• 제목/요약/키워드: adaptive tuning parameter

검색결과 77건 처리시간 0.033초

Adaptive lasso를 이용한 희박벡터자기회귀모형에서의 변수 선택 (Adaptive lasso in sparse vector autoregressive models)

  • 이슬기;백창룡
    • 응용통계연구
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    • 제29권1호
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    • pp.27-39
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    • 2016
  • 본 논문은 다차원의 시계열 자료 분석에서 효율적인 희박벡터자기회귀모형에서의 모수 추정에 대해서 연구한다. 희박벡터자기회귀모형은 영에 가까운 계수를 정확이 영으로 둠으로써 희박성을 확보한다. 따라서 변수 선택과 모수 추정을 한꺼번에 할 수 있는 lasso를 이용한 방법론을 희박벡터자기회귀모형의 추정에 쓸 수 있다. 하지만 Davis 등(2015)에서는 모의실험을 통해 일반적인 lasso의 경우 영이아닌 계수를 참값보다 훨씬 더 많이 찾아 희박성에 약점이 있음을 보고하였다. 이에 따라 본 연구는 희박벡터자기회귀모형에 adaptive lasso를 이용하면 일반 lasso보다 희박성을 비롯한 전반적인 모수의 추정이 매우 유의하게 개선됨을 보인다. 또한 adaptive lasso에서 쓰이는 튜닝 모수들에 대한 선택도 아울러 논의한다.

엔드밀링 공정에서 극점배치 구속적응제어 시스템 (A Pole-Assignment ACC System in the Peripheral End Milling Process)

  • 정성종
    • 한국생산제조학회지
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    • 제5권2호
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    • pp.63-72
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    • 1996
  • In order to regulate the cutting force at a desired level during peripheral end milling processes a feedrate override Adaptive Control Constraint (ACC) system was developed. The feedrate override function was accomplished through a development of programmable machine controller (PMC) interface technique on the NC controller, Nonlinear model of the cutting process was linearized as an adaptive model with a time varying process parameter. An integral type estimator was introduced for on-line estimation of the cutting process parameter, Zero order hold digital control methodology which uses pole-assignment concept for tuning of PI controllers was applied for the ACC system. Performance of the ACC system wsa confirmed on the vertical machining center equipped with fanuc OMC through a large amount of experiment.

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영구자석 동기전동기의 고성능 구동을 위한 적응 퍼지 속도 제어기 (Adaptive Speed Controller for high performance PMSM drive)

  • 권정진;한우용;이창구;김성중;김배선
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2001년도 하계학술대회 논문집 B
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    • pp.1188-1190
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    • 2001
  • This paper presents a clustering adaptive controller to achieve robustness against parameter variations although it has simple structure and computational simplicity. The presented controller based on optimal fuzzy logic controller has an self-tuning characteristics with clustering. The controller requires no model of the system to be controlled. Simulation results show that the usefulness of the proposed controller.

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비선형 계통에 대한 적응 퍼지 슬라이딩 모드 제어 (Adaptive fuzzy sliding mode control for nonlinear systems)

  • 서삼준;서호준;김동식
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1996년도 한국자동제어학술회의논문집(국내학술편); 포항공과대학교, 포항; 24-26 Oct. 1996
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    • pp.684-688
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    • 1996
  • In this paper, to overcome drawbacks of variable structure control system a self-tuning fuzzy sliding mode control algorithm using gradient descent method is proposed. The proposed method has the characteristics which are viewed in conventional VSC, e.g. insensitivity to a class of disturbance, parameter variations and uncertainties in the sliding mode. To demonstrate its performance, the proposed control algorithm is applied to a one-degree of freedom robot arm. The results show that both alleviation of chattering and performance are achieved.

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가변 하중을 갖는 편로드 유압 실린더의 합성 자기동조 제어 (Hybrid Self-Tuning Control of a Single rod Hydraulic Cylinder with Varying Payload)

  • Kim, M.S.;Kim, J.T.;Han, K.B.
    • 한국정밀공학회지
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    • 제14권12호
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    • pp.174-181
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    • 1997
  • A proposed hybrid self-tuning control scheme for single rod hydraulic cylinder which has varying loads is presented here. An adaptive controller is developed for the system that use feedforward and P feedback control for simultaneous parameter identification and tracking control. Through experimental results, the performance comparison of the hybrid self-tuning controller with a constant gain P contro- ller clearly shows its superior ability in handling load changes in quiescent states.

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편로드 유압실린더의 운동제어를 위한 자기동조 제어기설계 (Self-Tuning Controller design for the motion control of a Single Rod Hydraulic Cylinder)

  • 김정태;김문생
    • 소음진동
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    • 제8권3호
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    • pp.441-449
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    • 1998
  • A self-tuning control scheme, incorporated with the simplified 1st-order ARMAX(Auto-Regressive Moving Average eXogenous) model, for single rod hydraulic cylinder which has varying dynamic characteristics is presented here. An adaptive controller is developed for the system that uses feedforward and optimal feedback control for simultaneous parameter identification and tracking control. Through experimental results, the performance comparison of the self-tuning controller with a fixed gain proportional controller clearly shows its superior ability in handling load changes in quiescent states.

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상태 관측기를 이용한 자기-동조 적응 제어 (Self-Tuning Adaptive Control Using State Observer)

  • 김윤호;윤병도;오기홍
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1991년도 추계학술대회 논문집 학회본부
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    • pp.223-226
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    • 1991
  • In this paper, the problem of designing on adaptive controller for dc drives using state observers, which is operated under varying load conditions, is addressed. A robust self-tuning controller that can track a constant reference and reject constant load disturbances is also studied. This scheme is very attractive since the estimates of system parameters are available in real time. Parameter estimation is based on the recursive least squares method and the control algorithm of the pole placement technique. Also, state observer systems are applied. State observer systems are required to estimate the states quickly and exactly without being affected by the disturbances.

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피지적응 메카니즘을 이용한 IPMSM의 HBPI 제어기 (HBPI Controller of IPMSM using fuzzy adaptive mechanism)

  • 이정호;최정식;고재섭;김종관;박기태;박병상;정동화
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 심포지엄 논문집 정보 및 제어부문
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    • pp.210-212
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    • 2006
  • This paper presents Hybrid PI(HBPI) controller of IPMSM drive using fuzzy adaptive mechanism control. In general, PI controller in computer numerically controlled machine process fixed gain. They may perform well under some operating conditions, but not all. To increase the robustness, fixed gain PI controller, HBPI controller proposes a new method based self tuning PI controller. HBPI controller is developed to minimize overshoot and settling time following sudden parameter changes such as speed, load torque, inertia, rotor resistance and self inductance. The results on a speed controller of IPMSM are presented to show the effectiveness of the proposed gain tuner. And this controller is better than the fixed gains one in terms of robustness, even under great variations of operating conditions and load disturbance.

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IMPLEMENTATION EXPERIMENT OF VTP BASED ADAPTIVE VIDEO BIT-RATE CONTROL OVER WIRELESS AD-HOC NETWORK

  • Ujikawa, Hirotaka;Katto, Jiro
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2009년도 IWAIT
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    • pp.668-672
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    • 2009
  • In wireless ad-hoc network, knowing the available bandwidth of the time varying channel is imperative for live video streaming applications. This is because the available bandwidth is varying all the time and strictly limited against the large data size of video streaming. Additionally, adapting the encoding rate to the suitable bit-rate for the network, where an overlarge encoding rate induces congestion loss and playback delay, decreases the loss and delay. While some effective rate controlling methods have been proposed and simulated well like VTP (Video Transport Protocol) [1], implementing to cooperate with the encoder and tuning the parameters are still challenging works. In this paper, we show our result of the implementation experiment of VTP based encoding rate controlling method and then introduce some techniques of our parameter tuning for a video streaming application over wireless environment.

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국부 통계 특성을 이용한 임펄스 노이즈 영상의 적응적 노이즈 검출 및 변형된 형태의 Gaussian 노이즈 제거 기법 (An Adaptive Noise Detection and Modified Gaussian Noise Removal Using Local Statistics for Impulse Noise Image)

  • 응웬뚜안안;송원선;홍민철
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2009년도 추계학술대회
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    • pp.179-181
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    • 2009
  • 본 논문에서는 국부 통계 특성을 이용한 임펄스 노이즈 영상의 적응적 노이즈 검출 및 변형된 형태의 Gaussian 노이즈 제거 기법에 대해 제안한 다. 노이즈 검출을 위한 제약 조건을 결정을 위하여 국부 평균, 국부 분산 그리고 국부 최대값을 이용하였다. 또한 검출된 노이즈 제거를 위한 변형된 형태의 Gaussian 필터를 사용하기 위해 노이즈 정도를 조절하기 위한 튜닝 매개변수(tuning parameter)를 사용하였다. 실험 결과를 통해 제안된 방식이 기존 방식보다 효과적으로 노이즈 검출 및 제거 되었음을 확인할 수 있었다.

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