• 제목/요약/키워드: Temporally correlated signal

검색결과 5건 처리시간 0.022초

A TWO-STAGE SOURCE EXTRACTION ALGORITHM FOR TEMPORALLY CORRELATED SIGNALS BASED ON ICA-R

  • Zhang, Hongjuan;Shi, Zhenwei;Guo, Chonghui;Feng, Enmin
    • Journal of applied mathematics & informatics
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    • 제26권5_6호
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    • pp.1149-1159
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    • 2008
  • Blind source extraction (BSE) is a special class of blind source separation (BSS) methods, which only extracts one or a subset of the sources at a time. Based on the time delay of the desired signal, a simple but important extraction algorithm (simplified " BC algorithm")was presented by Barros and Cichocki. However, the performance of this method is not satisfying in some cases for which it only carries out the constrained minimization of the mean squared error. To overcome these drawbacks, ICA with reference (ICA-R) based approach, which considers the higher-order statistics of sources, is added as the second stage for further source extraction. Specifically, BC algorithm is exploited to roughly extract the desired signal. Then the extracted signal in the first stage, as the reference signal of ICA-R method, is further used to extract the desired sources as cleanly as possible. Simulations on synthetic data and real-world data show its validity and usefulness.

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Partial Principal Component Elimination Method and Extended Temporal Decorrelation Method for the Exclusion of Spontaneous Neuromagnetic Fields in the Multichannel SQUID Magnetoencephalography

  • Kim, Kiwoon;Lee, Yong-Ho;Hyukchan Kwon;Kim, Jin-Mok;Kang, Chan-Seok;Kim, In-Seon;Park, Yong-Ki
    • Progress in Superconductivity
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    • 제4권2호
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    • pp.114-120
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    • 2003
  • We employed a method eliminating a temporally partial principal component (PC) of multichannel-recorded neuromagnetic fields for excluding spatially correlated noises from event-evoked signals. The noises in magnetoencephalography (MEG) are considered to be mainly spontaneous neuromagnetic fields which are spatially correlated. In conventional MEG experiments, the amplitude of the spontaneous neuromagnetic field is much lager than that of the evoked signal and the synchronized characteristics of the correlated rhythmic noise makes it possible for us to extract the correlation noises from the evoked signal by means of the general PC analysis. However, the whole-time PC of the fields still contains a little projection component of the evoked signal and the elimination of the PC results in the distortion of the evoked signal. Especially, the distortion will not be negligible when the amplitude of the evoked signal is relatively large or when the evoked signals have a spatially-asymmetrical distribution which does not cancel out the corresponding elements of the covariance matrix. In the period of prestimulus, there are only the spontaneous fields and we can find the pure noise PC that is not including the evoked signal. Besides that, we propose a method, called the extended temporal decorrelation method (ETDM), to suppress the distortion of the noise PC from remanent evoked signal components. In this study, we applied the Partial Principal component elimination method (PPCE) and ETDM to simulated signals and the auditory evoked signals that had been obtained with our homemade 37-channel magnetometer-based SQUID system. We demonstrate here that PPCE and ETDM reduce the number of epochs required in averaging to about half of that required in conventional averaging.

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사운드 마스크 필터를 이용한 수중 과도 신호 추출 (Extraction of an Underwater Transient Signal Using Sound Mask-filter)

  • 복태훈;김주호;팽동국;이종현;배진호;김성일
    • 한국음향학회지
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    • 제31권8호
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    • pp.532-541
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    • 2012
  • 수중 과도 신호는 주변 소음과는 구별된다. 과도 신호는 음향학적 특색에 따라 특징들이 다양하기 때문에 데이터베이스화가 요구된다. 이에 본 논문에서는 해양에서 국지적이고 일시적으로 존재하는 과도 신호를 추출하기위해 사운드 마스크 필터링 방법을 활용하였다. 표준 신호를 선택하여 원 음원과의 상호상관관계를 구하였다. 상호상관신호의 포락선에서 최대우도법에 의해 결정된 역치를 사용하여 과도 신호를 위한 사운드 마스크 필터를 구하였다. 사운드 마스크 필터를 활용하여, 수중 소음원에서 바다메기의 과도 신호를 추출하였다. 유사하게, 원 음원에 인위적으로 인공 신호를 추가한 신호에서 동일한 방식으로 바다메기와 인공 신호를 과도 신호로서 추출하였다. 또한 표준신호에 따라서 다르게 추출된 과도신호의 비교를 통해 표준신호 선택의 중요함을 제시하였다. 본 논문에서 제안된 사운드 마스크 필터링 방법은 해양 주변 소음원에서 과도 신호의 데이터베이스 구축에 활용될 수 있고, 특히, 임의의 신호에서 원하는 신호를 추출하는 데에 활용 가능성이 있다.

An Optimal Power-Throughput Tradeoff Study for MIMO Fading Ad-Hoc Networks

  • Yousefi'zadeh, Homayoun;Jafarkhani, Hamid
    • Journal of Communications and Networks
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    • 제12권4호
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    • pp.334-345
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    • 2010
  • In this paper, we study optimal tradeoffs of achievable throughput versus consumed power in wireless ad-hoc networks formed by a collection of multiple antenna nodes. Relying on adaptive modulation and/or dynamic channel coding rate allocation techniques for multiple antenna systems, we examine the maximization of throughput under power constraints as well as the minimization of transmission power under throughput constraints. In our examination, we also consider the impacts of enforcing quality of service requirements expressed in the form of channel coding block loss constraints. In order to properly model temporally correlated loss observed in fading wireless channels, we propose the use of finite-state Markov chains. Details of fading statistics of signal-to-interference-noise ratio, an important indicator of transmission quality, are presented. Further, we objectively inspect complexity versus accuracy tradeoff of solving our proposed optimization problems at a global as oppose to a local topology level. Our numerical simulations profile and compare the performance of a variety of scenarios for a number of sample network topologies.

Extracellular Signal-regulated Kinase Activation Is Required for Serine 727 Phosphorylation of STAT3 in Schwann Cells in vitro and in vivo

  • Lee, Hyun-Kyoung;Jung, Jun-Yang;Lee, Sang-Hwa;Seo, Su-Yeong;Suh, Duk-Joon;Park, Hwan-Tae
    • The Korean Journal of Physiology and Pharmacology
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    • 제13권3호
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    • pp.161-168
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    • 2009
  • In the peripheral nerves, injury-induced cytokines and growth factors perform critical functions in the activation of both the MEK/ERK and JAK/STAT3 pathways. In this study, we determined that nerve injury-induced ERK activation was temporally correlated with STAT3 phosphorylation at the serine 727 residue. In cultured Schwann cells, we noted that ERK activation is required for the serine phosphorylation of STAT3 by neuropoietic cytokine interleukin-6 (IL-6). Serine phosphorylated STAT3 by IL-6 was transported into Schwann cell nuclei, thereby indicating that ERK may regulate the transcriptional activity of STAT3 via the induction of serine phosphorylation of STAT3. Neuregulin-1 (NRG) also induced the serine phosphorylation of STAT3 in an ERK-dependent fashion. In contrast with the IL-6 response, serine phosphorylated STAT3 induced by NRG was not detected in the nucleus, thus indicating the non-nuclear function of serine phosphorylated STAT3 in response to NRG. Finally, we determined that the inhibition of ERK prevented injury-induced serine phosphorylation of STAT3 in an ex-vivo explants culture of the sciatic nerves. Collectively, the results of this study show that ERK may be an upstream kinase for the serine phosphorylation of STAT3 induced by multiple stimuli in Schwann cells after peripheral nerve injury.