Modeling of tapioca starch hydrolysis using neural networks
This paper considers the use of neural network models to represent the dynamic behavior of glucoamylase-starch system. The model studied in this research is multilayered feed-forward structure with time delay. In this paper we give preliminary results on the modeling adequacy of the neural network m...
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| Format: | Article |
| Language: | English |
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Faculty of Chemical and Natural Resources Engineering, UTM
2001
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| Online Access: | http://eprints.utm.my/5069/ http://eprints.utm.my/5069/1/RoslinaRashid2001_ModelingOfTapiocaStarchHydrolysis.pdf |
| _version_ | 1848890963273973760 |
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| author | Rashid, Roslina Saidina Amin, Nor Aishah Jamaluddin, Hishamuddin |
| author_facet | Rashid, Roslina Saidina Amin, Nor Aishah Jamaluddin, Hishamuddin |
| author_sort | Rashid, Roslina |
| building | UTeM Institutional Repository |
| collection | Online Access |
| description | This paper considers the use of neural network models to represent the dynamic behavior of glucoamylase-starch system. The model studied in this research is multilayered feed-forward structure with time delay. In this paper we give preliminary results on the modeling adequacy of the neural network models. Data for the training were obtained from Bioprocess Laboratory, UTM. It was found that, the model was successfully developed using multilayered structure of neural network and the model exhibited satisfactory results. It is concluded that neural network technique is a feasible tool for model development of tapioca starch hydrolysis. Further modification of the structure such as increasing the time delay is also recommended for encouraging results. |
| first_indexed | 2025-11-15T20:50:25Z |
| format | Article |
| id | utm-5069 |
| institution | Universiti Teknologi Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T20:50:25Z |
| publishDate | 2001 |
| publisher | Faculty of Chemical and Natural Resources Engineering, UTM |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | utm-50692010-06-01T03:23:13Z http://eprints.utm.my/5069/ Modeling of tapioca starch hydrolysis using neural networks Rashid, Roslina Saidina Amin, Nor Aishah Jamaluddin, Hishamuddin T Technology (General) This paper considers the use of neural network models to represent the dynamic behavior of glucoamylase-starch system. The model studied in this research is multilayered feed-forward structure with time delay. In this paper we give preliminary results on the modeling adequacy of the neural network models. Data for the training were obtained from Bioprocess Laboratory, UTM. It was found that, the model was successfully developed using multilayered structure of neural network and the model exhibited satisfactory results. It is concluded that neural network technique is a feasible tool for model development of tapioca starch hydrolysis. Further modification of the structure such as increasing the time delay is also recommended for encouraging results. Faculty of Chemical and Natural Resources Engineering, UTM 2001 Article PeerReviewed application/pdf en http://eprints.utm.my/5069/1/RoslinaRashid2001_ModelingOfTapiocaStarchHydrolysis.pdf Rashid, Roslina and Saidina Amin, Nor Aishah and Jamaluddin, Hishamuddin (2001) Modeling of tapioca starch hydrolysis using neural networks. Proceedings of The 15th Symposium of Malaysian Chemical Engineers SOMChE 2001 . pp. 461-465. |
| spellingShingle | T Technology (General) Rashid, Roslina Saidina Amin, Nor Aishah Jamaluddin, Hishamuddin Modeling of tapioca starch hydrolysis using neural networks |
| title | Modeling of tapioca starch hydrolysis using neural networks |
| title_full | Modeling of tapioca starch hydrolysis using neural networks |
| title_fullStr | Modeling of tapioca starch hydrolysis using neural networks |
| title_full_unstemmed | Modeling of tapioca starch hydrolysis using neural networks |
| title_short | Modeling of tapioca starch hydrolysis using neural networks |
| title_sort | modeling of tapioca starch hydrolysis using neural networks |
| topic | T Technology (General) |
| url | http://eprints.utm.my/5069/ http://eprints.utm.my/5069/1/RoslinaRashid2001_ModelingOfTapiocaStarchHydrolysis.pdf |