Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor
A wavelet neural network (WNN) based on the genetic algorithm (GA) was used in conjunction with an experimental design to optimize the enzymatic reaction conditions for the preparation of esteramines-based esterquats. A set of experiments was designed by central composite design to process modeling...
| Main Authors: | , , , , , , |
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| Format: | Article |
| Published: |
Elsevier
2014
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| Online Access: | http://psasir.upm.edu.my/id/eprint/34782/ |
| _version_ | 1848847870192517120 |
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| author | Masoumi, Hamid Reza Fard Basri, Mahiran Kassim, Anuar Abdullah, Dzulkefly Kuang Abdollahi, Yadollah Abd Gani, Siti Salwa Rezaee, Malahat |
| author_facet | Masoumi, Hamid Reza Fard Basri, Mahiran Kassim, Anuar Abdullah, Dzulkefly Kuang Abdollahi, Yadollah Abd Gani, Siti Salwa Rezaee, Malahat |
| author_sort | Masoumi, Hamid Reza Fard |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | A wavelet neural network (WNN) based on the genetic algorithm (GA) was used in conjunction with an experimental design to optimize the enzymatic reaction conditions for the preparation of esteramines-based esterquats. A set of experiments was designed by central composite design to process modeling and statistically evaluate the findings. Five independent process variables, including enzyme amount, reaction time, reaction temperature, substrates molar ratio and agitation speed were studied under the given conditions designed by Design Expert software. All these show that the WNN has great potential ability in prediction of reaction conversion in lipase-catalyzed synthesis of products. |
| first_indexed | 2025-11-15T09:25:28Z |
| format | Article |
| id | upm-34782 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| last_indexed | 2025-11-15T09:25:28Z |
| publishDate | 2014 |
| publisher | Elsevier |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-347822015-12-23T01:31:23Z http://psasir.upm.edu.my/id/eprint/34782/ Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor Masoumi, Hamid Reza Fard Basri, Mahiran Kassim, Anuar Abdullah, Dzulkefly Kuang Abdollahi, Yadollah Abd Gani, Siti Salwa Rezaee, Malahat A wavelet neural network (WNN) based on the genetic algorithm (GA) was used in conjunction with an experimental design to optimize the enzymatic reaction conditions for the preparation of esteramines-based esterquats. A set of experiments was designed by central composite design to process modeling and statistically evaluate the findings. Five independent process variables, including enzyme amount, reaction time, reaction temperature, substrates molar ratio and agitation speed were studied under the given conditions designed by Design Expert software. All these show that the WNN has great potential ability in prediction of reaction conversion in lipase-catalyzed synthesis of products. Elsevier 2014-07-25 Article PeerReviewed Masoumi, Hamid Reza Fard and Basri, Mahiran and Kassim, Anuar and Abdullah, Dzulkefly Kuang and Abdollahi, Yadollah and Abd Gani, Siti Salwa and Rezaee, Malahat (2014) Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor. Journal of Industrial and Engineering Chemistry, 20 (4). pp. 1973-1976. ISSN 1226-086X; ESSN: 1876-794X http://www.sciencedirect.com/science/journal/1226086X/20/4 10.1016/j.jiec.2013.09.019 |
| spellingShingle | Masoumi, Hamid Reza Fard Basri, Mahiran Kassim, Anuar Abdullah, Dzulkefly Kuang Abdollahi, Yadollah Abd Gani, Siti Salwa Rezaee, Malahat Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title | Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title_full | Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title_fullStr | Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title_full_unstemmed | Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title_short | Optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (WNN) in 2-liter bioreactor |
| title_sort | optimization of process parameters for lipase-catalyzed synthesis of esteramines-based esterquats using wavelet neural network (wnn) in 2-liter bioreactor |
| url | http://psasir.upm.edu.my/id/eprint/34782/ http://psasir.upm.edu.my/id/eprint/34782/ http://psasir.upm.edu.my/id/eprint/34782/ |