• Title/Summary/Keyword: Correlation dimension

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THE CORRELATION DIMENSION OF GENERALIZED CANTOR-LIKE SETS

  • Lee, Mi-Ryeong;Baek, Hun-Ki
    • Honam Mathematical Journal
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    • v.34 no.2
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    • pp.219-230
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    • 2012
  • In the paper, a symbolic construction is considered to define generalized Cantor-like sets. Lower and upper bounds for the correlation dimension of the sets with a regular condition are obtained with respect to a probability Borel measure. Especially, for some special cases of the sets, the exact formulas of the correlation dimension are established and we show that the correlation dimension and the Hausdorff dimension of some of them are the same. Finally, we find a condition which guarantees the positive correlation dimension of the generalized Cantor-like sets.

Consideration on the Fuzzy Chaos Dimension for Speech Recognition (음성인식을 위한 퍼지 카오스 차원의 고찰)

  • Yoo, B.W.;Kim, S.K.;Park, H.S.;Kim, C.S.
    • Speech Sciences
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    • v.4 no.2
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    • pp.25-39
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    • 1998
  • This paper deals with fuzzy correlation dimension for an appropriate speech recognition. The proposed fuzzy correlation dimension has absorbed time variation value of strange attractor as utilizing fuzzy membership function at calculation of integral correlation when the results of proposed dimension are applied to speech recognition fuzzed correlation dimension is superior to speech recognition, and correlation dimension is superior to speaker discrimination.

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Correlation Analysis for Correlation Dimesion of EEG and Cold-heat Score (뇌파의 상관차원과 한열설문지와의 상관분석)

  • Bas, No-Soo;Park, Young-Jae;Oh, Hwan-Sup;Park, Young-Bae
    • The Journal of the Society of Korean Medicine Diagnostics
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    • v.11 no.2
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    • pp.116-127
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    • 2007
  • Background and Purpose: Acording to chaos theory, irregular signals of electroencephalogram can interpretated by nonlinear method. Chaotic nonlinear dynamics in EEG can be studied by calculating the correlation dimension. The aim of this study is to analyze EEG by correlation dimension and do Correlation Analysis of correlation dimension and cold-heat score Method: EEG raw data were measured during 15 minutes and choosed 40 seconds. We calculated correlation dimension and used surrogate data method for checking nonlinear data. After then do correlation analysis Result and Conclusion: Correlation dimension of channel 7 and channel 8 are showed significant correlation with cold score.

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Correlation over Nonlinear Analysis of EEG and POMS Factor (뇌파와 POMS(Profile of Mood States)의 상관성 연구)

  • Kim, Dong-Won;Park, Young-Bae;Park, Young-Jae;Heo, Young
    • The Journal of the Society of Korean Medicine Diagnostics
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    • v.11 no.2
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    • pp.68-83
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    • 2007
  • Background and Purpose: According to chaos theory, irregular signals of electroencephalogram can interpretated by nonlinear method. Chaotic nonlinear dynamics in EEG can be studied by calculating the correlation dimension. The aim of this study is to analyze EEG by correlation dimension and do Correlation Analysis of correlation dimension and K-POMS factors score. Method: EEG raw data were measured during 15 minutes and choosed 40 seconds. We calculated correlation dimension and used surrogate data method for checking nonlinear data. After then do correlation analysis. Result and Conclusion: Correlation dimension of channel 6, channel 7 and channel 8 are showed significant correlation with vigor factor.

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Diagnosis on the Clearance of Rotating Machinery Using Correlation Dimension (상관차원을 이용한 회전기계의 간극 진단)

  • Park, Sang-Moon;Choi, Yeon-Sun
    • Transactions of the Korean Society for Noise and Vibration Engineering
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    • v.15 no.7 s.100
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    • pp.781-787
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    • 2005
  • The correlation dimension can provide some intrinsic Information of an underlying dynamic system by reconstructing measured nonlinear time series. The vibration signals measured from a rotor with different clearance sizes between shaft and bushing were analyzed using the correlation dimension. The results showed that the correlation dimension can identify the size of the clearance of a rotor and the lubricating condition, which can not be analyzed by frequency spectrum or wavelet. The magnitude of the correlation dimension became smaller as the clearance larger and as the lubrication condition better.

Diagnosis on the Clearance of Rotating Machinery using Correlation Dimension (상관차원을 이용한 회전기계의 간극 진단)

  • Park, Sang-Moon;Choi, Yeon-Sun
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2004.11a
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    • pp.134-139
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    • 2004
  • The correlation dimension of a nonlinear method for the diagnosis on the clearance of rotating machinery is introduced in this paper. The correlation dimension can provide some intrinsic information of an underlying dynamic system by reconstructing measured scalar time series. Vibration signals measured from a rotor with different operating conditions are analyzed using the correlation dimension. The results show that the correlation dimension method can identify the magnitude of the clearance of a rotor and the lubricating condition.

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CORRELATION DIMENSIONS OF CANTOR SETS WITH OVERLPS

  • Lee, Mi-Ryeong
    • Communications of the Korean Mathematical Society
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    • v.16 no.1
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    • pp.95-102
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    • 2001
  • We consider a Cantor set with overlaps Λ in R$^1$. We calculate its correlation dimension with respect to the push-down measure on Λ comparing with its similarity dimension.

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A Proposition of the Fuzzy Correlation Dimension for Speaker Recognition (화자인식을 위한 퍼지상관차원 제안)

  • Yoo, Byong-Wook;Kim, Chang-Seok;Park, Hyun-Sook
    • Journal of the Korean Institute of Telematics and Electronics S
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    • v.36S no.1
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    • pp.115-122
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    • 1999
  • In this paper, we confirmed that a speech signal is a chaos signal, and in order to use it as a speaker recognition parameter, analyzed chaos dimension. In order to raise speaker identification and pattern recognition, by making up the strange attractor involving an individual's vocal tract characteristics very well and applying fuzzy membership function to correlation dimension, we proposed fuzzy correlation dimension. By estimating the correlation of the points making up an attractor are limited according space dimension value, fuzzy correlation dimension absorbed the variation of the reference pattern attractor and test pattern attractor. Concerning fuzzy correlation dimension, by estimating the distance according to the average value of discrimination error per each speaker and reference pattern, investigated the validity of speaker recognition parameter.

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Estimation of Speeker Recognition Parameter using Lyapunov Dimension (Lyapunov 차원을 이용한 화자식별 파라미터 추정)

  • Yoo, Byong-Wook;Kim, Chang-Seok
    • The Journal of the Acoustical Society of Korea
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    • v.16 no.4
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    • pp.42-48
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    • 1997
  • This paper has apparaised ability of speaker recognition and speech recognition using correlation dimension and Lyapunov dimension. In this method, speech was regarded the cahos that the random signal is appeared in determinisitic raising system. we deduced exact correlation dimension and Lyapunov dimension with searching important orbit from AR model power spectrum when reconstruct strange attractor using Taken's embedding theory. We considered a usefulness of speech recognition and speaker recognition using correlation dimension and Lyapunov dimension that characterized reconstruction attractor. As a result of consideration, which were of use more the speaker recognition than speech recognition, and in case of speaker recognition using Lyapunov dimension were much recognition rate more than speaker recognitions using correlation dimension.

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Nonlinear Correlation Dimension Analysis of EEG and HRV (뇌파의 상관차원과 HRV의 상관분석)

  • Kim, Jung-Gyun;Park, Young-Bae;Park, Young-Jae;Kim, Min-Yong
    • The Journal of the Society of Korean Medicine Diagnostics
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    • v.11 no.2
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    • pp.84-95
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    • 2007
  • Background and Purpose: We have studied the trends of EEG signals in the voluntary breathing condition by applying the fractal analysis. According to chaos theory, irregularity of EEG signals can result from low dimensional deterministic chaos. A principal parameter to quantify the degree of Chaotic nonlinear dynamics is correlation dimension. The aim of this study was to analyze correlation between the correlation dimension of EEG and HRV(heart rate variability). We have studied the trends of EEG signals in the voluntary breathing condition by applying the fractal analysis. Methods: EEG raw data were measured by moving windows during 15 minutes. Then, the correlation dimension(D2) was calculated by each 40-seconds-segment in 15 minutes data, totally 36 segments. 8 channels EEG study on the Fp, F, T, P was carried out in 30 subjects. Results and Conclusion: Correlation analysis of HRV was calculated with deterministic non-linear data and stochastic non-linear data. 1. Ch1(Fp1), Ch4(F3), Ch4(F4) is positive correlated with In LF. 2. Ch1(Fp1), Ch3(F3) is positive correlated with In TF.

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