A mutation-based evolving neural network model and its application to condition monitoring
Data analysis using intelligent systems is a key solution to many industrial problems. In this paper, a mutation-based evolving artificial neural network which is based on an integration of the Fuzzy ARTMAP (FAM) neural network and evolutionary programming (EP), is proposed. The proposed FAM-EP mode...
| Main Authors: | , , |
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| Format: | Conference or Workshop Item |
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2007
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| Subjects: | |
| Online Access: | http://shdl.mmu.edu.my/3269/ |
| _version_ | 1848790281289203712 |
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| author | Tan, Shing Chiang Rao, M. V. C. Lim, Chee Peng |
| author_facet | Tan, Shing Chiang Rao, M. V. C. Lim, Chee Peng |
| author_sort | Tan, Shing Chiang |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | Data analysis using intelligent systems is a key solution to many industrial problems. In this paper, a mutation-based evolving artificial neural network which is based on an integration of the Fuzzy ARTMAP (FAM) neural network and evolutionary programming (EP), is proposed. The proposed FAM-EP model is applied to detect and classify possible faults from a number of sensory signals of a circulating water system in a power generation plant. The efficiency of FAM-EP is assessed and compared with that of the original FAM network in terms Of classification accuracy as well as network complexity. In addition, the bootstrap method is used to quantify the performance statistically. The results positively demonstrate the usefulness of FAM-EP in tackling data classification problems. |
| first_indexed | 2025-11-14T18:10:07Z |
| format | Conference or Workshop Item |
| id | mmu-3269 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:10:07Z |
| publishDate | 2007 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-32692011-10-14T07:15:14Z http://shdl.mmu.edu.my/3269/ A mutation-based evolving neural network model and its application to condition monitoring Tan, Shing Chiang Rao, M. V. C. Lim, Chee Peng T Technology (General) QA75.5-76.95 Electronic computers. Computer science Data analysis using intelligent systems is a key solution to many industrial problems. In this paper, a mutation-based evolving artificial neural network which is based on an integration of the Fuzzy ARTMAP (FAM) neural network and evolutionary programming (EP), is proposed. The proposed FAM-EP model is applied to detect and classify possible faults from a number of sensory signals of a circulating water system in a power generation plant. The efficiency of FAM-EP is assessed and compared with that of the original FAM network in terms Of classification accuracy as well as network complexity. In addition, the bootstrap method is used to quantify the performance statistically. The results positively demonstrate the usefulness of FAM-EP in tackling data classification problems. 2007-11 Conference or Workshop Item NonPeerReviewed Tan, Shing Chiang and Rao, M. V. C. and Lim, Chee Peng (2007) A mutation-based evolving neural network model and its application to condition monitoring. In: 3rd International Conference on Intelligent Information Hiding and Multimedia Signal Processing , 26-28 NOV 2007, Kaohsiung, TAIWAN. http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=1&SID=W1@241EnM@NdE2@EIgh&page=128&doc=1271 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science Tan, Shing Chiang Rao, M. V. C. Lim, Chee Peng A mutation-based evolving neural network model and its application to condition monitoring |
| title | A mutation-based evolving neural network model and its application to condition monitoring |
| title_full | A mutation-based evolving neural network model and its application to condition monitoring |
| title_fullStr | A mutation-based evolving neural network model and its application to condition monitoring |
| title_full_unstemmed | A mutation-based evolving neural network model and its application to condition monitoring |
| title_short | A mutation-based evolving neural network model and its application to condition monitoring |
| title_sort | mutation-based evolving neural network model and its application to condition monitoring |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/3269/ http://shdl.mmu.edu.my/3269/ |