Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO

Sebayang, AH; Kusumo, F; Milano, J; Shamsuddin, AH; Silitonga, AS; Ideris, F; Siswantoro, J; Veza, I; Mofijur, M; Reen Chia, S

Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO

Sebayang, AH Kusumo, F

Milano, J Shamsuddin, AH Silitonga, AS Ideris, F Siswantoro, J Veza, I Mofijur, M Reen Chia, S

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Publisher:: ELSEVIER SCI LTD
Publication Type:: Journal Article
Citation:: Fuel, 2023, 346
Issue Date:: 2023-08-15

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Field	Value	Language
dc.contributor.author	Sebayang, AH
dc.contributor.author	Kusumo, F https://orcid.org/0000-0002-6264-1132
dc.contributor.author	Milano, J
dc.contributor.author	Shamsuddin, AH
dc.contributor.author	Silitonga, AS
dc.contributor.author	Ideris, F
dc.contributor.author	Siswantoro, J
dc.contributor.author	Veza, I
dc.contributor.author	Mofijur, M
dc.contributor.author	Reen Chia, S
dc.date.accessioned	2024-04-12T03:42:38Z
dc.date.available	2024-04-12T03:42:38Z
dc.date.issued	2023-08-15
dc.identifier.citation	Fuel, 2023, 346
dc.identifier.issn	0016-2361
dc.identifier.issn	1873-7153
dc.identifier.uri	http://hdl.handle.net/10453/177816
dc.description.abstract	A system combining ultrasound and infrared radiation was used to increase the chemical reactions between incompressible reactants by enhancing their mass transfers with the aim to reduce the energy usage and reaction time. In this study, biodiesel from RBO was produced via transesterification, and the process variables were optimized using the combination of ANN and GWO algorithm. Process parameters considered in this study are ratio of methanol to oil, catalyst concentration, and reaction time. Based on the ANN-GWO algoritm used, the optimum conditions for the process parameters were (1) methanol to oil ratio: 60%, (2) concentration of catalyst: 1 wt%, (3) time: 7.76 min, leading to the metyl ester yield of 98.16 wt%. The algoritm was verified by conducting a triplicate independent experiments using the suggested optimum values, resulting in an average methyl ester yield of 97.74 wt%. Subsequently, properties of rice bran biodiesel were compared to ASTM D6751 and EN 14214 standards, and the obtained values met both the standards.
dc.language	English
dc.publisher	ELSEVIER SCI LTD
dc.relation.ispartof	Fuel
dc.relation.isbasedon	10.1016/j.fuel.2023.128404
dc.rights	info:eu-repo/semantics/closedAccess
dc.subject	0306 Physical Chemistry (incl. Structural), 0904 Chemical Engineering, 0913 Mechanical Engineering
dc.subject.classification	Energy
dc.subject.classification	4004 Chemical engineering
dc.subject.classification	4012 Fluid mechanics and thermal engineering
dc.subject.classification	4019 Resources engineering and extractive metallurgy
dc.title	Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
dc.type	Journal Article
utslib.citation.volume	346
utslib.for	0306 Physical Chemistry (incl. Structural)
utslib.for	0904 Chemical Engineering
utslib.for	0913 Mechanical Engineering
pubs.organisational-group	University of Technology Sydney
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology
pubs.organisational-group	University of Technology Sydney/Faculty of Engineering and Information Technology/School of Civil and Environmental Engineering
pubs.organisational-group	University of Technology Sydney/Strength - CTWW - Centre for Technology in Water and Wastewater Treatment
utslib.copyright.status	closed_access	*
dc.date.updated	2024-04-12T03:42:36Z
pubs.publication-status	Published
pubs.volume	346

Abstract:

A system combining ultrasound and infrared radiation was used to increase the chemical reactions between incompressible reactants by enhancing their mass transfers with the aim to reduce the energy usage and reaction time. In this study, biodiesel from RBO was produced via transesterification, and the process variables were optimized using the combination of ANN and GWO algorithm. Process parameters considered in this study are ratio of methanol to oil, catalyst concentration, and reaction time. Based on the ANN-GWO algoritm used, the optimum conditions for the process parameters were (1) methanol to oil ratio: 60%, (2) concentration of catalyst: 1 wt%, (3) time: 7.76 min, leading to the metyl ester yield of 98.16 wt%. The algoritm was verified by conducting a triplicate independent experiments using the suggested optimum values, resulting in an average methyl ester yield of 97.74 wt%. Subsequently, properties of rice bran biodiesel were compared to ASTM D6751 and EN 14214 standards, and the obtained values met both the standards.

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http://hdl.handle.net/10453/177816