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Data-Driven Model Identification and Control of the Inertial Systems
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作者 Irina Cojuhari 《Intelligent Control and Automation》 2023年第1期1-18,共18页
In the synthesis of the control algorithm for complex systems, we are often faced with imprecise or unknown mathematical models of the dynamical systems, or even with problems in finding a mathematical model of the sy... In the synthesis of the control algorithm for complex systems, we are often faced with imprecise or unknown mathematical models of the dynamical systems, or even with problems in finding a mathematical model of the system in the open loop. To tackle these difficulties, an approach of data-driven model identification and control algorithm design based on the maximum stability degree criterion is proposed in this paper. The data-driven model identification procedure supposes the finding of the mathematical model of the system based on the undamped transient response of the closed-loop system. The system is approximated with the inertial model, where the coefficients are calculated based on the values of the critical transfer coefficient, oscillation amplitude and period of the underdamped response of the closed-loop system. The data driven control design supposes that the tuning parameters of the controller are calculated based on the parameters obtained from the previous step of system identification and there are presented the expressions for the calculation of the tuning parameters. The obtained results of data-driven model identification and algorithm for synthesis the controller were verified by computer simulation. 展开更多
关键词 Data-Driven model Identification controller Tuning Undamped Transient Response Closed-Loop system Identification PID controller
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Opti mization and Model of Laminar Cooling Control Systemfor Hot Strip Mills 被引量:22
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作者 XIE Hai-bo LIU Xiang-hua +1 位作者 WANG Guo-dong ZHANG Zhong-ping 《Journal of Iron and Steel Research(International)》 SCIE EI CAS CSCD 2006年第1期18-22,共5页
The structure of laminar cooling control system for hot rolling was introduced and the control mode, cooling strategy, segment tracking and model recalculation were analyzed. The parameters of air/water cooling models... The structure of laminar cooling control system for hot rolling was introduced and the control mode, cooling strategy, segment tracking and model recalculation were analyzed. The parameters of air/water cooling models were optimized by regressing the data gathering in situ, and satisfactory effect was obtained. The coiling temperature can be controlled within ±15℃. 展开更多
关键词 hot rolled strip laminar cooling control system model parameter optimization
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A stabilizing model predictive control for networked control system with data packet dropout 被引量:1
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作者 Zhijun LI Dehui SUN Yuntao SHI Lifeng WANG 《控制理论与应用(英文版)》 EI 2009年第3期281-284,共4页
A constrained model predictive control (MPC) algorithm for networked control system with data packet dropout is proposed in this paper. A buffer is designed to store the predicted control sequence between controller... A constrained model predictive control (MPC) algorithm for networked control system with data packet dropout is proposed in this paper. A buffer is designed to store the predicted control sequence between controller and actuator. It is shown that if the control horizon of MPC is not less than the number of data packets lost continuously, feasibility of MPC at initial time implies asymptotical stability of the closed-loop system. A simulation example illustrates the effectiveness of the proposed approach. 展开更多
关键词 Networked control system model predictive control STABILITY
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Uniformed model of networked control systems with long time delay 被引量:4
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作者 Zhu Qixin Liu Hongli Hu Shousong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第2期385-390,共6页
Feedback control systems wherein the control loops are closed through a real-time network are called networked control systems (NCS). The defining feature of an NCS is that information is exchanged using a network a... Feedback control systems wherein the control loops are closed through a real-time network are called networked control systems (NCS). The defining feature of an NCS is that information is exchanged using a network among control system components. Two new concepts including long time delay and short time delay are proposed. The sensor is almost always clock driven. The controller or the actuator is either clock driven or event driven. Four possible driving modes of networked control systems are presented. The open loop mathematic models of networked control systems with long time delay are developed when the system is driven by anyone of the four different modes. The uniformed modeling method of networked control systems with long time delay is proposed. The simulation results are given in the end. 展开更多
关键词 networked control systems time delay model driving mode.
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Identification and nonlinear model predictive control of MIMO Hammerstein system with constraints 被引量:3
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作者 李大字 贾元昕 +1 位作者 李全善 靳其兵 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第2期448-458,共11页
This work is concerned with identification and nonlinear predictive control method for MIMO Hammerstein systems with constraints. Firstly, an identification method based on steady-state responses and sub-model method ... This work is concerned with identification and nonlinear predictive control method for MIMO Hammerstein systems with constraints. Firstly, an identification method based on steady-state responses and sub-model method is introduced to MIMO Hammerstein system. A modified version of artificial bee colony algorithm is proposed to improve the prediction ability of Hammerstein model. Next, a computationally efficient nonlinear model predictive control algorithm(MGPC) is developed to deal with constrained problem of MIMO system. The identification process and performance of MGPC are shown. Numerical results about a polymerization reactor validate the effectiveness of the proposed method and the comparisons show that MGPC has a better performance than QDMC and basic GPC. 展开更多
关键词 model predictive control system identification constrained systems Hammerstein model polymerization reactor artificial bee colony algorithm
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Establishing formal state space models via quantization forquantum control systems 被引量:2
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作者 DongDaoyi ChenZonghai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第2期398-402,共5页
Formal state space models of quantum control systems are deduced and a scheme to establish formal state space models via quantization could been obtained for quantum control systems is proposed. State evolution of qua... Formal state space models of quantum control systems are deduced and a scheme to establish formal state space models via quantization could been obtained for quantum control systems is proposed. State evolution of quantum control systems must accord with Schrdinger equations, so it is foremost to obtain Hamiltonian operators of systems. There are corresponding relations between operators of quantum systems and corresponding physical quantities of classical systems, such as momentum, energy and Hamiltonian, so Schrdinger equation models of corresponding quantum control systems via quantization could been obtained from classical control systems, and then establish formal state space models through the suitable transformation from Schrdinger equations for these quantum control systems. This method provides a new kind of path for modeling in quantum control. 展开更多
关键词 quantum control systems formal state space models quantization.
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PID控制的阀控缸系统的Modelica建模与仿真实现
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作者 王瑞 梁全 《机械工程师》 2024年第2期70-73,共4页
针对PID控制的阀控缸系统基于Modelica语言在开源仿真环境OpenModelica中进行了建模和仿真。给出了一套完善的阀控缸系统的建模思路,且所建立的模型具有很好的模型复用性。通过与AMESIM中建立的相同系统在相同参数下的仿真结果进行对比... 针对PID控制的阀控缸系统基于Modelica语言在开源仿真环境OpenModelica中进行了建模和仿真。给出了一套完善的阀控缸系统的建模思路,且所建立的模型具有很好的模型复用性。通过与AMESIM中建立的相同系统在相同参数下的仿真结果进行对比。结果表明,二者仿真结果基本一致,验证了所建立模型的正确性。由于整套系统均在开源环境下建模并仿真,因此解决了在实际工程中仿真PID控制的阀控缸系统时由于商业软件价格昂贵而造成的仿真成本过高的问题。 展开更多
关键词 modelICA PID 阀控缸系统 模型复用
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Distributed Model Predictive Load Frequency Control of Multi-area Power System with DFIGs 被引量:16
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作者 Yi Zhang Xiangjie Liu Bin Qu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2017年第1期125-135,共11页
Reliable load frequency control(LFC) is crucial to the operation and design of modern electric power systems. Considering the LFC problem of a four-area interconnected power system with wind turbines, this paper prese... Reliable load frequency control(LFC) is crucial to the operation and design of modern electric power systems. Considering the LFC problem of a four-area interconnected power system with wind turbines, this paper presents a distributed model predictive control(DMPC) based on coordination scheme.The proposed algorithm solves a series of local optimization problems to minimize a performance objective for each control area. The generation rate constraints(GRCs), load disturbance changes, and the wind speed constraints are considered. Furthermore, the DMPC algorithm may reduce the impact of the randomness and intermittence of wind turbine effectively. A performance comparison between the proposed controller with and without the participation of the wind turbines is carried out. Analysis and simulation results show possible improvements on closed–loop performance, and computational burden with the physical constraints. 展开更多
关键词 Distributed model predictive control(DMPC) doubly fed induction generator(DFIG) load frequency control(LFC)
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Design of a Kind of Model Reference Adaptive Missile Control System 被引量:1
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作者 王军 张天桥 王正杰 《Journal of Beijing Institute of Technology》 EI CAS 1999年第1期84-88,共5页
目的设计能够适应环境变化和目标机动的导弹控制系统.方法将模型参考自适应控制理论应用于导弹控制系统的设计,针对反坦克导弹的具体特点做了相应的改进.结果大量仿真得出所设计的控制系统能够满足击顶反坦克导弹的战技要求.结论将... 目的设计能够适应环境变化和目标机动的导弹控制系统.方法将模型参考自适应控制理论应用于导弹控制系统的设计,针对反坦克导弹的具体特点做了相应的改进.结果大量仿真得出所设计的控制系统能够满足击顶反坦克导弹的战技要求.结论将模型参考自适应控制应用于导弹控制系统设计是成功的,与常规控制系统相比具有明显的优点。 展开更多
关键词 击顶反坦克导弹 模型参考自适应控制 导弹控制系统
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DTHMM based delay modeling and prediction for networked control systems 被引量:2
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作者 Shuang Cong Yuan Ge +2 位作者 Qigong Chen Ming Jiang Weiwei Shang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第6期1014-1024,共11页
In the forward channel of a networked control system (NCS), by defining the network states as a hidden Markov chain and quantizing the network-induced delays to a discrete sequence distributing over a finite time in... In the forward channel of a networked control system (NCS), by defining the network states as a hidden Markov chain and quantizing the network-induced delays to a discrete sequence distributing over a finite time interval, the relation between the network states and the network-induced delays is modelled as a discrete-time hidden Markov model (DTHMM). The expectation maximization (EM) algorithm is introduced to derive the maximumlikelihood estimation (MLE) of the parameters of the DTHMM. Based on the derived DTHMM, the Viterbi algorithm is introduced to predict the controller-to-actuator (C-A) delay during the current sampling period. The simulation experiments demonstrate the effectiveness of the modelling and predicting methods proposed. 展开更多
关键词 networked control system discrete-time hidden Markov model network state delay prediction.
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Support Vector Machine-Based Nonlinear System Modeling and Control 被引量:1
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作者 张浩然 韩正之 +1 位作者 冯瑞 于志强 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2003年第3期53-58,共6页
This paper provides an introduction to a support vector machine, a new kernel-based technique introduced in statistical learning theory and structural risk minimization, then presents a modeling-control framework base... This paper provides an introduction to a support vector machine, a new kernel-based technique introduced in statistical learning theory and structural risk minimization, then presents a modeling-control framework based on SVM. At last a numerical experiment is taken to demonstrate the proposed approach's correctness and effectiveness. 展开更多
关键词 Support vector machine Statistical learning theory Nonlinear systems modeling and control.
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Adaptive switching control of a class of nonlinear systems based on mixed multiple models
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作者 曹奇敏 张艳霞 《Journal of Beijing Institute of Technology》 EI CAS 2012年第4期504-509,共6页
The transient behaviors of traditional adaptive control may be very poor in general. A practically feasible approach to improve the transient performances is the adoption of adaptive switc- hing control. For a typical... The transient behaviors of traditional adaptive control may be very poor in general. A practically feasible approach to improve the transient performances is the adoption of adaptive switc- hing control. For a typical class of nonlinear systems disturbed by random noises, mixed multiple models consisting of adaptive model and fixed models were considered to design the switching con- trol law. Under certain assumptions, the nonlinear system with the switching control law was proved rigorously to be stable and optimal A simulation example was provided to compare the performance of the switching control and the traditional adaptive control. 展开更多
关键词 adaptive control nonlinear systems switching control multiple models mixed models
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Angular Position Controller and Its Design Model Verification for the Electro-Hydraulic Servo Control System 被引量:1
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作者 KARAM M. Elbayomy 《Computer Aided Drafting,Design and Manufacturing》 2007年第1期60-65,共6页
The angular position controller is system (EHSAS) to control the output of the rotary applied to electro-hydraulic servo actuator actuator. It works as a compensator based on the frequency response of the EHSAS. Its... The angular position controller is system (EHSAS) to control the output of the rotary applied to electro-hydraulic servo actuator actuator. It works as a compensator based on the frequency response of the EHSAS. Its design model is verified on the state-space model of EHSAS by using simulation program SIMULINK. Real data used to test the system. Simulation results give a good agreement for the controller and also for the state-space model. 展开更多
关键词 angular position controller electro-hydraulic servo control system design model state-space model SIMULINK
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Model Predictive Controller Design for the Dynamic Positioning System of a Semi-submersible Platform 被引量:3
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作者 Hongli Chen Lei Wan Fang Wang Guocheng Zhang 《Journal of Marine Science and Application》 2012年第3期361-367,共7页
这篇论文研究怎么使用先进控制技术为预兆的控制(MPC ) 建模到一个半能沉入水中的平台的动态放系统(DPS ) 的设计。首先,有自由的三度的一个线性低频率的运动模型在一个半能沉入水中的平台的上下文被建立。第二,一个模型预兆的控制器... 这篇论文研究怎么使用先进控制技术为预兆的控制(MPC ) 建模到一个半能沉入水中的平台的动态放系统(DPS ) 的设计。首先,有自由的三度的一个线性低频率的运动模型在一个半能沉入水中的平台的上下文被建立。第二,一个模型预兆的控制器基于考虑了系统的限制的一个模型被设计。第三,模拟被执行表明控制器的可行性。结果表演模型预兆的控制器有好性能并且擅长处理系统的限制。 展开更多
关键词 模型预测控制 动力定位系统 控制器设计 半潜式平台 控制技术 运动模型 MPC DPS
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Research on Technological Process Control Model of Reverse Logistics in Manufacturing System 被引量:1
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作者 CHANG Jiane,LIU Chao (School of Electromechanical Engineering,Wuhan University of Technology, Wuhan 430070,China) 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S1期275-279,共5页
This paper has found out some important input factors of reverse logistics in manufacturing system throuth analysis and summary,and established four kinds of technological process control models of reverse logistics i... This paper has found out some important input factors of reverse logistics in manufacturing system throuth analysis and summary,and established four kinds of technological process control models of reverse logistics in manufacturing system according to different processing methods. These models embed each other that form a cubic control system of reverse logistics. 展开更多
关键词 MANUFACTURING system REVERSE LOGISTICS TECHNOLOGICAL process control model
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Predictive control of a class of bilinear systems based on global off-line models 被引量:1
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作者 ZHANG Ri-dong WANG Shu-qing 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第12期1984-1988,共5页
A new multi-step adaptive predictive control algorithm for a class of bilinear systems is presented. The structure of the bilinear system is converted into a simple linear model by using nonlinear support vector machi... A new multi-step adaptive predictive control algorithm for a class of bilinear systems is presented. The structure of the bilinear system is converted into a simple linear model by using nonlinear support vector machine (SVM) dynamic approximation with analytical control law derived. The method does not need on-line parameters estimation because the system’s internal model has been transformed into an off-line global model. Compared with other traditional methods, this control law reduces on-line parameter estimating burden. In addition, its overall linear behavior treating method allows an analytical control law available and avoids on-line nonlinear optimization. Simulation results are presented in the article to illustrate the efficiency of the method. 展开更多
关键词 双线性系统 模式预控制 MPC 适应控制
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Robust model-reference control for descriptor linear systems subject to parameter uncertainties 被引量:1
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作者 Guangren DUAN Biao ZHANG 《控制理论与应用(英文版)》 EI 2007年第3期213-220,共8页
Robust model-reference control for descriptor linear systems with structural parameter uncertainties is investigated. A sufficient condition for existing a model-reference zero-error asymptotic tracking controller is ... Robust model-reference control for descriptor linear systems with structural parameter uncertainties is investigated. A sufficient condition for existing a model-reference zero-error asymptotic tracking controller is given. It is shown that the robust model reference control problem can be decomposed into two subproblems: a robust state feedback stabilization problem for descriptor systems subject to parameter uncertainties and a robust compensation problem. The latter aims to find three coefficient matrices which satisfy four matrix equations and simultaneously minimize the effect of the uncertainties to the tracking error. Based on a complete parametric solution to a class of generalized Sylvester matrix equations, the robust compensation problem is converted into a minimization problem with quadratic cost and linear constraints. A numerical example shows the effect of the proposed approach. 展开更多
关键词 Descriptor linear systems model-reference control Parameter uncertainties Robust stabilization Robust compensation
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Feedback Scheduling of Model-based Networked Control Systems with Flexible Workload 被引量:4
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作者 Xian-Ming Tang Jin-Shou Yu 《International Journal of Automation and computing》 EI 2008年第4期389-394,共6页
In this paper,a novel control structure called feedback scheduling of model-based networked control systems is proposed to cope with a flexible network load and resource constraints.The state update time is adjusted a... In this paper,a novel control structure called feedback scheduling of model-based networked control systems is proposed to cope with a flexible network load and resource constraints.The state update time is adjusted according to the real-time network congestion situation.State observer is used under the situation where the state of the controlled plant could not be acquired.The stability criterion of the proposed structure is proved with time-varying state update time.On the basis of the stability of the novel system structure,the compromise between the control performance and the network utilization is realized by using feedback scheduler. Examples are provided to show the advantage of the proposed control structure. 展开更多
关键词 model-based networked control system state update time stability criterion feedback scheduling.
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Constrained predictive control based on T-S fuzzy model for nonlinear systems 被引量:7
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作者 Su Baili Chen Zengqiang Yuan Zhuzhi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第1期95-100,共6页
A constrained generalized predictive control (GPC) algorithm based on the T-S fuzzy model is presented for the nonlinear system. First, a Takagi-Sugeno (T-S) fuzzy model based on the fuzzy cluster algorithm and th... A constrained generalized predictive control (GPC) algorithm based on the T-S fuzzy model is presented for the nonlinear system. First, a Takagi-Sugeno (T-S) fuzzy model based on the fuzzy cluster algorithm and the orthogonalleast square method is constructed to approach the nonlinear system. Since its consequence is linear, it can divide the nonlinear system into a number of linear or nearly linear subsystems. For this T-S fuzzy model, a GPC algorithm with input constraints is presented. This strategy takes into account all the constraints of the control signal and its increment, and does not require the calculation of the Diophantine equations. So it needs only a small computer memory and the computational speed is high. The simulation results show a good performance for the nonlinear systems. 展开更多
关键词 Generalized predictive control (GPC) Nonlinear system T-S fuzzy model Input constraint Fuzzy cluster
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Modified Two-Degrees-of-Freedom Internal Model Control for Non-Square Systems with Multiple Time Delays 被引量:25
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作者 Jian-Chang Liu Nan Chen Xia Yu 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2014年第2期122-128,共7页
A modified two-degrees-of-freedom( M-TDOF) internal model control( IMC) method is proposed for non-square systems with multiple time delays and right-half-plane( RHP) zeros. In this method,pseudo-inverse is introduced... A modified two-degrees-of-freedom( M-TDOF) internal model control( IMC) method is proposed for non-square systems with multiple time delays and right-half-plane( RHP) zeros. In this method,pseudo-inverse is introduced to design the internal model controller,and a desired closed-loop transfer function is designed to eliminate the unrealizable factors of the derived controller. In addition,set-point tracking and load-disturbance rejection of each process are separately controlled by two controllers. The simulation results show that in addition to high decoupling performance and robustness,the proposed control method also effectively improves loaddisturbance rejection and simultaneously optimizes the input tracking performance and disturbance rejection performance by selecting the parameters of controllers. Furthermore,the higher tolerance of model mismatch is achieved in this paper. 展开更多
关键词 non-square system two degrees of freedom internal model control
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