• Title/Summary/Keyword: 선형 최소분산필터

Search Result 10, Processing Time 0.041 seconds

An Adaptive RLR L-Filter for Noise Reduction in Images (영상의 잡음 감소를 위한 적응 RLR L-필터)

  • Kim, Soo-Yang;Bae, Sung-Ha
    • Journal of Korea Multimedia Society
    • /
    • v.12 no.1
    • /
    • pp.26-30
    • /
    • 2009
  • We propose an adaptive Recursive Least Rank(RLR) L-filter which uses an L-estimator in order statistics and is based on rank estimate in robust statistics. The proposed RLR L-filter is a non-linear adaptive filter using non-linear adaptive algorithm and adapts itself to optimal filter in the sense of least dispersion measure of errors with non-homogeneous step size. Therefore the filter may be suitable for applications when the transmission channel is nonlinear channels such as Gaussian noise or impulsive noise, or when the signal is non-stationary such as image signal.

  • PDF

Design of a Direct Self-tuning Controller Using Neural Network (신경회로망을 이용한 직접 자기동조제어기의 설계)

  • 조원철;이인수
    • Journal of the Institute of Electronics Engineers of Korea SC
    • /
    • v.40 no.4
    • /
    • pp.264-274
    • /
    • 2003
  • This paper presents a direct generalized minimum-variance self tuning controller with a PID structure using neural network which adapts to the changing parameters of the nonlinear system with nonminimum phase behavior, noises and time delays. The self-tuning controller with a PID structure is a combination of the simple structure of a PID controller and the characteristics of a self-tuning controller that can adapt to changes in the environment. The self-tuning control effect is achieved through the RLS (recursive least square) algorithm at the parameter estimation stage as well as through the Robbins-Monro algorithm at the stage of optimizing the design parameter of the controller. The neural network control effect which compensates for nonlinear factor is obtained from the learning algorithm which the learning error between the filtered reference and the auxiliary output of plant becomes zero. Computer simulation has shown that the proposed method works effectively on the nonlinear nonminimum phase system with time delays and changed system parameter.

The Realization of State-Space Digital Filters with Minimum Output Error Variance by Weighted Function (가중함수에 의한 최소 출력오차 분산을 갖는 상태공간 디지틀 필터 실현)

  • 김정화;정찬수
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.17 no.9
    • /
    • pp.909-917
    • /
    • 1992
  • This paper proposes the realization of state-space digital filters with minimum output error variance. The algorithm is transforms of controllability and observability gramian in linear time invariant systems by weighted function and can improve performance of the digital filters by reducing the put error variance for state space coeffient variation. A numerical example shows that algorithm structure has much lower output error variance than that of other four structures(canonical, parallel, statistical sensitivity, balanced).

  • PDF

AMNOR System with Linear Phase Response to the Desired Signal (원하는 신호에 대해 선형 위상 응답 특성을 갖는 AMNOR 시스템)

  • 임병관;조병모;차일환;윤대희
    • The Journal of the Acoustical Society of Korea
    • /
    • v.9 no.6
    • /
    • pp.45-52
    • /
    • 1990
  • 본 논문에서는 원하는 방향에 대해서 선형 위상 응답 특성을 갖는 적응 빔 형성기에 대해서 설 명한다. 본 논문에서는 제안하는 빔 형성기는 원하는 신호에 대해서 선형 위상 응답 특성을 얻기 위해 전방 적응 빔 형성기와 후방 적응 빔 형성기를 이용한다. 두 빔 형성기의 각각의 출력 신호를 합하여 원하는 신호를 얻는다. TDL 필터 계수는 가상신호와 출력 신호간의 차이 값의 파워가 최소가 되도록 조정된다. 원하는 방향에 대한 빔 형성기의 임펄스 응답이 중심 샘플에 대해서 대칭이 되도록 원하는 방향에서 입사되는 신호에 대한 선형 위상 응답 특성을 얻을 수 있다. 출력 잡음 분산을 최소로 하는 반면 원하는 신호 방향에 대한 주파수 응답의 왜곡을 미리 정한 허용치보다 작게 함으로써 음성 신호 를 향상시키는 AMNOR 시스템에 본 논문에서 제안한 빔 형성기를 적용하여 컴퓨터 시뮬레이션 결과 를 제시한다.

  • PDF

Position-Speed Estimator using Kalman Filter with Parameter Identification (기계적인 시정수의 동정을 가지는 Kalman 필터를 사용한 위치-속도 추정자)

  • Shin, Ki-Sang;Lee, Je-Hie;Huh, Uk-Youl
    • Proceedings of the KIEE Conference
    • /
    • 1997.07b
    • /
    • pp.434-436
    • /
    • 1997
  • 본 연구에서는 저속에서 발생하는 측정잡음에 대한 문제를 불규칙 확률시스템으로 고려하여 Kalman 필터를 관측자로서 사용하고 고속에서뿐만 아니라 저속에서의 위치와 속도 추정성능을 향상시키고자 한다. Kalman 필터는 확률적 외란을 포함하고 있는 동적시스템에 적용되는 최적상태 추정자이다. 또한 이 Kalman 필터는 외란을 가지는 이산형 실시간 동적 처리 시스템에서 최적의 미지 상태를 추정하기 위해 선형, 불편향, 그리고 최소 오차분산 회귀형 알고리즘을 제공한다. 또한, MRAS(Model Reference Adaptive System) 방법을 이용하여 모터와 부하에 대응되는 기계적 시정수를 동정한다. 이 방법은 기계적인 시정수가 알려지지 않은 시스템에 적용하여 위치와 속도의 추정을 가능하게 하기 위해서이다. 더욱이 동정의 결과를 이용하여 Kalman 필터 알고리즘에 적용한다.

  • PDF

Two-Channel Noise Reduction Using Beamforming and DOA-Based Masking (빔포밍 및 DOA 기반의 마스킹을 이용한 2채널 잡음제거)

  • Kim, Youngil;Jeong, Sangbae
    • Journal of the Korea Institute of Information and Communication Engineering
    • /
    • v.17 no.1
    • /
    • pp.32-40
    • /
    • 2013
  • In this paper, we propose a multi-channel speech enhancement algorithm using beamforming and direction-of-arrival (DOA)-based masking. The proposed algorithm enhances noisy speech basically by the linearly constrained minimum variance (LCMV) algorithm and then a mel-scale Wiener filter designed using DOA-based masking is applied to remove still remaining noises. To improve the performance, we optimize the learning rate of the adaptive filters in LCMV and the DOA threshold to detect target speech spectrum. As performance indices, the perceptual evaluation of speech quality (PESQ) score and output SNRs are measured. Experimantal results show that the proposed algorithm outperforms the conventional LCMV beamformer by 0.09 in PESQ score and 5.75 dB in output SNR, respectively.

Design of Minimum Variance Fault Diagnosis Filter for Linear Discrete-Time Stochastic Systems with Unknown Inputs (미지입력이 존재하는 선형 이산 활률 시스템의 최소 분산 고장 진단 필터의 설계)

  • ;Zeungnam Bien
    • Journal of the Korean Institute of Telematics and Electronics B
    • /
    • v.31B no.8
    • /
    • pp.39-46
    • /
    • 1994
  • In this paper a state reconstruction filter for linear discrete-time stochastic systems with unknown inputs and noises is presented. The suggested filter can estimate the system state vector and the unknown inputs simultaneously As an extension of the filter a fault diagnosis filter for linear discrete-time stochastic systems with unknown inputs and noises is presented for each filters the optimal gain determination methods which minimize the variance of the state reconstruction errorare presented. Finally the usability of the filtersis shown via numerical examples.

  • PDF

Performance Analysis of the Tracking Filter for a Maneuvering Target of Poisson-Type Subject To System Modeling Error (Poisson-Type 기동표적의 시스템 모델링 오류에 대한 추적 필터의 성능 해석)

  • Oh, Sang-Byung;Kim, Sang-Jin;Lim, Sang-Seok
    • Journal of Advanced Navigation Technology
    • /
    • v.7 no.2
    • /
    • pp.217-226
    • /
    • 2003
  • Recently Lim has proposed a linear, recursive, unbiased minimum variance filter for a maneuvering target based on the maneuver dynamics modeled as a jump process of Poisson-type. In the proposed filter it was assumed that the state transition parameters of the jump used for target maneuver modeling are a priori known to the filter. However, in most cases they are not known in practice. In this paper, we consider the influence of system (target) modeling error on the performance of the proposed tracking filter arising from the maneuver tracking. For qualitative analysis Monte-Carlo simulations are carried out against employing the maneuver model with different state transition parameters from the actual values.

  • PDF

Pressure Control of Hydraulic Cylinder using high Speed On-Off Solenoid Valve (고속 온-오프 전자 밸브를 사용한 유압 실린더의 압력 제어)

  • 김상수
    • Journal of Advanced Marine Engineering and Technology
    • /
    • v.23 no.1
    • /
    • pp.69-78
    • /
    • 1999
  • In this study a new pattern of pressure control of hydraulic cylinder using high speed On-Off solenoid valve in the electro-hydraulic system has been suggested. The control valve is 3-way high speed On-Off solenoid valve which is operated by PWM(Pulse Width Modulation)control signal. The high speed On-Off solenoid valve has a tendency to induce severe pressure fluctuation in the hydraulic actuator so it has not been used for the purpose of closed loop control with direct pres-sure feedback. In this study closed loop control with direct pressure feedback is enabled by using a digital filter which has linear minimum mean square filter algorithm. Through some experiments it is confirmed that stable pressure control can be realized by the proposed control technique.

  • PDF

Transform-Limited Optical Short Pulse Generation by Compression of Gain-Switched DFB Laser Pulses (DFB 레이저 이득 스위칭과 펄스 압축을 이용한 변환 제한된 초단 광 펄스 발생)

  • 조성대;이창희;신상영;채창준
    • Journal of the Korean Institute of Telematics and Electronics D
    • /
    • v.35D no.6
    • /
    • pp.92-98
    • /
    • 1998
  • The transform limited optical short pulses are generated by compression of pulses from a gain switched distributed feedback laser at 5 GHz repetition rate. The gain-switched pulses have the minimum pulse width of 27 psec with the spectral width of 1.1 nm. Thus the output pulses have a large amount of linear chirp and nonlinear chirp. We suppress the nonlinear chirp by passing the pulses through the optical band pass filter with 3 dB band width of 0.55 nm which is narrower than spectral width of the input pulses and generate 7.1 psec pulses by compressing the output with the dispersion compensating fiber. The pulses have time-bandwidth product of 0.49 which is close to the transform limited gaussian pulse. These pulses can be utilized as optical sources in 40 Gbit/s time division multiplexed optical transmission system.

  • PDF