• Title/Summary/Keyword: 잔차 스펙트럼

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Filtered Coupling Measures for Variable Selection in Sparse Vector Autoregressive Modeling (필터링된 잔차를 이용한 희박벡터자기회귀모형에서의 변수 선택 측도)

  • Lee, Seungkyu;Baek, Changryong
    • The Korean Journal of Applied Statistics
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    • v.28 no.5
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    • pp.871-883
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    • 2015
  • Vector autoregressive (VAR) models in high dimension suffer from noisy estimates, unstable predictions and hard interpretation. Consequently, the sparse vector autoregressive (sVAR) model, which forces many small coefficients in VAR to exactly zero, has been suggested and proven effective for the modeling of high dimensional time series data. This paper studies coupling measures to select non-zero coefficients in sVAR. The basic idea based on the simulation study reveals that removing the effect of other variables greatly improves the performance of coupling measures. sVAR model coefficients are asymmetric; therefore, asymmetric coupling measures such as Granger causality improve computational costs. We propose two asymmetric coupling measures, filtered-cross-correlation and filtered-Granger-causality, based on the filtered residuals series. Our proposed coupling measures are proven adequate for heavy-tailed and high order sVAR models in the simulation study.

Improvement of Residual Delay Compensation Algorithm of KJJVC (한일상관기의 잔차 지연 보정 알고리즘의 개선)

  • Oh, Se-Jin;Yeom, Jae-Hwan;Roh, Duk-Gyoo;Oh, Chung-Sik;Jung, Jin-Seung;Chung, Dong-Kyu;Oyama, Tomoaki;Kawaguchi, Noriyuki;Kobayashi, Hideyuki;Kawakami, Kazuyuki;Ozeki, Kensuke;Onuki, Hirohumi
    • Journal of the Institute of Convergence Signal Processing
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    • v.14 no.2
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    • pp.136-146
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    • 2013
  • In this paper, the residual delay compensation algorithm is proposed for FX-type KJJVC. In case of initial version as that design algorithm of KJJVC, the integer calculation and the cos/sin table for the phase compensation coefficient were introduced in order to speed up of calculation. The mismatch between data timing and residual delay phase and also between bit-jump and residual delay phase were found and fixed. In final design of KJJVC residual delay compensation algorithm, the initialization problem on the rotation memory of residual delay compensation was found when the residual delay compensated value was applied to FFT-segment, and this problem is also fixed by modifying the FPGA code. Using the proposed residual delay compensation algorithm, the band shape of cross power spectrum becomes flat, which means there is no significant loss over the whole bandwidth. To verify the effectiveness of proposed residual delay compensation algorithm, we conducted the correlation experiments for real observation data using the simulator and KJJVC. We confirmed that the designed residual delay compensation algorithm is well applied in KJJVC, and the signal to noise ratio increases by about 8%.

A Study on Performance of Spectrum Analysis by using Variable Window in Vocoder (음성부호화기에서 가변 윈도우 사용에 의한 스펙트럼 성능에 관한 연구)

  • Min, So-Yeon;Lee, Kwang-Hyoung;Kim, Jung-Jae
    • Proceedings of the KAIS Fall Conference
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    • 2009.05a
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    • pp.483-486
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    • 2009
  • 인터넷폰과 화상회의를 위해 개발되어진 G.723.1 음성부호화기는 5.3kbps ACELP와 6.3kbps MP-MLQ 이중 전송률로 구성된다. 본 논문에서는 CELP 계열 음성부호화기의 음질 개선을 위해 스펙트럼 누설을 최소화할 수 있는 가변 윈도우를 이용한 새로운 스펙트럼 분석 알고리즘을 제안한다. 제안한 알고리즘을 ACELP에 적용한 실험결과에서 스펙트럼 왜곡은 약 0.1dB 정도 감소하였고, 잔차 에너지는 7% 정도 감소하였으며 주관적 음질평가 결과는 0.3 정도 개선되었다.

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Estimation of radial spectrum for rainfall (호우의 환상스펙트럼 추정)

  • Lee, Jae-Hyeong;Lee, Dong-Ju;Park, Yeong-Gi
    • Water for future
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    • v.22 no.2
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    • pp.201-211
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    • 1989
  • Using the storm data which was augmented by the stochastic correlation with it's neighbors, the multiquadric equation of random surface of total storm depth is constructed. And to separate the local components from it's regionals and find the regional characteristics, a double Fourier analysis was applied to the total depths of storm data. The local components, storm residuals of each storm was assumed to be homogeneous random field and investigated with it's autocorrelation function. For the practical application, isotropic was assumed and that was identified with emprical data. Coefficients of normalized autocorrelation for all storms showed similar apperance. Using this emprical result, an example of the radial spectral distribution function which represints the spatial characteristics of rainfall over Han River Basin during 1975-1983 is presented.

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A Study on an Improvement of the Performance by Spectrum Analysis with Variable Window in CELP Vocoder (CELP 부호화기에서 가변 윈도우 스펙트럼 분석에 의한 성능 향상에 관한 연구)

  • Min So-Yeon;Kim Eun-Hwan;Bae Myung-Jin
    • Journal of the Korea Society of Computer and Information
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    • v.10 no.6 s.38
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    • pp.233-238
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    • 2005
  • In general CELP(Code Excited Linear Prediction) type vocoders provide good speech qualify around 4.8kbps. Among them, G.723.1 developed for Internet Phone and video-conferencing includes two vocoders, 5.3kbps ACELP(Algebraic-CELP) and 6.3kbps MP-MLQ(Multi-Pulse Maximum Likelihood Quantization) In order to improve the speech qualify in CELP vocoder, in this paper. we proposed a new spectrum analysis algorithm with variable window In CELP vocoder, the spectrum of the synthesised speech signal is distorted because the fixed size windows is used for spectrum analysis. So we have measured the spectral leakage and in order to minimize the spectral leakage have adjusted the window size. Applying this method G.723.1 ACELP, we can got SD(Spectral Distortion) reduction 0.084(dB), residual energy reduction 6.3$\%$ and MOS(Mean Opinion Score) improvement 0.1.

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Hybrid-Domain High-Frequency Attention Network for Arbitrary Magnification Super-Resolution (임의배율 초해상도를 위한 하이브리드 도메인 고주파 집중 네트워크)

  • Yun, Jun-Seok;Lee, Sung-Jin;Yoo, Seok Bong;Han, Seunghwoi
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.11
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    • pp.1477-1485
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    • 2021
  • Recently, super-resolution has been intensively studied only on upscaling models with integer magnification. However, the need to expand arbitrary magnification is emerging in representative application fields of actual super-resolution, such as object recognition and display image quality improvement. In this paper, we propose a model that can support arbitrary magnification by using the weights of the existing integer magnification model. This model converts super-resolution results into the DCT spectral domain to expand the space for arbitrary magnification. To reduce the loss of high-frequency information in the image caused by the expansion by the DCT spectral domain, we propose a high-frequency attention network for arbitrary magnification so that this model can properly restore high-frequency spectral information. To recover high-frequency information properly, the proposed network utilizes channel attention layers. This layer can learn correlations between RGB channels, and it can deepen the model through residual structures.

A Study on the Rainfall Generation (In Two-dimensional Random Storm Fields) (강우의 모의발생에 관한 연구 (2차원 무작위 호우장에서))

  • Lee, Jea Hyoung;Soun, Jung Ho;Hwang, Man Ha
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.11 no.1
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    • pp.109-116
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    • 1991
  • In recent years, hydrologists have been interested in the radial spectrum and its estimation in two dimensional storm field to construct simulation model of the rainfall. This paper deals with the problem of transformation from the spectrum or isotropic covariance function to two dimensional random field. The extended turning band method for the generation of random field is applied to the problem using the line generation method of one dimensional stochastic process by G.Matheron. Examples of this generation is chosen in the random components of the multidimensional rainfall model suggested by Bras and are given with a comparison between theoretical and sample statistics. In this numerical experiments it is observed that first and second order statistics can be conserved. Also the example of moving storm simulation through Bras model is presented with the appropriate parameters and sample size.

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The Analysis of Noise contribution about Drum Washer under dehydrating condition using Multi-Dimensional Spectral Analysis (다차원 스펙트럼 해석법을 이용한 탈수시 드럼세탁기의 소음 기여도 분석)

  • Kim, Ho-San;Park, Sang-Gil;Kang, Dong-Woo;Jung, Bo-Sun;Lee, You-Yub;Oh, Jae-Eung
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2006.11a
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    • pp.75-81
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    • 2006
  • Recently, customers interest about noise of household electric appliance is growing. so, designer of product must study to reduce noise of product. Specially, in case of household electric appliance such as washing machine, there was consumers' complaint about noise that is radiated under dehydrating condition. But, in the case of washing machine, identification of noise source is not easy when washing machine is under dehydrating condition. Because various noise source influence each other, it is difficult to find out pure contribution degree about output noise. Multi-Dimensional Spectral Analysis(MDSA) is method that can remove correlation between inputs each other and express pure contribution degree about output of single input. So in this study, we analyzed contribution of each noise source on transfer pass of noise that is radiated at dehydration of washing machine using MDSA.

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Comparative Analysis of Seismic Records Observed at Seismic Stations and Smartphone MEMS Sensors (지진관측소와 스마트폰 MEMS 센서 기록의 비교분석)

  • Jang, Dongil;Ahn, Jae-Kwang;Kwon, Youngwoo;Kwak, Dongyoup
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.41 no.5
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    • pp.513-522
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    • 2021
  • A smartphone (SMP) includes a MEMS sensor that can record 3-components motions and has a wireless network device to transmit data in live. These features and relatively low maintenance costs are the advantage of using SMPs as an auxiliary seismic observation network. Currently, 279 SMPs are monitoring seismic motions. In this study, we compare the SMP records with the seismic station (SS) records to validate SMP records. The data used for comparison are records for five earthquakes that occurred in 2019, which are 321 SS data recorded by the Korea Meteorological Administration and the Korea Institute of Geoscience and Mineral Resources and 145 recorded by SMPs. The analysis shows that the event-term corrected average residual of the SMP MEMS sensor records is 0.59 which indicating that the peak horizontal acceleration by SMP is 1.8 factor bigger than the peak ground acceleration by SS. In addition, the residuals tend to decrease as the installation floor of the smartphone MEMS sensor increases, which is the similar trend with response spectra from SS.

Vibration Identification of Gasoline Direct Injection Engine Based on Partial Coherence Function (부분기여도 함수를 이용한 직접분사 가솔린 엔진 부품의 진동원 분석)

  • Chang, Ji-Uk;Lee, Sang-Kwon;Park, Jong-Ho;Kim, Byung-Hyun
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.36 no.11
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    • pp.1371-1379
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    • 2012
  • This paper presents a method for estimating the contribution of vibration sources in gasoline direct injection engine parts with a multiple-input system. A partial coherence function was used to identify the cause of the linear dependence indicated by an ordinary coherence function. To apply the partial coherence function to vibration source identification in the powertrain system of a gasoline direct injection engine, a virtual model of a two-input and single-output system is simulated. For the validation of this model, the vibration of the powertrain parts was measured by using triaxial accelerometers attached to the selected vibration sources-a high-pressure pump, fuel rail, injector, and pressure sensor. After calculating the partial coherence between each source based on the virtual model, the vibration contribution of the powertrain system is calculated. This virtual model based on the partial coherence function is implemented to determine the quantitative vibration contribution of each powertrain part.