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

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 t...

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Main Authors: Sebayang A.H., Kusumo F., Milano J., Shamsuddin A.H., Silitonga A.S., Ideris F., Siswantoro J., Veza I., Mofijur M., Reen Chia S.
Other Authors: 39262519300
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Published: Elsevier Ltd 2024
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spelling my.uniten.dspace-341002024-10-14T11:17:58Z Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO Sebayang A.H. Kusumo F. Milano J. Shamsuddin A.H. Silitonga A.S. Ideris F. Siswantoro J. Veza I. Mofijur M. Reen Chia S. 39262519300 56611974900 57052617200 35779071900 39262559400 7801415444 56192714800 57205548894 57204492012 58189194000 High conversion rate Hybrid methods Non-edible oil Parameters study Statistical study Catalysts Esters Infrared radiation Methanol Ultrasonics Biodiesel production Conversion rates High conversion rate High conversions Hybrid method Non-edible oil Optimisations Parameter studies Process parameters Statistical study Biodiesel 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. � 2023 Elsevier Ltd Final 2024-10-14T03:17:58Z 2024-10-14T03:17:58Z 2023 Article 10.1016/j.fuel.2023.128404 2-s2.0-85152919814 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85152919814&doi=10.1016%2fj.fuel.2023.128404&partnerID=40&md5=f8159334e2c5595d011c23c1ebd0fe43 https://irepository.uniten.edu.my/handle/123456789/34100 346 128404 All Open Access Green Open Access Elsevier Ltd Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
topic High conversion rate
Hybrid methods
Non-edible oil
Parameters study
Statistical study
Catalysts
Esters
Infrared radiation
Methanol
Ultrasonics
Biodiesel production
Conversion rates
High conversion rate
High conversions
Hybrid method
Non-edible oil
Optimisations
Parameter studies
Process parameters
Statistical study
Biodiesel
spellingShingle High conversion rate
Hybrid methods
Non-edible oil
Parameters study
Statistical study
Catalysts
Esters
Infrared radiation
Methanol
Ultrasonics
Biodiesel production
Conversion rates
High conversion rate
High conversions
Hybrid method
Non-edible oil
Optimisations
Parameter studies
Process parameters
Statistical study
Biodiesel
Sebayang A.H.
Kusumo F.
Milano J.
Shamsuddin A.H.
Silitonga A.S.
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
description 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. � 2023 Elsevier Ltd
author2 39262519300
author_facet 39262519300
Sebayang A.H.
Kusumo F.
Milano J.
Shamsuddin A.H.
Silitonga A.S.
Ideris F.
Siswantoro J.
Veza I.
Mofijur M.
Reen Chia S.
format Article
author Sebayang A.H.
Kusumo F.
Milano J.
Shamsuddin A.H.
Silitonga A.S.
Ideris F.
Siswantoro J.
Veza I.
Mofijur M.
Reen Chia S.
author_sort Sebayang A.H.
title Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
title_short Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
title_full Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
title_fullStr Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
title_full_unstemmed Optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ANN-GWO
title_sort optimization of biodiesel production from rice bran oil by ultrasound and infrared radiation using ann-gwo
publisher Elsevier Ltd
publishDate 2024
_version_ 1814061104492445696