Research on Transformer Fault Based on Probabilistic Neural Network
With the development of computer science and technology, and increasingly intelligent industrial production, the application of big data in industry also advances rapidly, and the development of artificial intelligence in the aspect of fault diagnosis is particularly prominent. On the basis of MATLA...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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EDP Sciences
2015-01-01
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| Series: | MATEC Web of Conferences |
| Subjects: | |
| Online Access: | http://dx.doi.org/10.1051/matecconf/20152503010 |
| _version_ | 1818623491528720384 |
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| author | Li Yingshun Li Jingjing Han Junfeng |
| author_facet | Li Yingshun Li Jingjing Han Junfeng |
| author_sort | Li Yingshun |
| collection | DOAJ |
| description | With the development of computer science and technology, and increasingly intelligent industrial production, the application of big data in industry also advances rapidly, and the development of artificial intelligence in the aspect of fault diagnosis is particularly prominent. On the basis of MATLAB platform, this paper constructs a fault diagnosis expert system of artificial intelligence machine based on the probabilistic neural network, and it also carries out a simulation of production process by the use of bionic algorithm. This paper makes a diagnosis of transformer fault by the use of an expert system developed by this paper, and verifies that the probabilistic neural network has a good convergence, fault-tolerant ability and big data handling capability in the fault diagnosis. It is suitable for industrial production, which can provide a reliable mathematical model for the construction of fault diagnosis expert system in the industrial production. |
| first_indexed | 2024-12-16T18:41:55Z |
| format | Article |
| id | doaj.art-ffc00c8cdfb745b993b8680cf35ea78b |
| institution | Directory Open Access Journal |
| issn | 2261-236X |
| language | English |
| last_indexed | 2024-12-16T18:41:55Z |
| publishDate | 2015-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | MATEC Web of Conferences |
| spelling | doaj.art-ffc00c8cdfb745b993b8680cf35ea78b2022-12-21T22:21:00ZengEDP SciencesMATEC Web of Conferences2261-236X2015-01-01250301010.1051/matecconf/20152503010matecconf_emme2015_03010Research on Transformer Fault Based on Probabilistic Neural NetworkLi Yingshun0Li Jingjing1Han Junfeng2Beijing Institute of Petrochemical TechnologyGuangxi University of TechnologyQinzhou UniversityWith the development of computer science and technology, and increasingly intelligent industrial production, the application of big data in industry also advances rapidly, and the development of artificial intelligence in the aspect of fault diagnosis is particularly prominent. On the basis of MATLAB platform, this paper constructs a fault diagnosis expert system of artificial intelligence machine based on the probabilistic neural network, and it also carries out a simulation of production process by the use of bionic algorithm. This paper makes a diagnosis of transformer fault by the use of an expert system developed by this paper, and verifies that the probabilistic neural network has a good convergence, fault-tolerant ability and big data handling capability in the fault diagnosis. It is suitable for industrial production, which can provide a reliable mathematical model for the construction of fault diagnosis expert system in the industrial production.http://dx.doi.org/10.1051/matecconf/20152503010artificial intelligencefault diagnosisexpert systemprobabilistic neural network |
| spellingShingle | Li Yingshun Li Jingjing Han Junfeng Research on Transformer Fault Based on Probabilistic Neural Network MATEC Web of Conferences artificial intelligence fault diagnosis expert system probabilistic neural network |
| title | Research on Transformer Fault Based on Probabilistic Neural Network |
| title_full | Research on Transformer Fault Based on Probabilistic Neural Network |
| title_fullStr | Research on Transformer Fault Based on Probabilistic Neural Network |
| title_full_unstemmed | Research on Transformer Fault Based on Probabilistic Neural Network |
| title_short | Research on Transformer Fault Based on Probabilistic Neural Network |
| title_sort | research on transformer fault based on probabilistic neural network |
| topic | artificial intelligence fault diagnosis expert system probabilistic neural network |
| url | http://dx.doi.org/10.1051/matecconf/20152503010 |
| work_keys_str_mv | AT liyingshun researchontransformerfaultbasedonprobabilisticneuralnetwork AT lijingjing researchontransformerfaultbasedonprobabilisticneuralnetwork AT hanjunfeng researchontransformerfaultbasedonprobabilisticneuralnetwork |