• Title/Summary/Keyword: Normalized Algorithm

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Statistical Convergence Properties of an Adaptive Normalized LMS Algorithm with Gaussian Signals (가우시안 신호를 갖는 적응 정규화 LMS 앨고리듬의 통계학적 수렴 성질)

  • Sung Ho CHO;Iickho SONG;Kwang Ho PARK
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.16 no.12
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    • pp.1274-1285
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    • 1991
  • This paper presents a statistical convergence analysis of the normalized least mean square(NLMS)algorithm that employs a single-pole lowpass filter, In this algorithm the lowpass filter is used to adjust its output towards the estimated value of the input signal power recursively. The estimated input signal power so obtained at each time is then used to normalize the convergence parameter. Under the assumption that the primary and reference inputs to the adaptive filter are zero mean wide sense stationary, and Gaussian random processes, and further making use of the independence assumption. we derive expressions that characterize the mean and maen squared behavior of the filter coefficients as well as the mean squared estimation error. Conditions for the mean and mean squared convergence are explored. Comparisons are also made between the performance of the NLMS algorithm and that of the popular least mean square(LMS) algorithm Finally, experimental results that show very good agreement between the analytical and emprincal results are presented.

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A Heterogeneous-carrier Selectable Routing Scheme Based on Normalized Location and Transmission Characteristics (MCS-NLTC) for Multi-carrier MANETs at Sea (다중매체로 이루어진 해상 자율망에서 이종 매체 선택이 가능하고 정규화된 위치와 전송특성에 의한 라우팅)

  • Son, Joo-Young
    • Journal of Navigation and Port Research
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    • v.38 no.4
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    • pp.343-348
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    • 2014
  • A routing scheme called MCS-NLTC using a self-configuration marine network model and the diversity and heterogeneity of broadband wireless access technologies is newly proposed. The MCS-NLTC algorithm selects optimal nodes and carriers for every hop in optimal routes based on not conventional hop counts but normalized distances to destination ships (location information of destination ships). Normalized transmission characteristics of applications and carriers are considered to get optimal routes as well. The location information enhances convergence speed to get destinations, which makes the route search time faster. Evaluated performances are compared with those of the schemes based on max-win (OMH-MW), and normalized transmission characteristics (MCS-NTC).

A Novel Resource Scheduling Scheme for CoMP Systems

  • Zhou, Wen'an;Liu, Jianlong;Zhang, Yiyu;Yang, Chengyi;Yang, Xuhui
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.11 no.2
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    • pp.650-669
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    • 2017
  • Coordinated multiple points transmission and reception (CoMP) technology is used to mitigate the inter-cell interference, and increase cell average user normalized throughput and cell edge user normalized throughput. There are two kinds of radio resource schedule strategies in LTE-A/5G CoMP system, and they are called centralized scheduling strategy and distributed scheduling strategy. The regional centralized scheduling cannot solve interference of inter-region, and the distributed scheduling leads to worse efficiency in the utilize of resources. In this paper, a novel distributed scheduling scheme named 9-Cell alternate authorization (9-CAA) is proposed. In our scheme, time-domain resources are divided orthogonally by coloring theory for inter-region cooperation in 9-Cell scenario [6]. Then, we provide a formula based on 0-1 integer programming to get chromatic number in 9-CAA. Moreover, a feasible optimal chromatic number search algorithm named CNS-9CAA is proposed. In addition, this scheme is expanded to 3-Cell scenario, and name it 3-Cell alternate authorization (3-CAA). At last, simulation results indicate that 9/3-CAA scheme exceed All CU CoMP, 9/3C CU CoMP and DLC resource scheduling scheme in cell average user normalized throughput. Especially, compared with the non-CoMP scheme as a benchmark, the 9-CAA and 3-CAA have improved the edge user normalized throughput by 17.2% and 13.0% respectively.

A Study on Digital RF Repeaters with Interference Cancellation System

  • Han, Yong-Sik;Yang, Woon-Geun
    • Journal of information and communication convergence engineering
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    • v.8 no.2
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    • pp.150-154
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    • 2010
  • In this paper, the adaptive interference cancellation system (ICS) in order to cancel the feedback signal in the wireless communication system is proposed. We cancel the interference with the attenuation signal corresponding to the feedback signal and estimate the feedback signal by using Normalized Least Mean Square (NLMS) algorithm. The proposed scheme showed a better performance of interference cancellation in the measurement results.

Classification of ECG Arrhythmia Signals Using Back-Propagation Network (역전달 신경회로망을 이용한 심전도 파형의 부정맥 분류)

  • 권오철;최진영
    • Journal of Biomedical Engineering Research
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    • v.10 no.3
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    • pp.343-350
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    • 1989
  • A new algorithm classifying ECG Arrhythmia signals using Back-propagation network is proposed. The base-line of ECG signal is detected by high pass filter and probability density function then input data are normalized for learning and classifying. In addition, ECG data are scanned to classify Arrhythmia signal which is hard to find R-wave. A two-layer perceptron with one hidden layer along with error back-propagation learning rule is utilized as an artificial neural network. The proposed algorithm shows outstanding performance under circumstances of amplitude variation, baseline wander and noise contamination.

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Design and Analysis of an Efficient Distributed Routing Algorithm in Multistage Interconnection Networks (다단계 상호 연결망에서의 효율적인 분산 라우팅 알고리듬의 설계 및 분석)

  • 손유익;안광선
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.26 no.11
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    • pp.1794-1803
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    • 1989
  • This paper presents and evaluates a distributed routing algorithm for effective routing control in circuit-switched multistage interconnection networks. The proposed method uses the distributed control based on the incividual-switching element control and it is very effective for allowing any broadcast connection from a source to arbitrary number of destinadtions. The performnace of the proposed method is analyzed and evaluated by computer simulation in terms of the normalized average time delays.

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Clustering 방법을 이용한 칼라영상의 Segmentation

  • 김정선;김종대;김성대;김재균
    • Proceedings of the Korean Institute of Communication Sciences Conference
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    • 1986.10a
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    • pp.83-86
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    • 1986
  • In this paper, we propose the new color image segmentation algorithm using clustering method in the normalized r,g,b coordinates. The number of intrinsic clusters which are included in color image is estimated by the clustering quality measure and the initial centers of clusters are calculated by a hierarchical way. The proposed algorithm was varified by the computer simulation.

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A new pattern classification algorithm for two-dimensional objects

  • You, Bum-Jae;Bien, Zeungnam
    • 제어로봇시스템학회:학술대회논문집
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    • 1990.10b
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    • pp.917-922
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    • 1990
  • Pattern classification is an essential step in automatic robotic assembly which joins together finite number of seperated industrial parts. In this paper, a fast and systematic algorithm for classifying occlusion-free objects is proposed, using the notion of incremental circle transform which describes the boundary contour of an object as a parametric vector function of incremental elements. With similarity transform and line integral, normalized determinant curve of an object classifies each object, independent of position, orientation, scaling of an object and cyclic shift of the stating point for the boundary description.

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Low Complexity Heart Rate Estimation Algorithm for Wearable Device (웨어러블 기기를 위한 낮은 계산량을 갖는 운동 중 심박수 추정 알고리즘)

  • Baek, Hyun Jae;Cho, Jaegeol
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.67 no.5
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    • pp.675-679
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    • 2018
  • A novel heart rate estimation algorithm is presented based on normalized least-mean-square (NLMS) algorithm. This paper presented a three-step processing scheme for estimating heart rate from PPG signal with motion artifacts. The proposed active noise cancellation algorithm has low computational complexity compared to the NLMS algorithm. Experimental results show that the proposed algorithms perform similar with the previous algorithm under motion artifact noises.

An Acoustic Echo Canceler Using Multimedia PC (멀티미디어 PC를 이용한 음향반향제거기)

  • 박장식;손경식
    • Proceedings of the Korea Multimedia Society Conference
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    • 1998.04a
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    • pp.122-127
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    • 1998
  • NLMS algorithm is widely used as acoustic echo canceller. NLMS algorithm is degraded by the ambient noises and the near-end speech signals. In this paper, a robust acoustic echo cancellation algorithm is proposed. To enhance the echo cancellation performance, the step size of the proposed algorithm is normalized by the sum of the power of the reference signals and the primary signals. As results of comparing the excess mean square errors, it is shown that the proposed algorithm can enhance the performance of cancelling the echo signals. Some experiments, which is used multimedia personal computer, are carried out. As results of experiments, the proposed algorithm shows better performance than conventional ones.

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