• 제목/요약/키워드: Adaptive Algorithm

검색결과 4,661건 처리시간 0.029초

Convergence Analysis of the Filtered-x LMS Adaptive Algorithm for Active Noise Control System

  • Lee, Kang-Seung
    • 한국통신학회논문지
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    • 제28권3C호
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    • pp.264-270
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    • 2003
  • Application of the Filtered-X LMS adaptive filter to active noise control requires to estimate the transfer characteristics between the output and the error signal of the adaptive canceler. In this paper, we derive an adaptive control algorithm and analyze its convergence behavior when the acoustic noise is assumed to consist of multiple sinusoids. The results of the convergence analysis of the Filtered-X LMS algorithm indicate that the effects of parameter estimation inaccuracy on the convergence behavior of the algorithm are characterize by two distinct components : Phase estimation error and estimated magnitude. In particular, the convergence of the Filtered-X LMS algorithm is shown to be strongly affected by the accuracy of the phase response estimate. Simulation results of the algorithm are presented which support the theoretical convergence analysis.

HDR-WPAN 시스템을 위한 선형 적응 등화기 성능분석 (Performance Analysis of Liner Adaptive Equalizer for HDR-WPAN System)

  • 박지우;윤한경;정구철;김재영;오창헌
    • 디지털콘텐츠학회 논문지
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    • 제5권4호
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    • pp.295-299
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    • 2004
  • 본 논문에서는 IEEE802.15.3(HDR-WPAN) 시스템에서 LMS 알고리즘과 RLS 알고리즘의 성능을 비교 분석하였다. LMS 알고리즘은 구현하기가 쉽고 계산량이 적은 장점이 있는 반면, 수렴 속도가 느리며, RLS 알고리즘은 계산량이 많으나, 수렴속도가 빠른 장점을 가지고 있다. HDR-WPAM 시스템을 기반으로 같은 환경 하에서 LMS 알고리즘을 사용했을 경우 250 샘플 이후에 채널에 적응된 등화가 이루어졌고 RLS 알고리즘을 사용했을 경우 50 샘플 이후에 등화가 이루어 졌다. 이를 통해, HDR-WPAN 시스템에서 보다 안정적이며, 빠른 등화 처리를 위해서는 LMS 알고리즘보다 RLS 알고리즘을 통한 적응 등화 구현이 효과적임을 시뮬레이션을 통해 확인하였다.

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적응배열 알고리즘을 이용한 광대역 재밍 신호 제거 (Wideband Jamming Signal Remove Using Adaptive Array Algorithm)

  • 이관형
    • 한국정보전자통신기술학회논문지
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    • 제12권4호
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    • pp.419-424
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    • 2019
  • 본 논문에서는 광대역 재밍 신호 환경에서 원하는 목표물을 추정하기 위한 알고리즘을 제안 한다. 재밍 신호를 억제하는 방법으로, 본 연구에서는 시공간적응 알고리즘과 QR분해를 사용하여 최적의 가중치를 획득한다. 시공간적응 알고리즘은 적응배열안테나시스템에서 탭 지연 신호에 복소 가중치를 곱하여 가중치를 생성하고, 역행렬로 인한 전력소모를 최소화하기 위해서 QR분해를 이용하여 최적의 가중치를 획득한다. 모의실험을 통하여, 본 연구에서 제안한 알고리즘과 기존 알고리즘의 성능을 비교 분석한다. [-40o,0o,+40o]의 목표물 추정에서 본 연구에서 제안 한 알고리즘이 3개의 목표물을 모두 추정하였지만 기존 알고리즘은 재밍 신호 때문에 [0o]에서만 추정하였다. 본 연구의 제안 알고리즘이 재밍 신호를 제거하고 원하는 목표물을 정확히 추정하여 성능이 향상되었음을 입증하였다.

우도비를 이용한 적응 밴드 분할 기반의 음성 검출기 (Voice Activity Detection based on Adaptive Band-Partitioning using the Likelihood Ratio)

  • 김상균;심현민;이상민
    • 한국멀티미디어학회논문지
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    • 제17권9호
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    • pp.1064-1069
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    • 2014
  • In this paper, we propose a novel approach to improve the performance of a voice activity detection(VAD) which is based on the adaptive band-partitioning with the likelihood ratio(LR). The previous method based on the adaptive band-partitioning use the weights that are derived from the variance of the spectral. In our VAD algorithm, the weights are derived from LR, and then the weights are incorporated with the entropy. The proposed algorithm discriminates the voice activity by comparing the weighted entropy with the adaptive threshold. Experimental results show that the proposed algorithm yields better results compared to the conventional VAD algorithms. Especially, the proposed algorithm shows superior improvement in non-stationary noise environments.

Performance Improvement of Acoustic Echo Cancellers Using Delayless Subband Adaptive Filters And Fast Affine Projection Algorithm

  • Ahn, Kyung-Seung
    • The Journal of the Acoustical Society of Korea
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    • 제17권2E호
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    • pp.3-9
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    • 1998
  • Since the introduction of hands-free phone set and teleconferencing system, acoustic echo cancellation has been a challenge for engineers. Recently many researches have shown that the best solution for the acoustic echo compensation problem is represented by an adaptive filter which iteratively tries to identify the unknown impulse response of the system from loudspeaker to microphone. In this paper, we apply the delayless subband adaptive filters and fast affine projection algorithm for the identification of room impulse response. Simulation results show 3∼8 dB more enhanced performance than conventional fullband adaptive filters or subband adaptive filters. In addition, fast affine projection algorithm shows better convergence speed at the expense of the low computational complexity than conventional LMS algorithm.

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자가적응 유전자 알고리즘 프로세서의 VLSI 구현 (VLSI Implementation of Adaptive mutation rate Genetic Algorithm Processor)

  • 허인수;이주환;조민석;정덕진
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2001년도 하계종합학술대회 논문집(3)
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    • pp.157-160
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    • 2001
  • This paper has been studied a Adaptive Mutation rate Genetic Algorithm Processor. Genetic Algorithm(GA) has some control parameters such as the probability of bit mutation or the probability of crossover. These value give a priori by the designer There exists a wide variety of values for for control parameters and it is difficult to find the best choice of these values in order to optimize the behavior of a particular GA. We proposed a Adaptive mutation rate GA within a steady-state genetic algorithm in order to provide a self-adapting mutation mechanism. In this paper, the proposed a adaptive mutation rate GAP is implemented on the FPGA board with a APEX EP20K600EBC652-3 devices. The proposed a adaptive mutation rate GAP increased the speed of finding optimal solution by about 10%, and increased probability of finding the optimal solution more than the conventional GAP

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시공간부호화된 DS-CDMA 시스템에서 적응스텝크기 알고리듬을 적용한 간섭제거수신기 (Adaptive Step-size Algorithm for the AIC in the Space-time Coded DS-CDMA System)

  • 이주현;이재홍
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2004년도 하계종합학술대회 논문집(1)
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    • pp.265-268
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    • 2004
  • In this paper. we propose an adaptive step-size algorithm for the adaptive interference canceller (AIC) in the space-time trellis coded DS-CDMA system. In the AIC, the performance of the blind LMS algorithms that updates the tap-weight vector of the AIC is heavily dependent on the choice of step-size. To improve the performance of the fixed step-size AIC (FS-AIC), the regular adaptive step-size algorithm is extended in complex domain and applied to the joint AIC and ML decoder scheme. Simulation results show that the joint adaptive step-size AIC (AS-AIC) and ML decoder scheme using the proposed algorithm has boner performance than not only the conventional ML decoder but also the joint FS-AIC and ML decoder scheme without much increase of the decoding delay and complexity.

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실시간 고장허용 제어시스템을 위한 새로운 보팅 알고리듬 (A Novel Voting Algorithm for Real Time Fault Tolerant Control Systems)

  • 김민기;황영호;양해원
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2005년도 제36회 하계학술대회 논문집 D
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    • pp.2687-2689
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    • 2005
  • In this paper, a novel algorithm for adaptive majority voting using additional information is described. The novel algorithm increases the reliability of adaptive majority's history. The novel algorithm assists adaptive majority voter to select the result of the most reliable module. The performance of the proposed voter is evaluated through a series of fault injection simulations. The results are compared with those of adaptive majority voter. The empirical results show that the proposed voter has higher safety and availability levels than the adaptive majority voter

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적응진화연산을 이용한 퍼지-전력계통안정화장치 설계 (A Design of Fuzzy Power System Stabilizer using Adaptive Evolutionary Computation)

  • 황기현;박준호
    • 대한전기학회논문지:전력기술부문A
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    • 제48권6호
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    • pp.704-711
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    • 1999
  • This paper presents a design of fuzzy power system stabilizer (FPSS) using adaptive evolutionary computation (AEC). We have proposed an adaptive evolutionary algorithm which uses a genetic algorithm (GA) and an evolution strategy (ES) in an adaptive manner in order to take merits of two different evolutionary computations. FPSS shows better control performances than conventional power system stabilizer (CPSS) in three-phase fault with heavy load which is used when tuning FPSS. To show the robustness of the proposed FPSS, it is appliedto damp the low frequency oscillations caused by disturbances such as three-phase fault with normal and light load, the angle deviation of generator with normal and light load and the angle deviation of generator with heavy load. Proposed FPSS shows better robustness than CPSS.

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개선된 극점이동 적응제어 알고리즘을 이용한 전력계통 안정화장치의 다기계통 적용 (Application to a Multimachine Power System of Power System Stabilizer using Revised Pole Shift Adaptive Control Algorithm)

  • 이상근
    • 대한전기학회논문지:전력기술부문A
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    • 제49권10호
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    • pp.486-493
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    • 2000
  • This paper presents an application to a multimachine power system of power system stabilizer using revised pole shift adaptive algorithm. Controller parameters are determined by using adaptive control theory in order to maintain optimal operation of generator under the various operating conditions. To determine the optimal parameters of controller and overcome the problem of pole placement algorithm, this paper presents pole shift algorithm revised pole shift factor. Also, the difference between the speed deviation with weighted factor and voltage deviation is used as the input signal of adaptive controller, which provides good damping characteristics. The results tested on a multimachine power system verify that the proposed controller has better dynamic and transient performance than conventional controller.

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