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滚动轴承的故障诊断基于HPSO算法优化CNN-LSTM神经网络的神经网络

He Tian1,2, Huaicong Fan1,2, Mingwen Feng1,2

  • 1National Demonstration Center for Experimental Mechanical and Electrical Engineering Education, Tianjin University of Technology, Tianjin 300384, China.

Sensors (Basel, Switzerland)
|July 29, 2023
PubMed
概括

本研究介绍了一种优化的CNN-LSTM模型,使用混合粒子群优化 (HPSO) 进行精确的滚动轴承故障诊断. 这种新的方法显著提高了诊断准确度,防止设备故障.

关键词:
卷积神经网络是一种卷积神经网络.混合粒子群集优化 混合粒子群集优化智能故障诊断 智能故障诊断 智能故障诊断长期短期记忆 长期短期记忆滚动轴承 的 滚动轴承 .

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