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基于VMD和流形学习的滚动轴承故障诊断研究 被引量:2
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作者 刘自然 柴志豪 +2 位作者 尚坤 邓丽婷 李谦 《机床与液压》 北大核心 2021年第7期183-187,共5页
针对轴承早期故障信号非线性、非平稳和故障特征难以提取的问题,提出一种变分模态分解(VMD)与流形学习相结合的特征提取方法。该方法应用VMD将信号分解成包含不同故障信息的固有模态分量,然后从中提取特征并构建高维的混合域特征集。最... 针对轴承早期故障信号非线性、非平稳和故障特征难以提取的问题,提出一种变分模态分解(VMD)与流形学习相结合的特征提取方法。该方法应用VMD将信号分解成包含不同故障信息的固有模态分量,然后从中提取特征并构建高维的混合域特征集。最后,应用流形学习等度规映射算法将高维的特征集约简为故障区分度更好的低维混合域特征集,并利用支持向量机实现故障分类识别。滚动轴承实验结果表明该方法能准确清晰地提取故障特征信息,与传统方法相比诊断准确率更高。 展开更多
关键词 故障诊断 变分模态分解 流形学习 特征提取
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Adaptive Control of Active Balancing System for a Fast Speed-varying Jeffcott Rotor with Actuator Time Delay
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作者 胡兵 方之楚 《Journal of Shanghai Jiaotong university(Science)》 EI 2008年第3期297-303,共7页
Due to actuator time delay existing in an adaptive control of the active balancing system for a fast speed-varying Jeffcott rotor, if an unsynchronized control force (correction imbalance) is applied to the system, it... Due to actuator time delay existing in an adaptive control of the active balancing system for a fast speed-varying Jeffcott rotor, if an unsynchronized control force (correction imbalance) is applied to the system, it may lead to degradation in control efficiency and instability of the control system. In order to avoid these shortcomings, a simple adaptive controller was designed for a strictly positive real rotor system with actuator time delay, then a Lyapunov-Krasovskii functional was constructed after an appropriate transform of this sys-tem model, the stability conditions of this adaptive control system with actuator time delay were derived. After adding a filter function, the active balancing system for the fast speed-varying Jeffcott rotor with actuator time delay can easily be converted to a strictly positive real system, and thus it can use the above adaptive controller satisfying the stability conditions. Finally, numerical simulations show that the adaptive controller proposed works very well to perform the active balancing for the fast speed-varying Jeffcott rotor with actuator time delay. 展开更多
关键词 actuator time delay fast speed-varying Jeffcott rotor active balancing adaptive control
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