Mathematical Model of Short Circuit Fault Diagnosis in management and collaborative System Based On Improved SOM Neural Network

被引：0
作者：
Li H. [1 ]
Li Y. [1 ]
Chen N. [1 ]
机构：
[1] Department of Network and Communication Engineering, Shijiazhuang Information Engineering Vocational College, Shijiazhuang
来源：
Journal of Commercial Biotechnology | 2021年 / 26卷 / 02期
关键词：
Early warning information; Improved SOM neural network; management and collaborative system; Management and collaborative system; Mathematical model; Short circuit fault diagnosis;
D O I：
10.5912/jcb1048
中图分类号：
学科分类号：
摘要：
The existing mathematical model for short-circuit fault diagnosis of management and collaborative system has the problem that the session characteristics of communication link are not clear, resulting in the slow upload speed of fault data. In order to solve this problem, a short-circuit fault diagnosis mathematical model of communication system based on improved SOM neural network and the innovative strategies also management and collaborative system is describing in this paper. Firstly, the early warning information of the system is collected, combined with the repeated information, the session characteristics of the communication link are extracted by using the quasi Newton algorithm, the mutually orthogonal physical resource blocks are transformed, the short-circuit fault diagnosis mode is optimized, the parameters of the components to be detected are estimated, the feature space vector is truncated, and the mathematical model is established by using the improved SOM neural network. Experimental results: the average value of the management and collaborative system short-circuit fault diagnosis mathematical model designed in this paper is 8.244 Mbps, and the average values of the other two management and collaborative system short-circuit fault diagnosis mathematical models are 5.756 Mbps and 5.863 Mbps respectively. The results show that the designed mathematical model for short circuit fault diagnosis of management and collaborative system has high application value. © 2021 ThinkBiotech LLC. All rights reserved.
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收藏
页码：125 / 135
页数：10
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  • [1] Adouni A., Cardoso A., Thermal analysis of low-power three-phase induction motors operating under voltage unbalance and inter-turn short circuit faults, Machines, 9, 2, (2020)
  • [2] Dubey V., Chadha D, Chandra V., Cooperative fso communication system with rf backup as an application to level crossing warning systems for railways, Optical and Quantum Electronics, 52, 6, pp. 1-14, (2020)
  • [3] Ehya H., Nysveen A., Pattern recognition of inter-turn short circuit fault in a synchronous generator using magnetic flux, IEEE Transactions on Industry Applications, 99, (2021)
  • [4] New intelligent fault diagnosis (ifd) approach for grid-connected photovoltaic systems, Energy, 211, 1, (2020)
  • [5] Fan Y., Cui R., Zhang A., Torque ripple minimization for inter-turn short-circuit fault based on open-winding five phase ftfscw-ipm motor for electric vehicle application, IEEE Transactions on Vehicular Technology, 69, 1, pp. 282-292, (2020)
  • [6] Ghanaatian M., Lotfifard S., S parsit y-Based Short-Circ uit A nalysi s of Power Distribution Systems With Inverter Interfaced Distributed Generators, IEEE Transactions on Power Systems, 34, 6, pp. 4857-4868, (2019)
  • [7] Gholami M., Tehrani-Fard A. A, Moeini-Aghtaie M., Et al., Detecting the Location of Short-Circuit Faults in Active Distribution Network Using PMU-Based State Estimation[J], IEEE Transactions on Smart Grid, 11, 2, pp. 1396-1406, (2020)
  • [8] Ber and channel capacity of a deep space fso communication system using l-ppm-msk-sim scheme during superior solar conjunction, Optics express, 27, 17, pp. 24610-24623, (2019)
  • [9] Khelif A. M., Azeddine B., Eddine C., Short-circuit fault diagnosis of the dc-link capacitor and its impact on an electrical drive system, International Journal of Electrical and Computer Engineering, 10, 3, pp. 2807-2814, (2020)
  • [10] Lasjerdi H., Nasiri-Gheidari Z., A Comprehensive Analysis of Short-Circuit Fault in Wound-Rotor Resolvers, IEEE Transactions on Vehicular Technology, 99, (2020)
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