• 제목/요약/키워드: Recursive least-square algorithm

검색결과 170건 처리시간 0.025초

개선된 SLMS 알고리즘을 이용한 덕트 내에서의 능동소음제어 (Adaptive Active Noise Control in a Duct Using Improved SLMS Algorithms)

  • 서성대;남주형;안동준;남현도
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 심포지엄 논문집 정보 및 제어부문
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    • pp.433-434
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    • 2007
  • In this paper, active control of noise in a HVAC duct is considered. Most adaptive control filters have used FIR structures based on filtered-x LMS algorithms. But, the IIR structures are more desirable for the active control of duct noise in order to remove the poles introduced by the acoustic feedback and presented an algorithm to adjust the coefficients of an IIR filter using the recursive least mean square (RLMS) algorithm. A smoothed LMS algorithm is proposed to improve a convergent speed of filter parameters when the noise is wide band and power of input is time varying. And computer simulations have performed to show the effectiveness of the proposed algorithm.

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다변수 자기동조 PID 제어기의 설계 (Design of multivariable self tuning PID controllers)

  • 조원철;전기준
    • 전자공학회논문지S
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    • 제34S권7호
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    • pp.66-77
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    • 1997
  • This paper presents an automatic tuning method for parameters of a multivaiable self-tuning velocity-type PID controller which adapts to changes in the system parameters with time delays and noises. The velocity-type PID control structure is determined in the process of minimizing the variance of the auxiliarly output, and self-tuning effect is achieved through the recursive least square algorithm at the parameter estimation stage and also through the Robbins-Monro algorithm at the stage of optiminzing the design parameters of the controller. The proposed PID type multivariable self-tuning method is simple andeffective compared with other esisting multivariable self-tuning methods. Computer simulation has shown that the proposed algorithm is beter than the trial-and-error method in the tracking performance.

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최소분산 자기동조 PID제어기 (A self tuning PID controller with minimum variance)

  • 조원철;전기준
    • 제어로봇시스템학회논문지
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    • 제2권1호
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    • pp.14-20
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    • 1996
  • This paper presents a self tuning method of a velocity type PID controller for minimum or non-minimum phase systems with time delays. The velocity type PID control structure is determined in the process of minimizing the variance of the auxilliary output, and self tuning effect is achieved through the recursive least square algorithm at the parameter estimation stage and also through the Robbins-Monro algorithm at the stage of optimizing a design parameter. This method is simple and effective compared with other existing methods[1,2]. Numerical examples are included to illustrate the procedure and to show the performance of the control system.

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직류 서어보 전동기 제어를 위한 직접 극배치 PID 자기동조 제어기의 설계 (A Study on the Direct Pole Placement PID Self-Tuning Controller design for DC Servo Motor Control)

  • 이규영;남문현
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1989년도 추계학술대회 논문집 학회본부
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    • pp.327-331
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    • 1989
  • This paper concerned about a study on the direct pole placement PID self-tuning controller design for Robot manipulator control system. The method of a direct pole placement self-tuning PID control for a DC motor of robot manipulator tracks a reference velocity in spite of the parameters uncertainties in nonminimum phase system. In this scheme, the parameters of controller are estimated by the recursive least square(RLS) identification algorithm, the pole placement method and diophantine equation. A series of simulation in which minimum phase system and nonminimum phase system are subjected to a pattern of system parameter changes is presented to show some of the features of the proposed control algorithm. The proposed control algorithm which shown are effective for the practical application, and experiments of DC motor speed control for Robot manipulator by a microcomputer IRH-PC/AT are performed and the results are well suited.

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적응형 알고리즘에 의한 레이저 간섭계의 비선형성 오차 보정 (Nonlinearity compensation for laser interferometer using adaptive algorithm)

  • 이우람;홍민석;최인성;유관호
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 심포지엄 논문집 정보 및 제어부문
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    • pp.234-236
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    • 2006
  • Because of its long measurement range and ultra-precise resolution. the heterodyne laser interferometer systems are very common in various industry area such as semiconductor manufacturing. However the periodical nonlinearity property caused from frequency mixing is an obstacle to improve the high measurement accuracy in nanometer scale. In this paper to minimize the effect of nonlinearity, we propose an adaptive nonlinearity compensation algorithm. We first compute compensation parameters using least square (LS) with the capacitance displacement sensor as a reference input. We then update the parameters with recursive LS (RLS) while the values are optimized to modify the elliptical phase into circular one. Through comparison with some experimental results of laser system, we demonstrate the effectiveness of our proposed algorithm.

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CART 알고리즘과 하이브리드 학습을 통한 뉴로-퍼지 시스템과 응용 (Neuro-Fuzzy System and Its Application Using CART Algorithm and Hybrid Parameter Learning)

  • 오봉근;곽근창;유정웅
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1998년도 하계학술대회 논문집 B
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    • pp.578-580
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    • 1998
  • The paper presents an approach to the structure identification based on the CART (Classification And Regression Tree) algorithm and to the parameter identification by hybrid learning method in neuro-fuzzy system. By using the CART algorithm, the proposed method can roughly estimate the numbers of membership function and fuzzy rule using the centers of decision regions. Then the parameter identification is carried out by the hybrid learning scheme using BP (Back-propagation) and RLSE (Recursive Least Square Estimation) from the numerical data. Finally, we will show it's usefulness for fuzzy modeling to truck backer upper control.

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A New Adaptive Beamforming Algorithm toy Smart Antennas Applied to an OFDM System

  • Tuan, Le-Minh;Su, Pham-Van;Kim, Jewoo;Giwan Yoon
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2002년도 춘계종합학술대회
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    • pp.238-242
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    • 2002
  • In this paper. we consider an OFDM system with cochannel interference and the use of adaptive antenna arrays to suppress such interference. Based on the conventional RLS criterion, we derive a new Recursive Least Square (RLS) adaptive beamforming algorithm for antenna arrays applied in an OFDM system. Computer simulation shows that. when applied to the OFDM system. the proposed algorithm is capable of combating cochannel interference in both AWGN channel and multipath Rayleigh fading channel with AWGN.

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ST세그먼트 검출성능향상을 종속 적응필터의 세계 (Design of a Cascade Adaptive Filter for the Performance sn Detection of Segment)

  • 박광리;이경중
    • 대한의용생체공학회:의공학회지
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    • 제16권4호
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    • pp.517-524
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    • 1995
  • This paper is a study on the design of the cascade adaptive filter (CAF) for baseline wandering elimination in order to enhance the performance of the detection of ST segments in ECG. The CAF using Least Mean Square (LMS) algorithm consists of two filters. The primary adaptive filter which has the cutoff frequency of 0.3Hz eliminates the baseline wandering in raw ECG The secondary adaptive filter removes the remnant baseline wandering which is not eliminated by the primary adaptive filter. The performance of the CAF was compared with the standard filter, the recursive filter, and the adaptive impulse correlated filter (AICF). As a result, the CAF showed a lower signal distortion than the standard filter and the AICF. Also, the CAF showed a better perf'ormance in noise elimination than the standard filter and the recursive filter. In conclusion, considering the characteristics of the noise elimination and the signal distortion, the CAF shows a better performance in the removal of the baseline wandering than the other three Otters and suggests the high performance in the detection of ST segment.

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보완 가중 최소자승기법을 이용한 피동거리 추정필터 설계 (A Modified Weighted Least Squares Approach to Range Estimation Problem)

  • 황익호;나원상
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 하계학술대회 논문집 D
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    • pp.2088-2090
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    • 2003
  • A practical recursive weighted least square(WLS) solution is proposed to solve the passive ranging problem. Apart from the previous works based on the extended Kalman filter(EKF), to ensure the convergency at long-range, the proposed scheme makes use of line-of-sight(LOS) rate instead of bearing information. The influence of LOS rate measurement errors is investigated and it is asserted that the WLS estimates contain bias and scale factor errors. Together with simple compensation algorithm, the estimation errors of proposed filter can be reduced dramatically.

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고반복률을 갖는 양상태 소나 시스템에서의 적응형 필터를 이용한 송신 직접파 제거 연구 (Direct blast suppression for bi-static sonar systems with high duty cycle based on adaptive filters)

  • 이원녕;정의철;윤경식;김근환;김도형;유예나;이석진
    • 한국음향학회지
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    • 제41권4호
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    • pp.446-460
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    • 2022
  • 본 논문은 고반복률을 갖는 양상태 소나 시스템에서의 송신 직접파로 인한 표적 탐지율 저하를 적응형 필터를 이용하여 개선하는 알고리즘을 제안한다. 이러한 소나 시스템에서의 송신 직접파 제거는 실제 시스템을 운용하는 것에 치명적인 영향을 주기 때문에 이것을 제거하는 것이 아주 중요하다. 본 논문에서는 시뮬레이션과 해상 실험 데이터에 Normalized Least Mean Square(NLMS)와 Recursive Least Square(RLS) 알고리즘을 적용하여 성능을 평가하였다. 송신 직접파 성분과 표적 신호가 포함된 표적 방위의 빔 신호를 입력 신호로 사용하고 송신 직접파 성분이 있는 송신기 방위의 빔 신호를 원하는 신호로 사용하여 두 신호의 차를 최적화 하여 송신 직접파를 제거하고 표적 신호만 남긴다. 시뮬레이션에서 정합필터의 결과를 확인하였을 때 Linear Frequency Modultated(LFM)과 Generalized Sinusoidal Frequency Modulated(GSFM) 모두에서 송신 직접파가 잡음레벨까지 제거되고 GSFM의 경우 표적의 부엽이 20 dB 이상 감소하여 성능 개선이 있는 것을 확인하였다. 해상 실험에서 LFM은 송신 직접파의 레벨이 10 dB 감소하였고, GSFM은 송신 직접파의 레벨이 약 4 dB 감소하였고, 표적의 부엽이 약 4 dB 정도 감소하여 성능 개선이 있다는 것이 확인되었다.