Artificial Neural Network Modelling of Biogas Production Processes
Mathematical modelling using regression for the biogas production process was a proven method used until now. Recently the artificial neural network modelling had been used to model the biogas production process to represent it in neural network model. However, the implementation of the artificial n...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
American Scientific Publisher
2018
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/19752/ http://umpir.ump.edu.my/id/eprint/19752/1/46.%20Artificial%20Neural%20Network%20Modelling%20of%20Biogas%20Production%20Processes1.pdf |
| _version_ | 1848820954477625344 |
|---|---|
| author | Abdul Sahli, Fakharudin Md Nasir, Sulaiman Norwati, Mustapha |
| author_facet | Abdul Sahli, Fakharudin Md Nasir, Sulaiman Norwati, Mustapha |
| author_sort | Abdul Sahli, Fakharudin |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Mathematical modelling using regression for the biogas production process was a proven method used until now. Recently the artificial neural network modelling had been used to model the biogas production process to represent it in neural network model. However, the implementation of the artificial neural network modelling was limited to its problem and some of the proper implementation, for example testing and validation was not fully addressed. This paper used several data sets to compare the artificial neural network modelling results and comparing it with the previous mathematical modelling results. The results show that the artificial neural network modelling produced better results with higher accuracy and lower error when compared to the mathematical modelling. But some issues need to be addressed such as dataset size and over-training in producing good models to represent the biogas production process. |
| first_indexed | 2025-11-15T02:17:39Z |
| format | Article |
| id | ump-19752 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T02:17:39Z |
| publishDate | 2018 |
| publisher | American Scientific Publisher |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-197522018-11-22T01:20:11Z http://umpir.ump.edu.my/id/eprint/19752/ Artificial Neural Network Modelling of Biogas Production Processes Abdul Sahli, Fakharudin Md Nasir, Sulaiman Norwati, Mustapha QA76 Computer software TP Chemical technology Mathematical modelling using regression for the biogas production process was a proven method used until now. Recently the artificial neural network modelling had been used to model the biogas production process to represent it in neural network model. However, the implementation of the artificial neural network modelling was limited to its problem and some of the proper implementation, for example testing and validation was not fully addressed. This paper used several data sets to compare the artificial neural network modelling results and comparing it with the previous mathematical modelling results. The results show that the artificial neural network modelling produced better results with higher accuracy and lower error when compared to the mathematical modelling. But some issues need to be addressed such as dataset size and over-training in producing good models to represent the biogas production process. American Scientific Publisher 2018-11 Article PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/19752/1/46.%20Artificial%20Neural%20Network%20Modelling%20of%20Biogas%20Production%20Processes1.pdf Abdul Sahli, Fakharudin and Md Nasir, Sulaiman and Norwati, Mustapha (2018) Artificial Neural Network Modelling of Biogas Production Processes. Advanced Science Letters, 24 (10). pp. 7582-7587. ISSN 1936-6612. (Published) https://doi.org/10.1166/asl.2018.12982 doi: 10.1166/asl.2018.12982 |
| spellingShingle | QA76 Computer software TP Chemical technology Abdul Sahli, Fakharudin Md Nasir, Sulaiman Norwati, Mustapha Artificial Neural Network Modelling of Biogas Production Processes |
| title | Artificial Neural Network Modelling of Biogas Production Processes |
| title_full | Artificial Neural Network Modelling of Biogas Production Processes |
| title_fullStr | Artificial Neural Network Modelling of Biogas Production Processes |
| title_full_unstemmed | Artificial Neural Network Modelling of Biogas Production Processes |
| title_short | Artificial Neural Network Modelling of Biogas Production Processes |
| title_sort | artificial neural network modelling of biogas production processes |
| topic | QA76 Computer software TP Chemical technology |
| url | http://umpir.ump.edu.my/id/eprint/19752/ http://umpir.ump.edu.my/id/eprint/19752/ http://umpir.ump.edu.my/id/eprint/19752/ http://umpir.ump.edu.my/id/eprint/19752/1/46.%20Artificial%20Neural%20Network%20Modelling%20of%20Biogas%20Production%20Processes1.pdf |