 108020 | 
    
| Author | Samuel, Olusegun D. Prakash, S.B. Yadav, Krishna Kumar Thomas, Likewin Hasan, Mudassir Ajith, B.S. Manjunath Patel, G.C.  | 
    
| Author_xml | – sequence: 1 givenname: B.S. surname: Ajith fullname: Ajith, B.S. email: ajith.mech@sahyadri.edu.in organization: Department of Mechanical Engineering, Sahyadri College of Engineering & Management, Visvesvaraya Technological University, Mangaluru, 575007, Karnataka, India – sequence: 2 givenname: S.B. surname: Prakash fullname: Prakash, S.B. email: sajjalprakash@gmail.com organization: Department of Mechanical Engineering, Visvesvaraya Technological University, Post Graduate Centre, Mysuru, 570019, Karnataka, India – sequence: 3 givenname: G.C. orcidid: 0000-0001-9340-7464 surname: Manjunath Patel fullname: Manjunath Patel, G.C. email: manju09mpm05@gmail.com organization: Department of Mechanical Engineering, PES Institute of Technology and Management, Visvesvaraya Technological University, Shivamogga, 577204, Karnataka, India – sequence: 4 givenname: Likewin surname: Thomas fullname: Thomas, Likewin email: likewinthomas@gmail.com organization: Department of Artificial Intelligence and Machine Learning, PES Institute of Technology and Management, Visvesvaraya Technological University, Shivamogga, 577204, Karnataka, India – sequence: 5 givenname: Mudassir surname: Hasan fullname: Hasan, Mudassir email: m-hasan@kku.edu.sa organization: Department of Chemical Engineering, College of Engineering, King Khalid University, Abha, Saudi Arabia – sequence: 6 givenname: Krishna Kumar orcidid: 0000-0002-4228-2726 surname: Yadav fullname: Yadav, Krishna Kumar email: envirokrishna@gmail.com organization: Department of VLSI Microelectronics, Saveetha School of Engineering, Saveetha Institute of Medical and Technical Sciences (SIMATS), Saveetha University, Chennai, 602105, Tamil Nadu, India – sequence: 7 givenname: Olusegun D. surname: Samuel fullname: Samuel, Olusegun D. email: samuel.david@fupre.edu.ng organization: Department of Mechanical Engineering, Federal University of Petroleum Resources, P.M.B 1221, Effurun, Delta State, Nigeria  | 
    
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| Title | Optimizing biodiesel production from underutilized Garcinia indica oil through empirical, Coati Optimization and Salp Swarm Algorithm | 
    
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