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A Novel Rolling Bearing Vibration Impulsive Signals Detection Approach Based on Dictionary Learning 被引量:2
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作者 Chuan Sun Hongpeng Yin +1 位作者 Yanxia Li Yi Chai 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第6期1188-1198,共11页
The localized faults of rolling bearings can be diagnosed by its vibration impulsive signals.However,it is always a challenge to extract the impulsive feature under background noise and non-stationary conditions.This ... The localized faults of rolling bearings can be diagnosed by its vibration impulsive signals.However,it is always a challenge to extract the impulsive feature under background noise and non-stationary conditions.This paper investigates impulsive signals detection of a single-point defect rolling bearing and presents a novel data-driven detection approach based on dictionary learning.To overcome the effects harmonic and noise components,we propose an autoregressive-minimum entropy deconvolution model to separate harmonic and deconvolve the effect of the transmission path.To address the shortcomings of conventional sparse representation under the changeable operation environment,we propose an approach that combines K-clustering with singular value decomposition(K-SVD)and split-Bregman to extract impulsive components precisely.Via experiments on synthetic signals and real run-to-failure signals,the excellent performance for different impulsive signals detection verifies the effectiveness and robustness of the proposed approach.Meanwhile,a comparison with the state-of-the-art methods is illustrated,which shows that the proposed approach can provide more accurate detected impulsive signals. 展开更多
关键词 Dictionary learning impulsive signals detection Kclustering with singular value decomposition(K-SVD) minimum entropy deconvolution rolling bearing signal processing
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Novel Sampling and Reconstruction Method for Non-Bandlimited Impulse Signals
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作者 Feng Yang Jian-Hao Hu Shao-Qian Li 《Journal of Electronic Science and Technology of China》 2009年第3期193-197,共5页
To sample non-bandlimited impulse signals, an extremely high-sampling rate analog-todigital converters (ADC) is required. Such an ADC is very difficult to be implemented with present semiconductor technology. In thi... To sample non-bandlimited impulse signals, an extremely high-sampling rate analog-todigital converters (ADC) is required. Such an ADC is very difficult to be implemented with present semiconductor technology. In this paper, a novel sampling and reconstruction method for impulse signals is proposed. The required sampling rate of the proposed method is close to the signal innovation rate, which is much lower than the Nyquist rate in conventional Shannon sampling theory. Analysis and simulation results show that the proposed method can achieve very good reconstruction performance in the presence of noise. 展开更多
关键词 Annihilating filter impulse signals innovation rate non-bandlimited singular valuedecomposition
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Energy transfer theory and application research of accumulation energy district on coal and rock mass
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作者 邹德蕴 温兴林 +1 位作者 段伟 胡英俊 《Journal of Coal Science & Engineering(China)》 2007年第3期286-290,共5页
Using research results on physical properties of primary coal and rock mass, in this paper, response characteristic function y(t), amplitude frequency characteristic H(ω) and phase-frequency characteristic φ(ω... Using research results on physical properties of primary coal and rock mass, in this paper, response characteristic function y(t), amplitude frequency characteristic H(ω) and phase-frequency characteristic φ(ω) were used to describe dynamic response of stress impulse signal. At the same time, with the help of computer simulation analogue technique, applying these characteristic parameters to research the rock-burst forecasting, this paper deduced response characteristic function model. This function model is valuable for rockburst tendency test. According to these researches, develops monitoring recording system to acquire rockburst precursor signals. This system can monitor stress impulse signal dynamically and continuously. By applying the forecast information systems can forecast rockburst successfully. 展开更多
关键词 response characteristic impulse signal transfer function rock-burst
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Matrix Expression of the Orthogonal Wavelet (Packets) Transform
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作者 杜红彬 滕虎 姚平经 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2002年第6期701-705,共5页
Matrix expression of finite orthogonal wavelet transform of finite impulse response signal is more valuable for theoretical analysis and understanding. However, clear deduction for matrix expression has not been provi... Matrix expression of finite orthogonal wavelet transform of finite impulse response signal is more valuable for theoretical analysis and understanding. However, clear deduction for matrix expression has not been provided yet. In this paper, the formulation to generate the re-lated matrix is put forward and the theorem on the orthogonality of this matrix proved. This effort deploys a basis for more deeper and wider applications in chemical processes. * 展开更多
关键词 finite orthogonal wavelet (packets) transform matrix expression finite impulse response signal
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A Method for Measuring LC Resonance Frequency by Impulse Response
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作者 Mingwei Xu Jiuxin Gong Yuechang Shi 《Modern Electronic Technology》 2020年第1期16-18,共3页
LC circuit resonance frequency measurement often requires the use of professional analysis instruments such as LCR meters,vector network analyzers,but currently such instruments on the market are expensive,and it is d... LC circuit resonance frequency measurement often requires the use of professional analysis instruments such as LCR meters,vector network analyzers,but currently such instruments on the market are expensive,and it is difficult for non-professional institute personnel to access.Here comes unnecessary trouble.In view of this situation,a test method for measuring the resonance frequency using only a digital storage oscilloscope is proposed.Using the impulse signal to obtain the system response,the response waveform period can be observed through the oscilloscope. 展开更多
关键词 LC circuit Resonant frequency Digital Storage Oscilloscope Impulse signal
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A pseudo wavelet system-based vibration signature extracting method for rotating machinery fault detection 被引量:13
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作者 CHEN BinQiang ZHANG ZhouSuo +2 位作者 ZI YanYang YANG ZhiBo HE ZhengJia 《Science China(Technological Sciences)》 SCIE EI CAS 2013年第5期1294-1306,共13页
The rotating machinery,as a typical example of large and complex mechanical systems,is prone to diversified sorts of mechanical faults,especially on their rotating components.Although they can be collected via vibrati... The rotating machinery,as a typical example of large and complex mechanical systems,is prone to diversified sorts of mechanical faults,especially on their rotating components.Although they can be collected via vibration measurements,the critical fault signatures are always masked by overwhelming interfering contents,therefore difficult to be identified.Moreover,owing to the distinguished time-frequency characteristics of the machinery fault signatures,classical dyadic wavelet transforms(DWTs) are not perfect for detecting them in noisy environments.In order to address the deficiencies of DWTs,a pseudo wavelet system(PWS) is proposed based on the filter constructing strategies of wavelet tight frames.The presented PWS is implemented via a specially devised shift-invariant filterbank structure,which generates non-dyadic wavelet subbands as well as dyadic ones.The PWS offers a finer partition of the vibration signal into the frequency-scale plane.In addition,in order to correctly identify the essential transient signatures produced by the faulty mechanical components,a new signal impulsiveness measure,named spatial spectral ensemble kurtosis(SSEK),is put forward.SSEK is used for selecting the optimal analyzing parameters among the decomposed wavelet subbands so that the masked critical fault signatures can be explicitly recognized.The proposed method has been applied to engineering fault diagnosis cases,in which the processing results showed its effectiveness and superiority to some existing methods. 展开更多
关键词 rotating machinery SHIFT-INVARIANT non-dyadic decomposition vibration measurement signal impulsiveness
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