Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions

A simple and flexible method was used to develop new alkaline polymer catalyst through radiation induced grafting of glycidylmethacrylate (GMA) onto polyethylene/polypropylene (PE/PP) nonwoven sheet followed by amination reaction and alkalisation. The chemical structure and morphology of catalyst wa...

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Main Authors: Nasef, M. M., Alinezhad, S. S., Mat, R., Shabanzadeh, P., Yusof, R., Zakeri, M., Farag, H.
Format: Article
Published: Taylor and Francis Inc. 2016
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Online Access:http://eprints.utm.my/id/eprint/71560/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978745021&doi=10.1080%2f10601325.2016.1201751&partnerID=40&md5=50d0fa64660d87233ccce91500047708
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spelling my.utm.715602017-11-16T08:40:51Z http://eprints.utm.my/id/eprint/71560/ Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions Nasef, M. M. Alinezhad, S. S. Mat, R. Shabanzadeh, P. Yusof, R. Zakeri, M. Farag, H. TA Engineering (General). Civil engineering (General) A simple and flexible method was used to develop new alkaline polymer catalyst through radiation induced grafting of glycidylmethacrylate (GMA) onto polyethylene/polypropylene (PE/PP) nonwoven sheet followed by amination reaction and alkalisation. The chemical structure and morphology of catalyst was evaluated by Fourier transform-infrared (FTIR), scanning electron microscopy (SEM), X-ray diffraction (XRD) and thermal gravimetric analyzer (TGA). The catalyst was examined for the transesterification of triacetin/methanol mixtures in a batch mode and the obtained methyl ester was detected by GC-MS. In order to optimize the reaction parameters towards getting the higher yield, an artificial neural network (ANN) was used to develop a non-linear model correlating the four independent reaction parameters including catalyst dosage, triacetin/methanol molar ratio, reaction time and temperature. The maximum conversion obtained via the simulated annealing (SA) algorithm was 86.2% at the optimal conditions of 5.01 wt% catalyst dosage, triacetin/methanol 1:12 molar ratio, 8 h reaction time and 62.8°C temperature. Upon using these optimal conditions in the experimental reaction, the conversion of as high as 85% was achieved. These results suggest that the simply modified low cost PE/PP fibrous sheet has a potential to catalyze biodiesel production. Moreover, the combined ANN-SA modelling method is highly effective in predicting the conversion of transesterification reaction and optimizing its parameters. Taylor and Francis Inc. 2016 Article PeerReviewed Nasef, M. M. and Alinezhad, S. S. and Mat, R. and Shabanzadeh, P. and Yusof, R. and Zakeri, M. and Farag, H. (2016) Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions. Journal of Macromolecular Science, Part A: Pure and Applied Chemistry, 53 (9). pp. 557-565. ISSN 1060-1325 https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978745021&doi=10.1080%2f10601325.2016.1201751&partnerID=40&md5=50d0fa64660d87233ccce91500047708
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TA Engineering (General). Civil engineering (General)
spellingShingle TA Engineering (General). Civil engineering (General)
Nasef, M. M.
Alinezhad, S. S.
Mat, R.
Shabanzadeh, P.
Yusof, R.
Zakeri, M.
Farag, H.
Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
description A simple and flexible method was used to develop new alkaline polymer catalyst through radiation induced grafting of glycidylmethacrylate (GMA) onto polyethylene/polypropylene (PE/PP) nonwoven sheet followed by amination reaction and alkalisation. The chemical structure and morphology of catalyst was evaluated by Fourier transform-infrared (FTIR), scanning electron microscopy (SEM), X-ray diffraction (XRD) and thermal gravimetric analyzer (TGA). The catalyst was examined for the transesterification of triacetin/methanol mixtures in a batch mode and the obtained methyl ester was detected by GC-MS. In order to optimize the reaction parameters towards getting the higher yield, an artificial neural network (ANN) was used to develop a non-linear model correlating the four independent reaction parameters including catalyst dosage, triacetin/methanol molar ratio, reaction time and temperature. The maximum conversion obtained via the simulated annealing (SA) algorithm was 86.2% at the optimal conditions of 5.01 wt% catalyst dosage, triacetin/methanol 1:12 molar ratio, 8 h reaction time and 62.8°C temperature. Upon using these optimal conditions in the experimental reaction, the conversion of as high as 85% was achieved. These results suggest that the simply modified low cost PE/PP fibrous sheet has a potential to catalyze biodiesel production. Moreover, the combined ANN-SA modelling method is highly effective in predicting the conversion of transesterification reaction and optimizing its parameters.
format Article
author Nasef, M. M.
Alinezhad, S. S.
Mat, R.
Shabanzadeh, P.
Yusof, R.
Zakeri, M.
Farag, H.
author_facet Nasef, M. M.
Alinezhad, S. S.
Mat, R.
Shabanzadeh, P.
Yusof, R.
Zakeri, M.
Farag, H.
author_sort Nasef, M. M.
title Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
title_short Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
title_full Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
title_fullStr Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
title_full_unstemmed Preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
title_sort preparation of alkaline polymer catalyst by radiation induced grafting for transesterification of triacetin under neural network optimized conditions
publisher Taylor and Francis Inc.
publishDate 2016
url http://eprints.utm.my/id/eprint/71560/
https://www.scopus.com/inward/record.uri?eid=2-s2.0-84978745021&doi=10.1080%2f10601325.2016.1201751&partnerID=40&md5=50d0fa64660d87233ccce91500047708
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score 13.214268