• Title/Summary/Keyword: Source separation

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An Algorithm of Score Function Generation using Convolution-FFT in Independent Component Analysis (독립성분분석에서 Convolution-FFT을 이용한 효율적인 점수함수의 생성 알고리즘)

  • Kim Woong-Myung;Lee Hyon-Soo
    • The KIPS Transactions:PartB
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    • v.13B no.1 s.104
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    • pp.27-34
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    • 2006
  • In this study, we propose this new algorithm that generates score function in ICA(Independent Component Analysis) using entropy theory. To generate score function, estimation of probability density function about original signals are certainly necessary and density function should be differentiated. Therefore, we used kernel density estimation method in order to derive differential equation of score function by original signal. After changing formula to convolution form to increase speed of density estimation, we used FFT algorithm that can calculate convolution faster. Proposed score function generation method reduces the errors, it is density difference of recovered signals and originals signals. In the result of computer simulation, we estimate density function more similar to original signals compared with Extended Infomax and Fixed Point ICA in blind source separation problem and get improved performance at the SNR(Signal to Noise Ratio) between recovered signals and original signal.

Effectiveness of Continuous Deflective Separation System to Control Nonpoint Source Pollution from Urban Areas (도시지역 비점오염원 관리를 위한 와류필터형 처리시설의 효율성 연구)

  • Park, Jong-Sik;Koh, Jeung-Hyun;Kim, Sang Keun;Chung, Ha-Ik
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.10 no.6
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    • pp.88-98
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    • 2007
  • The control of nonpoint source pollution from the urban paved areas with high imperviousness in is required to improve the water quality of aquatic resources. This research investigated the characteristics of urban runoffs and evaluate the effectiveness of the continuous deflective separation systems for stormwater best management practice. The systems were installed in the vicinity of a high-level road, an apartment complex, and the Cheonggye stream. Stormwater runoff was sampled in these sites. Biochemical oxygen demand ($BOD_5$), total suspended solid (TSS), total nitrogen (T-N), and total phosphorus (T-P) were analyzed. The removal efficiency of $BOD_5$, TSS, and T-P for the road was 10.9-81.0%, 11.7-93.4%, 0-37.5%, respectively. That of $BOD_5$, TSS, T-N, and T-P for the complex was 12.5-65.8%, 26.5-77.6%, 1.8-28.7%, and 20.0-37.5%, respectively. The abatement efficiency $BOD_5$, TSS, T-N, and T-P for the stream was 7.2-85.2%, 41.7-98.2%, 11.3-65.6%, and 2.0-71.5%, respectively. This study shows that the systems can be used to remove $BOD_5$ and TSS from urban runoffs efficiently.

Online blind source separation and dereverberation of speech based on a joint diagonalizability constraint (공동 행렬대각화 조건 기반 온라인 음원 신호 분리 및 잔향제거)

  • Yu, Ho-Gun;Kim, Do-Hui;Song, Min-Hwan;Park, Hyung-Min
    • The Journal of the Acoustical Society of Korea
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    • v.40 no.5
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    • pp.503-514
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    • 2021
  • Reverberation in speech signals tends to significantly degrade the performance of the Blind Source Separation (BSS) system. Especially in online systems, the performance degradation becomes severe. Methods based on joint diagonalizability constraints have been recently developed to tackle the problem. To improve the quality of separated speech, in this paper, we add the proposed de-reverberation method to the online BSS algorithm based on the constraints in reverberant environments. Through experiments on the WSJCAM0 corpus, the proposed method was compared with the existing online BSS algorithm. The performance evaluation by the Signal-to-Distortion Ratio and the Perceptual Evaluation of Speech Quality demonstrated that SDR improved from 1.23 dB to 3.76 dB and PESQ improved from 1.15 to 2.12 on average.

Vocal and nonvocal separation using combination of kernel model and long-short term memory networks (커널 모델과 장단기 기억 신경망을 결합한 보컬 및 비보컬 분리)

  • Cho, Hye-Seung;Kim, Hyoung-Gook
    • The Journal of the Acoustical Society of Korea
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    • v.36 no.4
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    • pp.261-266
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    • 2017
  • In this paper, we propose a vocal and nonvocal separation method which uses a combination of kernel model and LSTM (Long-Short Term Memory) networks. Conventional vocal and nonvocal separation methods estimate the vocal component even in sections where only non-vocal components exist. This causes a problem of the source estimation error. Therefore we combine the existing kernel based separation method with the vocal/nonvocal classification based on LSTM networks in order to overcome the limitation of the existing separation methods. We propose a parallel combined separation algorithm and series combined separation algorithm as combination structures. The experimental results verify that the proposed method achieves better separation performance than the conventional approaches.

Linux-based ARINC 653 Space Separation for Spacecraft Computer (인공위성 탑재컴퓨터를 위한 리눅스 기반 ARINC 653 공간 분리)

  • Kim, Duksoo;Joe, Hyunwoo;Kim, Hyungshin
    • IEMEK Journal of Embedded Systems and Applications
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    • v.9 no.5
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    • pp.253-260
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    • 2014
  • European Space Agency has recognized Integrated Modular Avionics and ARINC specification 653 as avionics computer system for space application. Integrated Modular Avionics specification reduces the space by integrating a system composed of many electronic devices into a computer. recent researches have been studying how to apply the ARINC 653 into an open source operating system, such as Linux. These studies have concentrated on partition scheduling for time separation. However, requirements to guarantee spatial separation should be further analyzed to ensure deterministic execution time. Therefore, memory management is needed to verify spatial isolation on Linux systems. This research proposes a new method to accomplish spatial isolation for the ARINC 653 specification in Linux. We have added new data structures and system calls to handle functionalities for spatial separation. They are used during the partition startup process. The proposed method was evaluated on the LEON4 processor, which is the next generation microprocessor to be used in the future space missions. All implementations confirm that spatial isolation of the ARINC 653 specification was accomplished.

Large-Scale Structure of Leading-Edge Separation Bbubble with Local Forcing (국소교란이 가해지는 박리기포의 대형구조)

  • 김유익;성형진
    • Transactions of the Korean Society of Mechanical Engineers
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    • v.19 no.4
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    • pp.1134-1147
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    • 1995
  • POD (proper orthogonal decomposition) is applied to turbulent leading-edge separation bubble to extract coherent structures. A two-dimensional leading-edge separation bubble is simulated by discrete-vortex method, where a time-dependent source forcing is incorporated. Based on the wealth of numerical data, POD is applied in a range of the forcing amplitude ( $A_{o}$ = 0, 0.5, 1.0 and 1.5) and forcing frequency (0 .leq. $f_{F}$H/ $U_{\infty}$.leq. 0.3). It is demonstrated that the structures of POD have noticeable changes with local forcings. In an effort to investigate the mechanism of decreasing reattachment length, dynamic behaviors of the expansion coefficients and contributions of the eigenfunctions of POD are scrutinized. As the forcing amplitude increases, the large-scale vortex structures are formed near the forcing amplitude increases, the large-scale vortex structures are formed near the separation point and the flow structures become more organized and more regular, accompanying with the reduction of reattachment length. By further inverstigation of POD global entropy, it is seen that the reattachment length is closely linked to the degree of organization of the flow structures.es.s.

The Effects of Parent-Child Relationship and Psychological Separation Perception on Marriage Attitudes of Single Males and Females (미혼 성인자녀의 부모-자녀 간 유대감과 부모로부터의 심리적 독립심 지각이 결혼태도에 미치는 영향)

  • Park, Jeong-Yun;Kim, Yae-Ree
    • Journal of the Korean Home Economics Association
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    • v.48 no.4
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    • pp.13-24
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    • 2010
  • The aims of this study were to investigate relation the effects of parent-children relationship on marriage attitude among unmarried persons and to utilize the findings as source material in assessing changes to marriage and family value. In total 654 unmarried persons above the age of 20 in this study. A survey format was used to asked questions, and collected data were subjected to descriptive and comparative analysis using the SPSS(Version 15.0) program. The results were as follows. Among socioeconomic variables, religion was significantly relate to marriage attitude(p < .001). Parent-child relationship and psychological separation was significantly related to marriage value(p < .05). Specifically, high psychological separation from mother, and relationship with father was related to more positive marriage attitudes. Finally, effective socioeconomic variables in marriage attitude were religion, job, psychological separation from mother and father.

Effective Separation Method for Single-Channel Time-Frequency Overlapped Signals Based on Improved Empirical Wavelet Transform

  • Liu, Zhipeng;Li, Lichun;Li, Huiqi;Liu, Chang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.13 no.5
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    • pp.2434-2453
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    • 2019
  • To improve the separation performance of time-frequency overlapped radar and communication signals from a single channel, this paper proposes an effective separation method based on an improved empirical wavelet transform (EWT) that introduces a fast boundary detection mechanism. The fast boundary detection mechanism can be regarded as a process of searching, difference optimization, and continuity detection of the important local minima in the Fourier spectrum that enables determination of the sub-band boundary and thus allows multiple signal components to be distinguished. An orthogonal empirical wavelet filter bank that was designed for signal adaptive reconstruction is then used to separate the input time-frequency overlapped signals. The experimental results show that if two source components are completely overlapped within the time domain and the spectrum overlap ratio is less than 60%, the average separation performance is improved by approximately 32.3% when compared with the classic EWT; the proposed method also improves the suitability for multiple frequency shift keying (MFSK) and reduces the algorithm complexity.

An Analysis on the Geomagnetic Transfer Function at Yongin Observatory Using by RR (Remote Reference) and SNS (Signal Noise Separation) Technique (원격참조(RR: Remote Reference) 기법과 신호잡음분리(SNS: Signal Noise Separation)기술을 이용한 용인 관측소의 지자기 전달함수 분석)

  • Yang Junmo;Lee Duk-Kee;Kwon Byung-Doo;Ryu Yong-Gyu;Youn Yong-Hoon
    • Economic and Environmental Geology
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    • v.38 no.2 s.171
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    • pp.155-163
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    • 2005
  • For an unbiased TF (Tansfer Function) estimations we investigate geomagnetic TF derived from ICHEON and YONGIN sites, employing RR (Remote Reference) and SNS (Signal Noise Separation) techniques. The Rh technique, which requires synchronized field variations recorded at a clean remote site, is a reliable method to minimize the bias of TF by uncorrelated noises in magnetic channels. Meanwhile, SNS technique based on the assumption of noise-free remote data can improve the signal-noise level by separating signal TF and noise TF, which is successfully applied to the environments with strong correlated noises. In this study, TF at YONGIN is analyzed using geomagnetic data from ICHEON site as a remote reference, which seem to have somewhat better data quality. The application of Rh technique reduces the bias of TF, which appears in single site robust estimation, and makes curves in the amplitude and phase of TF more smooth as frequency. Futhermore, in order to investigate noise source quantitatively, SNS technique is applied. The results of SNS suggest that dominant noise source seems to be located at western region of YONGIN. This noise source is considered to originate from railway system such as KTX and national subway. which passes through the west regions of YONGIN.