• 제목/요약/키워드: Time-frequency Transform

검색결과 912건 처리시간 0.024초

기어의 이상검지 및 진단에 관한 연구 -Wavelet Transform해석과 KDI의 비교- (A Study on Fault Detection and Diagnosis of Gear Damages - A Comparison between Wavelet Transform Analysis and Kullback Discrimination Information -)

  • 김태구;김광일
    • 한국안전학회지
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    • 제15권2호
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    • pp.1-7
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    • 2000
  • This paper presents the approach involving fault detection and diagnosis of gears using pattern recognition and Wavelet transform. It describes result of the comparison between KDI (Kullback Discrimination Information) with the nearest neighbor classification rule as one of pattern recognition methods and Wavelet transform to know a way to detect and diagnosis of gear damages experimentally. To model the damages 1) Normal (no defect), 2) one tooth is worn out, 3) All teeth faces are worn out 4) One tooth is broken. The vibration sensor was attached on the bearing housing. This produced the total time history data that is 20 pieces of each condition. We chose the standard data and measure distance between standard and tested data. In Wavelet transform analysis method, the time series data of magnitude in specified frequency (rotary and mesh frequency) were earned. As a result, the monitoring system using Wavelet transform method and KDI with nearest neighbor classification rule successfully detected and classified the damages from the experimental data.

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Synchrosqueezed wavelet transform for frequency and damping identification from noisy signals

  • Montejo, Luis A.;Vidot-Vega, Aidcer L.
    • Smart Structures and Systems
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    • 제9권5호
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    • pp.441-459
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    • 2012
  • Identification of vibration parameters from the analysis of the dynamic response of a structure plays a key role in current health monitoring systems. This study evaluates the capabilities of the recently developed Synchrosqueezed Wavelet Transform (SWT) to extract instant frequencies and damping values from the simulated noise-contaminated response of a structure. Two approaches to estimate the modal damping ratio from the results of the SWT are presented. The results obtained are compared to other signal processing methods based on Continuous Wavelet (CWT) and Hilbert-Huang (HHT) transforms. It was found that the time-frequency representation obtained via SWT is sharped than the obtained using just the CWT and it allows a more robust extraction of the individual modal responses than using the HHT. However, the identification of damping ratios is more stable when the CWT coefficients are employed.

Mode-by-mode evaluation of structural systems using a bandpass-HHT filtering approach

  • Lin, Jeng-Wen
    • Structural Engineering and Mechanics
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    • 제36권6호
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    • pp.697-714
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    • 2010
  • This paper presents an improved version of the Hilbert-Huang transform (HHT) for the modal evaluation of structural systems or signals. In this improved HHT, a well-designed bandpass filter is used as preprocessing to separate and determine each mode of the signal for solving the inherent modemixing problem in HHT (i.e., empirical mode decomposition, EMD, associated with the Hilbert transform). A screening process is then applied to remove undesired intrinsic mode functions (IMFs) derived from the EMD of the signal's mode. A "best" IMF is selected in each screening process that utilizes the orthogonalization coefficient between the signal's mode and its IMFs. Through mode-by-mode signal filtering, parameters such as the modal frequency can be evaluated accurately when compared to the theoretical value. Time history of the identified modal frequency is available. Numerical results prove the efficiency of the proposed approach, showing relative errors 1.40%, 2.06%, and 1.46%, respectively, for the test cases of a benchmark structure in the lab, a simulated time-varying structural system, and of a linear superimposed cosine waves.

Accurate Heartbeat Frequency Extraction Method using UWB Impulse Radar

  • Cho, Hui-Sup;Park, Young-Jin
    • IEIE Transactions on Smart Processing and Computing
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    • 제6권4호
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    • pp.246-252
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    • 2017
  • Non-invasive and non-restrictive methods for measuring the physiological functions of the human body are useful for health care, security, and surveillance. In this paper, a new method that extracts human heartbeat information by utilizing ultra-wideband (UWB) impulse radar is proposed. The amplitude spectra of received radar pulses reflected from the human body are accumulated at specific time intervals, and chirp z-transform (CZT) is used to extract the heartbeat frequency from the amplitude spectra. The heartbeat frequency can be extracted with high-frequency resolution in the frequency band of the heartbeat of interest using CZT. Experimental results to verify the performance of the proposed method show that a highly accurate extraction of the heartbeat frequency is possible using this method.

감육을 가지는 고압배관에 대한 탄성파의 Wavelet해석 (Wavelet Analysis of Elastic Wave for Wall Thinned High-Pressure Service Pipes)

  • 김진욱;안석환;이시윤;남기우;도재윤
    • 한국가스학회지
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    • 제9권3호
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    • pp.1-8
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    • 2005
  • 배관은 사용기간 중에 여러 가지 열화에 의해 손상을 받으며, 그 중 감육(두께감소)이 발생하게 되면 심각한 결과를 초래할 수 있다. 따라서, 배관시스템의 보전유지를 위해서는 감육되어진 배관의 강도를 평가하는 것이 중요하다. 어떤 재료가 외부 응력 등에 의해 파괴 혹은 변형된다면 그 특징적인 탄성파가 변형메카니즘에 따라 여러 가지로 다르게 나타날 수 있다. 본 연구에서는 감육을 가지는 배관에서 감육결함의 길이 및 깊이를 다르게 상정하였을 때 나타나는 AE신호들에 대해 Wavelet Transform시스템을 이용하여 평가하였다. 또한,실배관의 굽힘시험을 통하여 기계적인 강도를 평가하였다. 결과로부터, 감육의 깊이비(d/t)의 정도에 따라 주파수 성분을 구별하는 것이 가능하였다.

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ERROR ESTIMATIES FOR A FREQUENCY-DOMAIN FINITE ELEMENT METHOD FOR PARABOLIC PROBLEMS WITH A NEUMANN BOUNDARY CONDITION

  • Lee, Jong-Woo
    • 대한수학회보
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    • 제35권2호
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    • pp.345-362
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    • 1998
  • We introduce and anlyze a naturally parallelizable frequency-domain method for parabolic problems with a Neumann boundary condition. After taking the Fourier transformation of given equations in the space-time domain into the space-frequency domain, we solve an indefinite, complex elliptic problem for each frequency. Fourier inversion will then recover the solution of the original problem in the space-time domain. Existence and uniqueness of a solution of the transformed problem corresponding to each frequency is established. Fourier invertibility of the solution in the frequency-domain is also examined. Error estimates for a finite element approximation to solutions fo transformed problems and full error estimates for solving the given problem using a discrete Fourier inverse transform are given.

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푸리에 변환과 주파수 민감도를 이용한 시변자장 시스템에서의 과도상태 해석 (Transient Analysis of Magnetodynamic Systems Using Fourier Transform and Frequency Sensitivity)

  • 최명준;김창현;박일한
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 A
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    • pp.64-66
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    • 1998
  • This paper presents a new efficient method for transient analysis in magnetodynamic systems of linear eddy current problems. This mehtod employs the Fourier transform and the high-order frequency sensitivity of harmonic finite element method. By taking into account the time-constant of magnetodynamic system, the Fourier integral of continuous frequency is converted into the Fourier series of discrete frequency. And with the results of Fourier series expansion of converted input wave form, the responses of each sinusoids is superposed to give the total response of the magnetodynamic systems. But, if the frequency band of input wave form is broad, it takes long computational time since all responses for each sinusoids must be calculated. Therefore, the high-order frequency sensitivity method is employed to estimate the response variation to frequency. The proposed algorithm is applied to an induction heating system to validate its numerical efficiency.

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불규칙 신호의 웨이블렛 기법을 이용한 결함 진단 (Fault Diagnosis Using Wavelet Transform Method for Random Signals)

  • 김우택;심현진;아미누딘빈아부;이해진;이정윤;오재응
    • 한국정밀공학회지
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    • 제22권10호
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    • pp.80-89
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    • 2005
  • In this paper, time-frequency analysis using wavelet packet transform and advanced-MDSA (Multiple Dimensional Spectral Analysis) which based on wavelet packet transform is applied fur fault source identification and diagnosis of early detection of fault non-stationary sound/vibration signals. This method is analyzing the signal in the plane of instantaneous time and instantaneous frequency. The results of ordinary coherence function, which obtained by wavelet packet analysis, showed the possibility of early fault detection by analysis at the instantaneous time. So, by checking the coherence function trend, it is possible to detect which signal contains the major fault signal and to know how much the system is damaged. Finally, It is impossible to monitor the system is damaged or undamaged by using conventional method, because crest factor is almost constant under the range of magnitude of fault signal as its approach to normal signal. However instantaneous coherence function showed that a little change of fault signal is possible to monitor the system condition. And it is possible to predict the maintenance time by condition based maintenance for any stationary or non-stationary signals.

연속웨이블렛변환을 이용한 평판구조물에서의 충격위치 추정 (Application of a Continuous Wavelet Transform to the Impact Location Estimation in Plate Type Structures)

  • 박진호;이정한;박기용
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2004년도 추계학술대회논문집
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    • pp.311-316
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    • 2004
  • For the location estimation in the conventional LPMS(Loose Parts Monitoring System), it is popular to employ a group delay among the acoustic sensors installed within a 3 ft range from the impact source. However, there exists inherent error in determining the arrival time differences of the generated wave group among the neighboring sensors. To overcome this problem in this study, the two dimensional approach has been proposed and applied to effectively estimate the arrival time differences by using a continuous wavelet transform which is one of the linear time-frequency analysis methods. The experiment has been performed to both the plate model and the real steam generator in a nuclear power plant. It is expected that the reliability of the location estimation could be enhanced when the proposed time-frequency method is introduced into the LPMS system.

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곱셈 연산을 고려한 고속 역변환 방법 (Fast Inverse Transform Considering Multiplications)

  • 송현주;이영렬
    • 방송공학회논문지
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    • 제28권1호
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    • pp.100-108
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    • 2023
  • 하이브리드 블록 기반 비디오 압축에서 변환 부호화는 공간 영역의 잔차 신호를 주파수 영역으로 변환하여 낮은 주파수 대역에 에너지를 집중시켜 이후 엔트로피 코딩 과정에서 높은 압축률을 달성할 수 있게 한다. 최신 비디오 압축 표준인 VVC(Versatile Video Coding)는 DCT-2(Discrete Cosine Transform type 2), DST-7(Discrete Sine Transform type 7), DCT-8(Discrete Cosine Transform type 8)를 사용하여 주변환을 수행한다. 본 논문에서는 DCT-2, DST-7, DCT-8이 모두 선형 변환임을 고려하여, 선형 변환의 선형성을 이용하여 역변환 시 곱셈 연산량을 줄이는 역변환 방법을 제안한다. 제안하는 역변환 방법은 VVC의 참조 소프트웨어인 VVC Test Model-8.2 (VTM-8.2) 대비 비트율의 증가 없이 부호화 시간과 복호화 시간이 AI(All Intra)에서 평균 26%, 15%, RA(Randon Access)에서 평균 4%, 10% 감소하였다.