Feed Forward Neural Network Model for Isopropyl Myristate Production in Industrial-scale Semi-batch Reactive Distillation Columns
The application of the artificial neural network (ANN) model in chemical industries has grown due to its ability to solve complex model and online application problems. Typically, the ANN model is good at predicting data within the training range but is limited when predicting extrapolated data....
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Taylor's University
2015
|
| Subjects: | |
| Online Access: | http://eprints.usm.my/42785/1/JES_Vol._11_2015_-_Art._6%2859-65%29.pdf |
| _version_ | 1825834684045590528 |
|---|---|
| author | Bashah, Nur Alwani Ali Othman, Mohd Roslee Aziz, Norashid |
| author_facet | Bashah, Nur Alwani Ali Othman, Mohd Roslee Aziz, Norashid |
| author_sort | Bashah, Nur Alwani Ali |
| collection | USM |
| description | The application of the artificial neural network (ANN) model in chemical
industries has grown due to its ability to solve complex model and online application
problems. Typically, the ANN model is good at predicting data within the training range
but is limited when predicting extrapolated data. Thus, in this paper, selected optimum
multiple-input multiple-output (MIMO) and multiple-input single-output (MISO) models
are used to predict the bottom (xb) compositions of extrapolated data. The MIMO and
MISO models both managed to predict the extrapolated data with MSE values of 0.0078
and 0.0063 and with R2 values of 0.9986 and 0.9975, respectively. |
| first_indexed | 2024-03-06T15:26:23Z |
| format | Article |
| id | usm.eprints-42785 |
| institution | Universiti Sains Malaysia |
| language | English |
| last_indexed | 2024-03-06T15:26:23Z |
| publishDate | 2015 |
| publisher | Taylor's University |
| record_format | dspace |
| spelling | usm.eprints-427852018-10-30T01:56:30Z http://eprints.usm.my/42785/ Feed Forward Neural Network Model for Isopropyl Myristate Production in Industrial-scale Semi-batch Reactive Distillation Columns Bashah, Nur Alwani Ali Othman, Mohd Roslee Aziz, Norashid TA1-2040 Engineering (General). Civil engineering (General) The application of the artificial neural network (ANN) model in chemical industries has grown due to its ability to solve complex model and online application problems. Typically, the ANN model is good at predicting data within the training range but is limited when predicting extrapolated data. Thus, in this paper, selected optimum multiple-input multiple-output (MIMO) and multiple-input single-output (MISO) models are used to predict the bottom (xb) compositions of extrapolated data. The MIMO and MISO models both managed to predict the extrapolated data with MSE values of 0.0078 and 0.0063 and with R2 values of 0.9986 and 0.9975, respectively. Taylor's University 2015 Article PeerReviewed application/pdf en http://eprints.usm.my/42785/1/JES_Vol._11_2015_-_Art._6%2859-65%29.pdf Bashah, Nur Alwani Ali and Othman, Mohd Roslee and Aziz, Norashid (2015) Feed Forward Neural Network Model for Isopropyl Myristate Production in Industrial-scale Semi-batch Reactive Distillation Columns. Journal of Engineering Science and Technology, 11. pp. 59-65. ISSN 1823-4690 http://web.usm.my/jes/11_2015/JES%20Vol.%2011%202015%20-%20Art.%206(59-65).pdf |
| spellingShingle | TA1-2040 Engineering (General). Civil engineering (General) Bashah, Nur Alwani Ali Othman, Mohd Roslee Aziz, Norashid Feed Forward Neural Network Model for Isopropyl Myristate Production in Industrial-scale Semi-batch Reactive Distillation Columns |
| title | Feed Forward Neural Network Model for Isopropyl Myristate
Production in Industrial-scale Semi-batch Reactive Distillation
Columns |
| title_full | Feed Forward Neural Network Model for Isopropyl Myristate
Production in Industrial-scale Semi-batch Reactive Distillation
Columns |
| title_fullStr | Feed Forward Neural Network Model for Isopropyl Myristate
Production in Industrial-scale Semi-batch Reactive Distillation
Columns |
| title_full_unstemmed | Feed Forward Neural Network Model for Isopropyl Myristate
Production in Industrial-scale Semi-batch Reactive Distillation
Columns |
| title_short | Feed Forward Neural Network Model for Isopropyl Myristate
Production in Industrial-scale Semi-batch Reactive Distillation
Columns |
| title_sort | feed forward neural network model for isopropyl myristate production in industrial scale semi batch reactive distillation columns |
| topic | TA1-2040 Engineering (General). Civil engineering (General) |
| url | http://eprints.usm.my/42785/1/JES_Vol._11_2015_-_Art._6%2859-65%29.pdf |
| work_keys_str_mv | AT bashahnuralwaniali feedforwardneuralnetworkmodelforisopropylmyristateproductioninindustrialscalesemibatchreactivedistillationcolumns AT othmanmohdroslee feedforwardneuralnetworkmodelforisopropylmyristateproductioninindustrialscalesemibatchreactivedistillationcolumns AT aziznorashid feedforwardneuralnetworkmodelforisopropylmyristateproductioninindustrialscalesemibatchreactivedistillationcolumns |