Fault detection and diagnosis method for heterogeneous wireless network based on GAN
Aiming at the problem that in the process of network fault detection and diagnosis,how to train the precise fault diagnosis and detection model based on small data volume,a fault diagnosis and detection algorithm based on generative adversarial networks (GAN) for heterogeneous wireless networks was...
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| Format: | Article |
| Language: | zho |
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Editorial Department of Journal on Communications
2020-08-01
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| Series: | Tongxin xuebao |
| Subjects: | |
| Online Access: | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020165/ |
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| _version_ | 1841539285016117248 |
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| author | Xiaorong ZHU Peipei ZHANG |
| author_facet | Xiaorong ZHU Peipei ZHANG |
| author_sort | Xiaorong ZHU |
| collection | DOAJ |
| description | Aiming at the problem that in the process of network fault detection and diagnosis,how to train the precise fault diagnosis and detection model based on small data volume,a fault diagnosis and detection algorithm based on generative adversarial networks (GAN) for heterogeneous wireless networks was proposed.Firstly,the common network fault sources in heterogeneous wireless network environment was analyzed,and a large number of reliable data sets was obtained based on a small amount of network fault samples through GAN algorithm.Then,the extreme gradient boosting (XGBoost) algorithm was used to select the optimal feature combination of input parameters in the fault detection stage and completed fault diagnosis and detection based on these data.Simulation results show that the algorithm can achieve more accurate and efficient fault detection and diagnosis for heterogeneous wireless networks,with an accuracy of 98.18%. |
| format | Article |
| id | doaj-art-8069a08dd1bc48ce8cfe1af084415fdd |
| institution | Kabale University |
| issn | 1000-436X |
| language | zho |
| publishDate | 2020-08-01 |
| publisher | Editorial Department of Journal on Communications |
| record_format | Article |
| series | Tongxin xuebao |
| spelling | doaj-art-8069a08dd1bc48ce8cfe1af084415fdd2025-01-14T07:19:30ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-08-014111011959736142Fault detection and diagnosis method for heterogeneous wireless network based on GANXiaorong ZHUPeipei ZHANGAiming at the problem that in the process of network fault detection and diagnosis,how to train the precise fault diagnosis and detection model based on small data volume,a fault diagnosis and detection algorithm based on generative adversarial networks (GAN) for heterogeneous wireless networks was proposed.Firstly,the common network fault sources in heterogeneous wireless network environment was analyzed,and a large number of reliable data sets was obtained based on a small amount of network fault samples through GAN algorithm.Then,the extreme gradient boosting (XGBoost) algorithm was used to select the optimal feature combination of input parameters in the fault detection stage and completed fault diagnosis and detection based on these data.Simulation results show that the algorithm can achieve more accurate and efficient fault detection and diagnosis for heterogeneous wireless networks,with an accuracy of 98.18%.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020165/heterogeneous wireless networkGANXGBoostfault detectionfault diagnosis |
| spellingShingle | Xiaorong ZHU Peipei ZHANG Fault detection and diagnosis method for heterogeneous wireless network based on GAN Tongxin xuebao heterogeneous wireless network GAN XGBoost fault detection fault diagnosis |
| title | Fault detection and diagnosis method for heterogeneous wireless network based on GAN |
| title_full | Fault detection and diagnosis method for heterogeneous wireless network based on GAN |
| title_fullStr | Fault detection and diagnosis method for heterogeneous wireless network based on GAN |
| title_full_unstemmed | Fault detection and diagnosis method for heterogeneous wireless network based on GAN |
| title_short | Fault detection and diagnosis method for heterogeneous wireless network based on GAN |
| title_sort | fault detection and diagnosis method for heterogeneous wireless network based on gan |
| topic | heterogeneous wireless network GAN XGBoost fault detection fault diagnosis |
| url | http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020165/ |
| work_keys_str_mv | AT xiaorongzhu faultdetectionanddiagnosismethodforheterogeneouswirelessnetworkbasedongan AT peipeizhang faultdetectionanddiagnosismethodforheterogeneouswirelessnetworkbasedongan |