• 제목/요약/키워드: features of time and frequency domain

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Frequency analysis of GPS data for structural health monitoring observations

  • Pehlivan, Huseyin
    • Structural Engineering and Mechanics
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    • 제66권2호
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    • pp.185-193
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    • 2018
  • In this study, low- and high-frequency structure behaviors were identified and a systematic analysis procedure was proposed using noisy GPS data from a 165-m-high tower in ${\dot{I}}stanbul$, Turkey. The raw GPS data contained long- and short-periodic position changes and noisy signals at different frequencies. To extract the significant results from this complex dataset, the general structure and components of the GPS signal were modeled and analyzed in the time and frequency domains. Uncontrolled jumps and deviations involving the signal in the time domain were pre-filtered. Then, the signal was converted to the frequency domain after applying low- and high-pass filters, and the frequency and periodic component values were calculated. The spectrum of the tower motion obtained from the filtered GPS data had dominant peaks at a low frequency of $1.15572{\times}10-4Hz$ and a high frequency of 0.16624 Hz, consistent with two equivalent GPS datasets. Then, the signal was reconstructed using inverse Fourier transform with the dominant low frequency values to obtain filtered and interpretable clean signals. With the proposed sequence, processing of noisy data collected from the GPS receivers mounted very close to the structure is effective in revealing the basic behaviors and features of buildings.

An improved time-domain approach for the spectra-compatible seismic motion generation considering intrinsic non-stationary features

  • Feng Cheng;Jianbo Li;Zhixin Ding;Gao Lin
    • Nuclear Engineering and Technology
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    • 제55권3호
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    • pp.968-980
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    • 2023
  • The dynamic structural responses are sensitive to the time-frequency content of seismic waves, and seismic input motions in time-history analysis are usually required to be compatible with design response spectra according to nuclear codes. In order to generate spectra-compatible input motions while maintaining the intrinsic non-stationarity of seismic waves, an improved time-domain approach is proposed in this paper. To maintain the nonstationary characteristics of the given seismic waves, a new time-frequency envelope function is constructed using the Hilbert amplitude spectrum. Based on the intrinsic mode functions (IMFs) obtained from given seismic waves through variational mode decomposition, a new corrective time history is constructed to locally modify the given seismic waves. The proposed corrective time history and time-frequency envelope function are unique for each earthquake records as they are extracted from the given seismic waves. In addition, a dimension reduction iterative technique is presented herein to simultaneously superimpose corrective time histories of all the damping ratios at a specific frequency in the time domain according to optimal weights, which are found by the genetic algorithm (GA). Examples are presented to show the capability of the proposed approach in generating spectra-compatible time histories, especially in maintaining the nonstationary characteristics of seismic records. And numerical results reveal that the modified time histories generated by the proposed method can obtain similar dynamic behaviors of AP1000 nuclear power plant with the natural seismic records. Thus, the proposed method can be efficiently used in the design practices.

Analysis of Time Domain Active Sensing Data from CX-100 Wind Turbine Blade Fatigue Tests for Damage Assessment

  • Choi, Mijin;Jung, Hwee Kwon;Taylor, Stuart G.;Farinholt, Kevin M.;Lee, Jung-Ryul;Park, Gyuhae
    • 비파괴검사학회지
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    • 제36권2호
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    • pp.93-101
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    • 2016
  • This paper presents the results obtained using time-series-based methods for structural damage assessment. The methods are applied to a wind turbine blade structure subjected to fatigue loads. A 9 m CX-100 (carbon experimental 100 kW) blade is harmonically excited at its first natural frequency to introduce a failure mode. Consequently, a through-thickness fatigue crack is visually identified at 8.5 million cycles. The time domain data from the piezoelectric active-sensing techniques are measured during the fatigue loadings and used to detect incipient damage. The damage-sensitive features, such as the first four moments and a normality indicator, are extracted from the time domain data. Time series autoregressive models with exogenous inputs are also implemented. These features could efficiently detect a fatigue crack and are less sensitive to operational variations than the other methods.

맞대기 용접 이음재 인장시험에서 발생한 음향방출 신호의 웨이블릿 변환과 응용 (A Study on the Wavelet Transform of Acoustic Emission Signals Generated from Fusion-Welded Butt Joints in Steel during Tensile Test and its Applications)

  • 이장규
    • 한국공작기계학회논문집
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    • 제16권1호
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    • pp.26-32
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    • 2007
  • This study was carried out fusion-welded butt joints in SWS 490A high strength steel subjected to tensile test that load-deflection curve. The windowed or short-time Fourier transform(WFT or STFT) makes possible for the analysis of non-stationary or transient signals into a joint time-frequency domain and the wavelet transform(WT) is used to decompose the acoustic emission(AE) signal into various discrete series of sequences over different frequency bands. In this paper, for acoustic emission signal analysis to use a continuous wavelet transform, in which the Gabor wavelet base on a Gaussian window function is applied to the time-frequency domain. A wavelet transform is demonstrated and the plots are very powerful in the recognition of the acoustic emission features. As a result, the technique of acoustic emission is ideally suited to study variables which control time and stress dependent fracture or damage process in metallic materials.

맞대기 용접 이음재 인장시험에서 발생한 음향방출 신호의 웨이블릿 변환과 응용 (A Study on the Wavelet Transform of Acoustic Emission Signals Generated from Fusion-Welded Butt Joints in Steel during Tensile Test and its Applications)

  • 이장규;윤종희;우창기;박성완;김봉각;조대희
    • 한국공작기계학회:학술대회논문집
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    • 한국공작기계학회 2005년도 춘계학술대회 논문집
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    • pp.342-348
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    • 2005
  • This study was carried out fusion-welded butt joints in SWS 490A high strength steel subjected to tensile test that load-deflection curve. The windowed or short-time Fourier transform (WFT or SIFT) makes possible for the analysis of non-stationary or transient signals into a joint time-frequency domain and the wavelet transform (WT) is used to decompose the acoustic emission (AE) signal into various discrete series of sequences over different frequency bands. In this paper, for acoustic emission signal analysis to use a continuous wavelet transform, in which the Gabor wavelet base on a Gaussian window function is applied to the time-frequency domain. A wavelet transform is demonstrated and the plots are very powerful in the recognition of the acoustic emission features. As a result, the technique of acoustic emission is ideally suited to study variables which control time and stress dependent fracture or damage process in metallic materials.

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Fault Detection and Identification of Induction Motors with Current Signals Based on Dynamic Time Warping

  • Bae, Hyeon;Kim, Sung-Shin;Vachtsevanos, George
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제7권2호
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    • pp.102-108
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    • 2007
  • The issues of preventive and condition-based maintenance, online monitoring, system fault detection, diagnosis, and prognosis are of increasing importance. This study introduces a technique to detect and identify faults in induction motors. Stator currents were measured and stored by time domain. The time domain is not suitable for representing current signals, so wavelet transform is used to convert the signal; onto frequency domain. The raw signals can not show the significant feature, therefore difference values are applied. The difference values were transformed by wavelet transform and the features are extracted from the transformed signals. The dynamic time warping method was used to identify the four fault types. This study describes the results of detecting fault using wavelet analysis.

신경망을 이용한 적응 다중 대역 필터 설계 (A Study on Adaptive Filter Bank using Neural Networks in Time Domain)

  • 이건기;이주원;김광열;방만식;이병로;김영일
    • 한국정보통신학회논문지
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    • 제7권4호
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    • pp.673-677
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    • 2003
  • 본 연구에서는 적응 필터 뱅크와 유사한 신경망을 이용한 시간영역에서의 새로운 필터뱅크(뉴럴 필터 뱅크)와 필터 창 함수를 가진 새로운 필터 뉴런을 제안하였다. 제안된 뉴럴 필터 뱅크의 성능을 검증하기 위해 두 가지의 예를 들어 실험하였다. 실험에서 제안된 기법은 기존의 방법인 주파수 영역에서의 필터뱅크보다 간단한 구조와 고속처리가 가능한 특성을 보였다. 따라서 제안된 방법은 시간 영역에서의 신호의 특징 검출에 있어 높은 성능을 제공할 것으로 사료된다.

DTW를 이용한 유도전동기 베어링 및 회전자봉 고장진단 (Fault Detection and Diagnosis of Faulty Bearing and Broken Rotor Bar of Induction Motors Based on Dynamic Time Warping)

  • 이재현;배현
    • Journal of Advanced Marine Engineering and Technology
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    • 제31권1호
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    • pp.95-102
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    • 2007
  • The issues of preventive and condition-based maintenance, online monitoring, system fault detection, diagnosis and prognosis are of increasing importance. This study introduces a technique to detect and identify faults in induction motors. Stator currents were measured and stored by time domain. The time domain is not suitable for representing current signals, so wavelet transform is used to convert the signals onto frequency domain. The raw signals can not show the significant feature, therefore difference values between the signal of the health conditions and that of the fault conditions are applied. The difference values were transformed by wavelet transform and the features are extracted from the transformed signals. The dynamic time warping method was used to identify the fault type. This study describes the results of detecting fault using wavelet analysis.

주파수 영역상의 AR 모델링 기반 이용한 LR-WPAN용 무선측위기법 (A Frequency Domain based Positioning Method using Auto Regressive Modeling in LR-WPAN)

  • 홍윤기;배승천;최성수;이원철
    • 한국통신학회논문지
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    • 제34권6C호
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    • pp.561-570
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    • 2009
  • 임펄스 기반의 초광대역 통신 기술은 이론적으로 근거리에서 고속의 데이터 전송과 고해상도의 거리 인지 및 무선 측위가 가능하다는 장점을 가지고 있지만 이러한 기능들을 수행하기 위해서는 우선적으로 고속의 ADC(Analog to Digital Convertor)가 요구되며 특히, 시간 기반의 무선 측위 기법을 적용할 경우 더욱 그러하다. 그러나 현실적으로 GHz 이상의 고속의 ADC는 매우 고가이기 때문에 본 논문에서 목표로 하는 저비용을 고려한 저속의 무선 개인 영역 네트워크 (Low Rate - Wireless Personal Area Network; LR-WPAN)에서는 부적합하다. 따라서 본 논문에서는 저속의 ADC로 고정밀의 무선 측위가 가능한 주파수 영역에서 계산의 복잡도가 낮은 AR(Auto Regressive) 모델을 기반으로한 레인징 기법을 소개하고, 아날로그 단에서 주파수 변환을 위해 카운터를 이용한 VCO(Voltage Control Oscillator) 방식의 non-coherent 기반의 수신 구조를 제안한다. 제안된 기법에 대한 성능을 검증하기 위해서 IEEE 802.15.4a TG에서 제시한 채널 모델을 적용하였으며 시뮬레이션 결과로부터 제안된 레인징 및 측위 방안의 우수성을 검증하였다.

A computer based simulation model for the fatigue damage assessment of deep water marine riser

  • Pallana, Chirag A.;Sharma, Rajiv
    • Ocean Systems Engineering
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    • 제12권1호
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    • pp.87-142
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    • 2022
  • An analysis for the computation of Fatigue Damage Index (FDI) under the effects of the various combination of the ocean loads like random waves, current, platform motion and VIV (Vortex Induced Vibration) for a certain design water depth is a critically important part of the analysis and design of the marine riser platform integrated system. Herein, a 'Computer Simulation Model (CSM)' is developed to combine the advantages of the frequency domain and time domain. A case study considering a steel catenary riser operating in 1000 m water depth has been conducted with semi-submersible. The riser is subjected to extreme environmental conditions and static and dynamic response analyses are performed and the Response Amplitude Operators (RAOs) of the offshore platform are computed with the frequency domain solution. Later the frequency domain results are integrated with time domain analysis system for the dynamic analysis in time domain. After that an extensive post processing is done to compute the FDI of the marine riser. In the present paper importance is given to the nature of the current profile and the VIV. At the end we have reported the detail results of the FDI comparison with VIV and without VIV under the linear current velocity and the FDI comparison with linear and power law current velocity with and without VIV. We have also reported the design recommendations for the marine riser in the regions where the higher fatigue damage is observed and the proposed CSM is implemented in industrially used standard soft solution systems (i.e., OrcaFlex*TM and Ansys AQWA**TM), Ms-Excel***TM, and C++ programming language using its object oriented features.