• 제목/요약/키워드: Bispectrum

검색결과 50건 처리시간 0.025초

바이스펙트럼의 신경회로망 적용에 의한 회전기계 이상진단에 관한 연구 (A Study on the Fault Diagnosis of Rotating Machinery Using Neural Network with Bispectrum)

  • 오재응;이정철
    • 한국자동차공학회논문집
    • /
    • 제3권6호
    • /
    • pp.262-273
    • /
    • 1995
  • For rotating machinery with high speed and high efficiency, large labor and high expenses are required to conduct machine health monitoring. Therefore, it becomes necessary to develop new diagnosis technique which can detect abnormalities of the rotating machinery effectively. In this paper, it is identified that bispectrum analysis technique can be successfully applied to dectect the abnormalities of the roating machinery through computer simulation, and results of the bispectrum analysis are patterned in griding form. Further, pattern recognition technique using back propagation algorithm, which is one of neural network algorithm, being consisted of patterned input layer and output layer for abnormal status, is applied to detect the abnormalities of simulator which is able to make up various kinds of abnorml conditions(misalignment, unbalance, rubbing etc.) of the rotating machinery.

  • PDF

뇌파신호의 바이스펙트럼 Coherence와 DFA 알고리듬을 이용한 마취단계 분석 (Analysis stages of anesthesia with Bispectrum Coherence and DFA algorithm of the EEG)

  • 예수영;엄상희
    • 한국정보통신학회논문지
    • /
    • 제19권6호
    • /
    • pp.1471-1476
    • /
    • 2015
  • 수술시 시행되는 마취과정에서 마취가 깊지 못해서 깨어나는 각성으로 인하여 환자가 정신적.육체적으로 극심한 고통을 경험할 수 있다. 이러한 상태를 미연에 방지하기 위하여 수술중 마취심도를 측정하여 환자상태를 모니터링 하는 것이 필요하다. 본 연구에서는 실제 수술 시 사용 가능한 정량적인 지표 개발의 가능성을 보고자하였다. 이러한 지표로는 뇌파의 DFA에 의한 멱함수 지수와 바이스펙트럼지수들로 수술 중 이들 지표를 관찰하여 마취심도 측정 가능성을 검증하고자 하였다. 실험결과 수술 전단계에서는 바이스펙트럼이 전영역에 나타나고, DFA값은 감소하는 경향을 나타내었다. 수술 중 단계에서는 바이스펙트럼값이 저주파 대역으로 집중되어 나타나고, DFA값은 증가하는 경향을 나타내었다. 수술후 단계에서는 바이스펙트럼과 DFA값 모두 수술전 수준으로 돌아가는 현상을 관찰하였다. 따라서 바이스펙트럼의 피크 분포와 DFA값의 변화 경향은 마취 심도와 상관성이 밀접한 것으로 나타났다.

뇌파의 바이스펙트럼과 DFA 분석을 이용한 마취심도 측정 (Measuring depth of anesthesia with Bispectrum and DFA analysis of the EEG)

  • 예수영;엄상희
    • 한국정보통신학회:학술대회논문집
    • /
    • 한국정보통신학회 2015년도 춘계학술대회
    • /
    • pp.397-400
    • /
    • 2015
  • 수술시 시행되는 마취과정에서 마취가 깊지 못해서 깨어나는 각성으로 인하여 환자가 정신적 육체적으로 극심한 고통을 경험할 수 있다. 이러한 상태를 미연에 방지하기 위하여 수술중 마취심도를 측정하여 환자상태를 모니터링하는 것이 필요하다. 본 연구에서는 실제 수술 시 사용 가능한 정량적인 지표 개발의 가능성을 보고자하였다. 이러한 지표로는 뇌파의 DFA에 의한 멱함수 지수와 바이스펙트럼지수들로 수술 중 이들 지표를 관찰하여 마취심도 측정 가능성을 검증하고자 하였다. 실험결과 수술 전단계에서는 바이스펙트럼이 전영역에 나타나고, DFA값은 감소하는 경향을 나타내었다. 수술 중 단계에서는 바이스펙트럼값이 저주파 대역으로 집중되어 나타나고, DFA값은 증가하는 경향을 나타내었다. 수술후 단계에서는 바이스펙트럼과 DFA값 모두 수술전 수준으로 돌아가는 현상을 관찰하였다. 따라서 바이스펙트럼의 피크 분포와 DFA값의 변화 경향은 마취 심도와 상관성이 밀접한 것으로 나타났다.

  • PDF

Bispectrum 분석을 이용한 마취 심도 평가 지표 개발 (Development for the Evaluation Index of an Anesthesia Depth using the Bispectrum Analysis)

  • 박준모;예수영;남기곤;전계록
    • 대한의용생체공학회:의공학회지
    • /
    • 제28권6호
    • /
    • pp.750-755
    • /
    • 2007
  • The linear SEF (Spectral Edge Frequency) parameter and spectrum analysis method can not reflect the non-linear of EEG. This method can not contribute to acquire real time analysis and obtain a high confidence in the clinic due to low discrimination. To solve the problems, the development of a new index is carried out using the bispectrum analyzing the EEG including the non-linear characteristic. At the bispectrum analysis of the 2 dimension, the most significant's power spectrum density peaks appeared much at the specific area in awake and anesthesia state. Because many peaks are showed at the specific area in the frequency coordinate, these points are used to create the new index. Range of the index is 0-100. At the anesthesia, the index is 20-50 and at the awake, the index is 90-60. New index can discriminate the awake and anesthesia state.

The Estimation of the Depth of Anesthetic Using Higher-Order Spectrum Analysis of EEG Signals

  • Park, Jong-Duk;Ye, Soo-Young;Jeon, Gye-Rok;Huh, Young
    • 대한의용생체공학회:의공학회지
    • /
    • 제28권2호
    • /
    • pp.287-293
    • /
    • 2007
  • The researchers have studied for a long time about the depth of anesthesia but they don't make criteria for the depth of anesthesia. Anesthetists can't make a prediction about patient's reaction. Therefore, patients have potential risk such as poisonous side effect, late-awake, early-awake and strain reaction. In this study, the distributed characteristics on the bispectrum and bicoherence, the type of nonlinear signal processing, as a result of the coupling of EEG were presented according to depth of anesthesia. These results were consistent with a trend of delta ratio that the index of evaluation for the depth of anesthesia. The higher-order spectrum (HOS), the bispectrum and bicoherence, gives the useful information about depth of anaesthesia than other indexes.

유발전위 검줄을 위한 The ensemble averged bispectrum의 더 효과적인 복원 알고리즘 (The new effective algorithm detecting an evoked potential using the ensemble averaged bispectrum)

  • 최정미;배병훈;김수용
    • 한국의학물리학회지:의학물리
    • /
    • 제6권1호
    • /
    • pp.3-11
    • /
    • 1995
  • A technique based on bispectrum averaging is described for generally recovering the signal waveform from a set of noisy signals with variable signal delay. The technique does not require explicit time alignment of signals and initial estimate of sigals and initial etimate of signal. The new method is suggested and is compared with other methods. This method are numerically investigated using computer generated-data and a phtsiological signal and noise. Some expermeental results for the evoked potential studies that demonstrate the technique are given. The results show the effectiveness of the technique : various potential applictions of the techique might be expected.

  • PDF

Analysis on the Interactions of Harmonics in Exhaust Pipes of Automotive Engines

  • Lee, Min-Ho;Lee, Joon-Seo;Cha, Kyung-Ok
    • Journal of Mechanical Science and Technology
    • /
    • 제17권12호
    • /
    • pp.1867-1875
    • /
    • 2003
  • In exhaust pipes of automotive engines, the pulsating pressure waves are composed of fundamental frequency and high order harmonics. The nonlinearities in the exhaust pipe is caused by their interactions. The error between prediction and measurement is induced by the nonlinearities. We can not explain this phenomenon using linear acoustics theory. So power spectrum, which is used in linear theory, is not useful. This paper is concerned with the development of useful engineering techniques to detect and analyze nonlinearity in exhaust pipe of automotive engines. The study of higher order statistics has been dominated by work on the bispectrum. The bispectrum can be viewed as a decomposition of the third moment (skewness) of a signal over frequency and as such is blind to symmetric nonlinearities. The phenomenon of quadratic phase coupling (QPC) can be analyzed by the bicoherence function. Finally the application of these techniques to data from actual exhaust pipe systems is performed.

고차스펙트럼의 정규화 방법과 이차 위상결합 해석 (Normalization of Higher Order Spectrum and Analysis of Quadratic Phase Coupling)

  • 이준서;김봉각;이원평;차경옥
    • 한국공작기계학회:학술대회논문집
    • /
    • 한국공작기계학회 1999년도 춘계학술대회 논문집
    • /
    • pp.235-239
    • /
    • 1999
  • This thesis is concerned with the development of useful engineering techniques to detect and analyze nonlinearities in mechanical systems. The methods developed are based on the concepts of higher order spectra, in particular the bispectrum. The study of higher order statistics has been dominated by work on the bispectrum. The bispectrum can be viewed as a decomposition of the third moment(skewness) of a signal over frequency and as such is blind to symmetric nonlinearities. Initially auto higher order spectra are studied in detail with particular attention being paid to normalization method. Traditional method based on the bicoherence are studied. Under certain conditions, notably narrow band signals, the above normalization method is shown to fail and so a new technique based on prewhitening the signal in the time domain is developed.

  • PDF

High-resolution CMB bispectrum estimator for future surveys

  • 손우현
    • 천문학회보
    • /
    • 제46권2호
    • /
    • pp.44.1-44.1
    • /
    • 2021
  • The Cosmic Microwave Background (CMB) contains a wealth of information about the perturbations in the early universe. Its bispectrum, the Fourier counterpart of three-point correlation functions, is a direct probe of primordial non-Gaussianity predicted by many physically well motivated inflation models. Motivated by the substantial improvement in sensitivity expected from future CMB surveys, we developed a novel bispectrum estimator capable of handling such high-resolution data. Our code, named CMB-BEst, utilises a set of separable basis functions to constrain a wide variety of models simultaneously. Flexibility in the choice of basis enables targeted analysis on highly oscillatory inflation models, which are previously unconstrained due to the numerical and computational challenges involved. We present the results of our thorough validation tests, both internal and against conventional approaches. We provide a proof-of-concept example with Planck satellite data and sketch out the road ahead.

  • PDF