神经网络在齿轮箱诊断中的应用 |
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引用本文: | 王振华.神经网络在齿轮箱诊断中的应用[J].无线互联科技,2012(10):155-156,177. |
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作者姓名: | 王振华 |
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作者单位: | 中北大学机械工程与自动化学院 |
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摘 要: | 在认真学习了Elman网络的理论框架的基础上,总结分析了Elman神经网络用于故障诊断的不足,提出了改进的Elman神经网络,并将其应用于齿轮箱故障的故障诊断。建立了改进的Elman神经网络并进行仿真,经过一系列训练与测试,仿真结果表明:改进后的elman网络在稳定性及收敛速度等方面有明显优势,是可以在实际工程故障诊断中应用的一种非常有效的方法。
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关 键 词: | 齿轮箱 故障诊断 神经网络 改进的elman |
Of improved elman neural network in the gearbox fault diagnosis |
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Authors: | WANG Zhenhua |
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Affiliation: | WANG Zhenhua(School of Mechanical Engineering and Automation,North University of China,Taiyuan 030051,China) |
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Abstract: | Based on the carefully study of the theoretical framework of the Elman neural network, this paper analyzes the shortcomings of Elman network, puts forward a modified Elman network, which is applied to fault diagnosis of engine gearbox. Modified Elman network is established to simulate.Through a series of training and testing, the results prove that fault diagnosis of engine gearbox based on the modified Elman neural network has high stability and diagnoses gearbox effectively.It can provides a more efficient method for gearbox fault diagnosis technology. |
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Keywords: | Gearbox Fault diagnosis Neural Networks Modified Elman neural net |
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