Enterprise information system automatic fault diagnosis and analysis method based on decision tree
With the rapid growth of the scale and complexity of enterprise information systems, traditional fault diagnosis and analysis methods relying on human experiences and manual operations cost more and more labor and time. To solve this problem, an automatic algorithm was proposed. The algorithm exploi...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | zho |
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Beijing Xintong Media Co., Ltd
2017-03-01
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| Series: | Dianxin kexue |
| Subjects: | |
| Online Access: | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017058/ |
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| _version_ | 1841529067539529728 |
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| author | Xin JIN Longchuan YAN Jun LIU Shulin ZHANG |
| author_facet | Xin JIN Longchuan YAN Jun LIU Shulin ZHANG |
| author_sort | Xin JIN |
| collection | DOAJ |
| description | With the rapid growth of the scale and complexity of enterprise information systems, traditional fault diagnosis and analysis methods relying on human experiences and manual operations cost more and more labor and time. To solve this problem, an automatic algorithm was proposed. The algorithm exploits information from system operation monitoring indicators and alarm data, based on decision tree, to automatically diagnose and analyze faults of enterprise information systems. The algorithm was verified, and the decision tree model and training method was simulated and analyzed comparatively under R language environment, using alarm data extracted from real operation data of a typical large-scale enterprise system. The experiment results show that this algorithm is able to achieve fast automatic fault diagnosis accurately, and is much helpful on improving efficiencies of information system fault processing. |
| format | Article |
| id | doaj-art-0a3e57ff8cc642f59db8b6e8bcf45871 |
| institution | Kabale University |
| issn | 1000-0801 |
| language | zho |
| publishDate | 2017-03-01 |
| publisher | Beijing Xintong Media Co., Ltd |
| record_format | Article |
| series | Dianxin kexue |
| spelling | doaj-art-0a3e57ff8cc642f59db8b6e8bcf458712025-01-15T03:25:37ZzhoBeijing Xintong Media Co., LtdDianxin kexue1000-08012017-03-013316316759804687Enterprise information system automatic fault diagnosis and analysis method based on decision treeXin JINLongchuan YANJun LIUShulin ZHANGWith the rapid growth of the scale and complexity of enterprise information systems, traditional fault diagnosis and analysis methods relying on human experiences and manual operations cost more and more labor and time. To solve this problem, an automatic algorithm was proposed. The algorithm exploits information from system operation monitoring indicators and alarm data, based on decision tree, to automatically diagnose and analyze faults of enterprise information systems. The algorithm was verified, and the decision tree model and training method was simulated and analyzed comparatively under R language environment, using alarm data extracted from real operation data of a typical large-scale enterprise system. The experiment results show that this algorithm is able to achieve fast automatic fault diagnosis accurately, and is much helpful on improving efficiencies of information system fault processing.http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017058/automatic diagnosis analysisfault of information systemdecision treeR language |
| spellingShingle | Xin JIN Longchuan YAN Jun LIU Shulin ZHANG Enterprise information system automatic fault diagnosis and analysis method based on decision tree Dianxin kexue automatic diagnosis analysis fault of information system decision tree R language |
| title | Enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| title_full | Enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| title_fullStr | Enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| title_full_unstemmed | Enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| title_short | Enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| title_sort | enterprise information system automatic fault diagnosis and analysis method based on decision tree |
| topic | automatic diagnosis analysis fault of information system decision tree R language |
| url | http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2017058/ |
| work_keys_str_mv | AT xinjin enterpriseinformationsystemautomaticfaultdiagnosisandanalysismethodbasedondecisiontree AT longchuanyan enterpriseinformationsystemautomaticfaultdiagnosisandanalysismethodbasedondecisiontree AT junliu enterpriseinformationsystemautomaticfaultdiagnosisandanalysismethodbasedondecisiontree AT shulinzhang enterpriseinformationsystemautomaticfaultdiagnosisandanalysismethodbasedondecisiontree |