• Title/Summary/Keyword: Predictive Control

Search Result 1,074, Processing Time 0.024 seconds

A Study on Development of ATCS for Automated Stacking Crane using Neural Network Predictive Control

  • Sohn, Dong-Seop;Kim, Sang-Ki;Min, Jeong-Tak;Lee, Jin-Woo;Lee, Kwon-Soon
    • Proceedings of the Korean Institute of Intelligent Systems Conference
    • /
    • 2003.09a
    • /
    • pp.346-349
    • /
    • 2003
  • For a traveling crane, various control methods such as neural network predictive control and TDOFPID(Two Degree of Freedom Proportional Integral Derivative) are studied. So in this paper, we proposed improved navigation method to reduce transfer time and sway with anti-collision path for avoiding collision in its movement to the finial coordinate. And we constructed the NNPPID(Neural Network Predictive PID) controller to control the precise move and speedy navigation. The proposed predictive control system is composed of the neural network predictor, TDOFPID controller, and neural network self-tuner. We analyzed ASC(Automated Stacking Crane) system and showed some computer simulations to prove excellence of the proposed controller than other conventional controllers.

  • PDF

High Performance Current Controller for Sparse Matrix Converter Based on Model Predictive Control

  • Lee, Eunsil;Lee, Kyo-Beum;Lee, Young Il;Song, Joong-Ho
    • Journal of Electrical Engineering and Technology
    • /
    • v.8 no.5
    • /
    • pp.1138-1145
    • /
    • 2013
  • A novel predictive current control strategy for a sparse matrix converter is presented. The sparse matrix converter is functionally-equivalent to the direct matrix converter but has a reduced number of switches. The predictive current control uses a model of the system to predict the future value of the load current and generates the reference voltage vector that minimizes a given cost function so that space vector modulation is achieved. The results show that the proposed controller for sparse matrix converters controls the load current very effectively and performs very well through simulation and experimental results.

Predictive control based partial switching PFC converter for achieving high efficiency (고효율 구현을 위한 예측제어 기반 부분 스위칭 PFC 컨버터)

  • Choi, Yeong-Jun;Kim, Tae-Jin;Kim, Rae-Young
    • Proceedings of the KIPE Conference
    • /
    • 2014.11a
    • /
    • pp.1-2
    • /
    • 2014
  • In this paper the partial switching PFC converter which is based on predictive control is proposed. In terms of satisfying the harmonic standard, the predictive control shows a similar performance to the conventional average current mode control PFC in the normal input condition. Moreover, the current harmonic characteristic is insensitive to the distorted input voltage. With predictive control method, novel on-line partial switching strategy is suggested in this paper. Depending on the operating condition, the partial switching PFC converter can boost its output voltage. Also when its efficiency needs to be improved, according to load condition, the partial switching can be achieved. The proposed strategy is proved by the results of FFT and the loss analysis using PSIM 9.0.

  • PDF

A Kalman Filter based Predictive Direct Power Control Scheme to Mitigate Source Voltage Distortions in PWM Rectifiers

  • Moon, Un-chul;Kim, Soo-eon;Chan, Roh;Kwak, Sangshin
    • Journal of Power Electronics
    • /
    • v.17 no.1
    • /
    • pp.190-199
    • /
    • 2017
  • In this paper, a predictive direct power control (DPC) method based on a Kalman filter is presented for three-phase pulse-width modulation (PWM) rectifiers to improve the performance of rectifiers with source voltages that are distorted with harmonic components. This method can eliminate the most significant harmonic components of the source voltage using a Kalman filter algorithm. In the process of predicting the future real and reactive power to select an optimal voltage vector in the predictive DPC, the proposed method utilizes source voltages filtered by a Kalman filter, which can mitigate the adverse effects of distorted source voltages on control performance. As a result, the quality of the source currents synthesized using the PWM rectifier is improved, and the total harmonic distortion (THD) values are reduced, even under distorted source voltages.

Predictive Closed-Loop Power Control for CDMA Systems in Time-Varying Fading Channels (시변 페이딩 채널하에 CDMA 시스템을 위한 예측 폐루프 전력제어)

  • Choe, Sang-Ho
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.30 no.11A
    • /
    • pp.1021-1026
    • /
    • 2005
  • In this paper, we present a novel predictive CDMA closed-loop power control (CLPC) method with a multi-step least squares (LS) linear predictor for time-varying fading channels. The proposed method effectively compensates multiple power control group delays and provides significant performance gains over nonpredictive CLPCs as well as conventional predictive CLPCs with one-step linear predictor.

A Study on the Control of Electro-Hydraulic Motors Using Ahead Predictive Adaptive Control Method (예측 적응제어 기법을 이용한 전기 유압 모터의 제어에 관한 연구)

  • Kim, Byeong-Woo;Hur, Jin
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.60 no.7
    • /
    • pp.1360-1365
    • /
    • 2011
  • Electro-hydraulic servo motor is used to a lot of in the field of industrial equipment which requires one of the control functions among pressure, flow, and power output. In this paper, linear discrete reference model of the electro-hydraulic servo motor system are made for 1-step ahead predictive control. The parameters of electro-hydraulic servo motor system are estimated using the recursive least square method. 1-step ahead predictive model output of electro-hydraulic servo motor system corresponded to reference model output in spite of estimated parameters are not meet real parameters. Control performance affections are studied due to the forgetting factors variation.

Model Predictive Control for Input Constrained Systems with Time-varying Delay (시변 시간지연을 가지는 입력제한 시스템의 모델예측제어)

  • Lee, S.M.
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.61 no.7
    • /
    • pp.1019-1023
    • /
    • 2012
  • This paper considers a model predictive control problem of discrete-time constrained systems with time-varying delay. For this problem, a delay dependent state feedback control approach is used to achieve asymptotic stabilization of systems with input constraints. Based on Lyapunov stability theory, a new stability condition is obtained via linear matrix inequality formulation to find cost monotonicity condition of the model predictive control algorithm which guarantee the closed loop stability. Finally, the proposed method is applied to a numerical example in order to show the effectiveness of our results.

Novel Predictive Current Control Pulse Width Modulation Method for Matrix Convertors (매트릭스 컨버커를 위한 새로운 예측 전류제어 펄폭 변조 방법)

  • Li, Yulong;Choi, Nam-Sup;Han, Byung-Moon;Yang, Seung-Chul
    • Proceedings of the KIEE Conference
    • /
    • 2008.11a
    • /
    • pp.65-67
    • /
    • 2008
  • A new pulse width modulation method based on predictive current control strategy is proposed to modulate matrix converters. The predictive current controller utilizes a discrete-time model to predict the future values of output currents and generates proper duty-ratios ta minimize the output current errors. The proposed method uses continuous carrier and establishes a predictive current controller to predetermine duty ratio signal for directly generating gating signals an thus is named "predictive current control PWM(PCCPWM)". The modulation algorithm nd the required equations are derived by using average concept over one switching period. Thus it can be easily extended to other matrix converter topologies, especially with neutral connections, such as sing le-phase ad two-phase matrix converters. The feasibility and validity of the proposed strategy are verified by computer simulation and experimental results.

  • PDF

A Novel Predictive Digital Controlled Sensorless PFC Converter under the Boundary Conduction Mode

  • Wang, Jizhe;Maruta, Hidenori;Matsunaga, Motoshi;Kurokawa, Fujio
    • Journal of Power Electronics
    • /
    • v.17 no.1
    • /
    • pp.1-10
    • /
    • 2017
  • This paper presents a novel predictive digital control method for boundary conduction mode PFC converters without the need for detecting the inductor current. In the proposed method, the inductor current is predicted by analytical equations instead of being detected by a sensing-resistor. The predicted zero-crossing point of the inductor current is determined by the values of the input voltage, output voltage and predicted inductor current. Importantly, the prediction of zero-crossing point is achieved in just a single switching cycle. Therefore, the errors in predictive calculation caused by parameter variations can be compensated. The prediction of the zero-crossing point with the proposed method has been shown to have good accuracy. The proposed method also shows high stability towards variations in both the inductance and output power. Experimental results demonstrate the effectiveness of the proposed predictive digital control method for PFC converters.

Model predictive control strategies for protection of structures during earthquakes

  • Xu, Long-He;Li, Zhong-Xian
    • Structural Engineering and Mechanics
    • /
    • v.40 no.2
    • /
    • pp.233-243
    • /
    • 2011
  • This paper presents a theoretical study of a model predictive control (MPC) strategy employed in semi-active control system with magnetorheological (MR) dampers to reduce the responses of seismically excited structures. The MPC scheme is based on a prediction model of the system response to obtain the control actions by minimizing an objective function, which can compensate for the effect of time delay that occurred in real application. As an example, a 5-story building frame equipped with two 20 kN MR dampers is presented to demonstrate the performance of the proposed MPC scheme for addressing time delay and reducing the structural responses under different earthquakes, in which the predictive length l = 5 and the delayed time step d = 10, 20, 40, 60, 100 are considered. Comparison with passive-off, passive-on, and linear quadratic Gaussian (LQG) control strategy indicates that MPC scheme exhibits good control performance similar to the LQG control strategy, both have better control effectiveness than two passive control methods for most cases, and the MPC scheme used in semi-active control system show more effectiveness and robustness for addressing time delay and protecting structures during earthquakes.