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Solution of Algebraic Lyapunov Equation on Positive-Definite Hermitian Matrices by Using Extended Hamiltonian Algorithm 被引量:1
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作者 Muhammad Shoaib Arif Mairaj Bibi Adnan Jhangir 《Computers, Materials & Continua》 SCIE EI 2018年第2期181-195,共15页
This communique is opted to study the approximate solution of the Algebraic Lyapunov equation on the manifold of positive-definite Hermitian matrices.We choose the geodesic distance between􀀀AHX􀀀XA an... This communique is opted to study the approximate solution of the Algebraic Lyapunov equation on the manifold of positive-definite Hermitian matrices.We choose the geodesic distance between􀀀AHX􀀀XA and P as the cost function,and put forward the Extended Hamiltonian algorithm(EHA)and Natural gradient algorithm(NGA)for the solution.Finally,several numerical experiments give you an idea about the effectiveness of the proposed algorithms.We also show the comparison between these two algorithms EHA and NGA.Obtained results are provided and analyzed graphically.We also conclude that the extended Hamiltonian algorithm has better convergence speed than the natural gradient algorithm,whereas the trajectory of the solution matrix is optimal in case of Natural gradient algorithm(NGA)as compared to Extended Hamiltonian Algorithm(EHA).The aim of this paper is to show that the Extended Hamiltonian algorithm(EHA)has superior convergence properties as compared to Natural gradient algorithm(NGA).Upto the best of author’s knowledge,no approximate solution of the Algebraic Lyapunov equation on the manifold of positive-definite Hermitian matrices is found so far in the literature. 展开更多
关键词 Information geometry algebraic lyapunov equation positive-definite hermitianmatrix manifold natural gradient algorithm extended hamiltonian algorithm
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On the Measurement of Lower Solution Bounds of the Discrete Algebraic Lyapunov Equation
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作者 Chien-Hua Lee 《Journal of Applied Mathematics and Physics》 2016年第4期655-661,共7页
In this paper, estimations of the lower solution bounds for the discrete algebraic Lyapunov Equation (the DALE) are addressed. By utilizing linear algebraic techniques, several new lower solution bounds of the DALE ar... In this paper, estimations of the lower solution bounds for the discrete algebraic Lyapunov Equation (the DALE) are addressed. By utilizing linear algebraic techniques, several new lower solution bounds of the DALE are presented. We also propose numerical algorithms to develop sharper solution bounds. The obtained bounds can give a supplement to those appeared in the literature.  展开更多
关键词 Discrete lyapunov equation Estimation Lower Solution Bound Linear Algebraic Technique
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A NATURAL GRADIENT ALGORITHM FOR THE SOLUTION OF LYAPUNOV EQUATIONS BASED ON THE GEODESIC DISTANCE 被引量:5
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作者 Xiaomin Duan Huafei Sun Zhenning Zhang 《Journal of Computational Mathematics》 SCIE CSCD 2014年第1期93-106,共14页
A new framework based on the curved Riemannian manifold is proposed to calculate the numerical solution of the Lyapunov matrix equation by using a natural gradient descent algorithm and taking the geodesic distance as... A new framework based on the curved Riemannian manifold is proposed to calculate the numerical solution of the Lyapunov matrix equation by using a natural gradient descent algorithm and taking the geodesic distance as the objective function. Moreover, a gradient descent algorithm based on the classical Euclidean distance is provided to compare with this natural gradient descent algorithm. Furthermore, the behaviors of two proposed algorithms and the conventional modified conjugate gradient algorithm are compared and demonstrated by two simulation examples. By comparison, it is shown that the convergence speed of the natural gradient descent algorithm is faster than both of the gradient descent algorithm and the conventional modified conjugate gradient algorithm in solving the Lyapunov equation. 展开更多
关键词 lyapunov equation Geodesic distance Natural gradient descent algorithm.
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Solving Lyapunov equation by quantum algorithm 被引量:2
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《Control Theory and Technology》 EI CSCD 2017年第4期267-273,共7页
Lyapunov equation is one of the most basic and important equations in control theory, which has various applications in, e.g., stability analysis and robust analysis of linear control systems. Inspired by the recent p... Lyapunov equation is one of the most basic and important equations in control theory, which has various applications in, e.g., stability analysis and robust analysis of linear control systems. Inspired by the recent progresses of quantum algorithms, we find that solving Lyapunov equation can be exponentially accelerated by quantum algorithms rather than traditional classical algorithms. Our algorithm is more efficient especially when the system matrix is sparse and has a low condition number. The results presented in this paper open up new dimensions of research in controlling classical system by quantum information processors, which has rarely been considered in the existing literature. 展开更多
关键词 Quantum control linear lyapunov equation large-scale complex system
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LOW RANK APPROXIMATION SOLUTION OF A CLASS OF GENERALIZED LYAPUNOV EQUATION
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作者 Xuefeng Duan Zhuling Jiang Anping Liao 《Journal of Computational Mathematics》 SCIE CSCD 2016年第4期407-420,共14页
In this paper, we consider the low rank approximation solution of a generalized Lya- punov equation which arises in the bilinear model reduction. By using the variation prin- ciple, the low rank approximation solution... In this paper, we consider the low rank approximation solution of a generalized Lya- punov equation which arises in the bilinear model reduction. By using the variation prin- ciple, the low rank approximation solution problem is transformed into an unconstrained optimization problem, and then we use the nonlinear conjugate gradient method with ex- act line search to solve the equivalent unconstrained optimization problem. Finally, some numerical examples are presented to illustrate the effectiveness of the proposed methods. 展开更多
关键词 Generalized lyapunov equation Bilinear model reduction Low rank approxi-mation solution Numerical method.
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AOR Iterative Method for Coupled Lyapunov Matrix Equations 被引量:3
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作者 ZHANG Shi-jun WANG Shi-heng WANG Ke 《Chinese Quarterly Journal of Mathematics》 2021年第2期141-148,共8页
An AOR(Accelerated Over-Relaxation)iterative method is suggested by introducing one more parameter than SOR(Successive Over-Relaxation)method for solving coupled Lyapunov matrix equations(CLMEs)that come from continuo... An AOR(Accelerated Over-Relaxation)iterative method is suggested by introducing one more parameter than SOR(Successive Over-Relaxation)method for solving coupled Lyapunov matrix equations(CLMEs)that come from continuous-time Markovian jump linear systems.The proposed algorithm improves the convergence rate,which can be seen from the given illustrative examples.The comprehensive theoretical analysis of convergence and optimal parameter needs further investigation. 展开更多
关键词 Coupled lyapunov matrix equations AOR iterative method SOR iterative method Markovian jump systems
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Improved gradient iterative algorithms for solving Lyapunov matrix equations 被引量:1
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作者 顾传青 范伟薇 《Journal of Shanghai University(English Edition)》 CAS 2008年第5期395-399,共5页
In this paper, an improved gradient iterative (GI) algorithm for solving the Lyapunov matrix equations is studied. Convergence of the improved method for any initial value is proved with some conditions. Compared wi... In this paper, an improved gradient iterative (GI) algorithm for solving the Lyapunov matrix equations is studied. Convergence of the improved method for any initial value is proved with some conditions. Compared with the GI algorithm, the improved algorithm reduces computational cost and storage. Finally, the algorithm is tested with GI several numerical examples. 展开更多
关键词 gradient iterative (GI) algorithm improved gradient iteration (GI) algorithm lyapunov matrix equations convergence factor
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Truly optimal semi-active damping to control free vibration of a single degree of freedom system
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作者 Viet Duc La Ngoc Tuan Nguyen 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2024年第2期142-145,共4页
This paper studies a single degree of freedom system under free vibration and controlled by a general semiactive damping.A general integral of squared error is considered as the performance index.A one-time switching ... This paper studies a single degree of freedom system under free vibration and controlled by a general semiactive damping.A general integral of squared error is considered as the performance index.A one-time switching damping controller is proposed and optimized.The pontryagin maximum principle is used to prove that no other form of semi-active damping can provide the better performance than the proposed one-time switching damping. 展开更多
关键词 Analytical optimization Quadratic integral lyapunov equation Pontryagin maximum principle
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An Iterative Relaxation Approach to the Solution of the Hamilton-Jacobi-Bellman-Isaacs Equation in Nonlinear Optimal Control
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作者 M.D.S.Aliyu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2018年第1期360-366,共7页
In this paper, we propose an iterative relaxation method for solving the Hamilton-Jacobi-Bellman-Isaacs equation(HJBIE) arising in deterministic optimal control of affine nonlinear systems. Local convergence of the me... In this paper, we propose an iterative relaxation method for solving the Hamilton-Jacobi-Bellman-Isaacs equation(HJBIE) arising in deterministic optimal control of affine nonlinear systems. Local convergence of the method is established under fairly mild assumptions, and examples are solved to demonstrate the effectiveness of the method. An extension of the approach to Lyapunov equations is also discussed. The preliminary results presented are promising, and it is hoped that the approach will ultimately develop into an efficient computational tool for solving the HJBIEs. 展开更多
关键词 Affine nonlinear system bounded continuous function CONVERGENCE Hamilton-Jacobi-Bellman-Isaacs equation lyapunov equation relaxation method Riccati equation
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An iterative algorithm for solving a class of matrix equations
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作者 Minghui WANG Yan FENG 《控制理论与应用(英文版)》 EI 2009年第1期68-72,共5页
In this paper, an iterative algorithm is presented to solve the Sylvester and Lyapunov matrix equations. By this iterative algorithm, for any initial matrix X1, a solution X* can be obtained within finite iteration s... In this paper, an iterative algorithm is presented to solve the Sylvester and Lyapunov matrix equations. By this iterative algorithm, for any initial matrix X1, a solution X* can be obtained within finite iteration steps in the absence of roundoff errors. Some examples illustrate that this algorithm is very efficient and better than that of [ 1 ] and [2]. 展开更多
关键词 Iterative algorithm Conjugate gradient method lyapunov matrix equation Sylvester matrix equation
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Stability of a Class of Linear Systems on Hilbert Space
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作者 谢灵红 谢建华 《Journal of Southwest Jiaotong University(English Edition)》 2005年第1期84-86,共3页
Consider the linear control systems x′(t)=Ax(t)+Bu(t)(t>0), x(0)=x_0 , where A is the generator of an exponentially stable C-semigroup on a Hilbert space X, B is a bounded operator from the Hilbert space Y to X. I... Consider the linear control systems x′(t)=Ax(t)+Bu(t)(t>0), x(0)=x_0 , where A is the generator of an exponentially stable C-semigroup on a Hilbert space X, B is a bounded operator from the Hilbert space Y to X. In the condition that the resolvent set A is not empty and the range of C is dense in X, we obtain that the extended controllability map is the unique self-adjoint solution to the Lyapunov equation. Moreover, sufficient conditions for asymptotically stability of C-semigroup are given. 展开更多
关键词 C-semigroup Linear control system Asymptotic stability lyapunov equation
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Delay-dependent stability and stabilization criteria of networked control systems with multiple time-delays 被引量:2
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作者 Huaicheng YAN Xinhan HUANG Min WANG 《控制理论与应用(英文版)》 EI 2006年第4期321-326,共6页
This paper deals with the problem of delay-dependent stability and stabilization for networked control systems(NCSs)with multiple time-delays. In view of multi-input and multi-output(MIMO) NCSs with many independe... This paper deals with the problem of delay-dependent stability and stabilization for networked control systems(NCSs)with multiple time-delays. In view of multi-input and multi-output(MIMO) NCSs with many independent sensors and actuators, a continuous time model with distributed time-delays is proposed. Utilizing the Lyapunov stability theory combined with linear matrix inequalities(LMIs) techniques, some new delay-dependent stability criteria for NCSs in terms of generalized Lyapunov matrix equation and LMIs are derived. Stabilizing controller via state feedback is formulated by solving a set of LMIs. Compared with the reported methods, the proposed methods give a less conservative delay bound and more general results. Numerical example and simulation show that the methods are less conservative and more effective. 展开更多
关键词 Networked control systems(NCSs) Delay-dependent stability Generalized lyapunov matrix equation Linear matrix inequalities (LMIs) Networked-induced delay Maximum allowable delay bound(MADB)
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Convergence of self-tuning Riccati equation with correlated noises
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作者 Guili TAO Zili DENG 《控制理论与应用(英文版)》 EI 2012年第1期64-70,共7页
For the linear discrete time-invariant stochastic system with correlated noises, and with unknown model parameters and noise statistics, substituting the online consistent estimators of the model parameters and noise ... For the linear discrete time-invariant stochastic system with correlated noises, and with unknown model parameters and noise statistics, substituting the online consistent estimators of the model parameters and noise statistics into the optimal time-varying Riccati equation, a self-tuning Riccati equation is presented. By the dynamic variance error system analysis (DVESA) method, it is rigorously proved that the self-tuning Riccati equation converges to the optimal time-varying Riccati equation. Based on this, by the dynamic error system analysis (DESA) method, it is proved that the corresponding self-tuning Kalman filter converges to the optimal time-varying Kalman filter in a realization, so that it has asymptotic optimality. As an application to adaptive signal processing, a self-tuning Kalman signal filter with the self-tuning Riccati equation is presented. A simulation example shows the effectiveness. 展开更多
关键词 Kalman filter Self-tuning filter Riccati equation lyapunov equation CONVERGENCE
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Convergence analysis of self-tuning Riccati equation for systems with correlation noises
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作者 Chenjian RAN Guili TAO +1 位作者 Jinfang LIU Zili DENG 《Frontiers of Electrical and Electronic Engineering in China》 CSCD 2009年第4期409-416,共8页
For linear discrete time-invariant stochastic system with correlated noises,and with unknown state transition matrix and unknown noise statistics,substituting the online consistent estimators of the state transition m... For linear discrete time-invariant stochastic system with correlated noises,and with unknown state transition matrix and unknown noise statistics,substituting the online consistent estimators of the state transition matrix and noise statistics into steady-state optimal Riccati equation,a new self-tuning Riccati equation is presented.A dynamic variance error system analysis(DVESA)method is presented,which transforms the convergence problem of self-tuning Riccati equation into the stability problem of a time-varying Lyapunov equation.Two decision criterions of the stability for the Lyapunov equation are presented.Using the DVESA method and Kalman filtering stability theory,it proves that with probability 1,the solution of self-tuning Riccati equation converges to the solution of the steady-state optimal Riccati equation or time-varying optimal Riccati equation.The proposed method can be applied to design a new selftuning information fusion Kalman filter and will provide the theoretical basis for solving the convergence problem of self-tuning filters.A numerical simulation example shows the effectiveness of the proposed method. 展开更多
关键词 Kalman filter Riccati equation lyapunov equation self-tuning filter CONVERGENCE stability dynamic variance error system analysis(DVESA)method
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Efcient Iterative Solutions to General Coupled Matrix Equations
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作者 Masoud Hajarian 《International Journal of Automation and computing》 EI CSCD 2013年第5期481-486,共6页
Linear matrix equations are encountered in many systems and control applications.In this paper,we consider the general coupled matrix equations(including the generalized coupled Sylvester matrix equations as a specia... Linear matrix equations are encountered in many systems and control applications.In this paper,we consider the general coupled matrix equations(including the generalized coupled Sylvester matrix equations as a special case)l t=1EstYtFst = Gs,s = 1,2,···,l over the generalized reflexive matrix group(Y1,Y2,···,Yl).We derive an efcient gradient-iterative(GI) algorithm for fnding the generalized reflexive solution group of the general coupled matrix equations.Convergence analysis indicates that the algorithm always converges to the generalized reflexive solution group for any initial generalized reflexive matrix group(Y1(1),Y2(1),···,Yl(1)).Finally,numerical results are presented to test and illustrate the performance of the algorithm in terms of convergence,accuracy as well as the efciency. 展开更多
关键词 General coupled matrix equations lyapunov matrix equation Sylvester matrix equation generalized reflexive solutiongroup iterative algorithm
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Adaptive Fault Tolerant Control of Multi-time-scale Singularly Perturbed Systems 被引量:2
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作者 Adel Tellili Nouceyba Abdelkrim +1 位作者 Amina Challouf Mohamed Naceur Abdelkrim 《International Journal of Automation and computing》 EI CSCD 2018年第6期736-746,共11页
This paper studies the fault tolerant control, adaptive approach, for linear time-invariant two-time-scale and three-time-scale singularly perturbed systems in presence of actuator faults and external disturbances. Fi... This paper studies the fault tolerant control, adaptive approach, for linear time-invariant two-time-scale and three-time-scale singularly perturbed systems in presence of actuator faults and external disturbances. First, the full order system will be controlled using v-dependent control law. The corresponding Lyapunov equation is ill-conditioned due to the presence of slow and fast phenomena. Secondly, a time-scale decomposition of the Lyapunov equation is carried out using singular perturbation method to avoid the numerical stiffness. A composite control law based on local controllers of the slow and fast subsystems is also used to make the control law ε-independent. The designed fault tolerant control guarantees the robust stability of the global closed-loop singularly perturbed system despite loss of effectiveness of actuators. The stability is proved based on the Lyapunov stability theory in the case where the singular perturbation parameter is sufficiently small. A numerical example is provided to illustrate the proposed method. 展开更多
关键词 Singularly perturbed systems time scale decomposition adaptive fault tolerant control actuator fault lyapunov equations
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Output Feedback Stabilization of Spacecraft Autonomous Rendezvous Subject to Actuator Saturation 被引量:1
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作者 Qian Wang Guang-Ren Duan 《International Journal of Automation and computing》 EI CSCD 2016年第5期428-437,共10页
This paper studies the output feedback dynamic gain scheduled control for stabilizing a spacecraft rendezvous system subject to actuator saturation. By using the parametric Lyapunov equation and the gain scheduling te... This paper studies the output feedback dynamic gain scheduled control for stabilizing a spacecraft rendezvous system subject to actuator saturation. By using the parametric Lyapunov equation and the gain scheduling technique, a new observer-based output feedback controller is proposed to solve the semi-global stabilization problem for spacecraft rendezvous system with actuator saturation. By scheduling the design parameter online, the convergence rates of the closed-loop system are improved. Numerical simulations show the effectiveness of the proposed approaches. 展开更多
关键词 Dynamic gain scheduling output feedback parametric lyapunov equation input saturation spacecraft rendezvous.
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Robust Global Stabilization of Spacecraft Rendezvous System via Gain Scheduling
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作者 Qian Wang Guang-Ren Duan 《International Journal of Automation and computing》 EI CSCD 2014年第4期426-433,共8页
The problem of robust global stabilization of a spacecraft circular orbit rendezvous system with input saturation and inputadditive uncertainties is studied in this paper. The relative models with saturation nonlinear... The problem of robust global stabilization of a spacecraft circular orbit rendezvous system with input saturation and inputadditive uncertainties is studied in this paper. The relative models with saturation nonlinearity are established based on ClohesseyWiltshire equation. Considering the advantages of the recently developed parametric Lyapunov equation-based low gain feedback design method and an existing high gain scheduling technique, a new robust gain scheduling controller is proposed to solve the robust global stabilization problem. To apply the proposed gain scheduling approaches, only a scalar nonlinear equation is required to be solved.Different from the controller design, simulations have been carried out directly on the nonlinear model of the spacecraft rendezvous operation instead of a linearized one. The effectiveness of the proposed approach is shown. 展开更多
关键词 Robust global stabilization spacecraft rendezvous system parametric lyapunov equation input saturation input-additive uncertainties gain scheduling
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Balanced Truncation Based on Generalized Multiscale Finite Element Method for the Parameter-Dependent Elliptic Problem
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作者 Shan Jiang Anastasiya Protasov Meiling Sun 《Advances in Applied Mathematics and Mechanics》 SCIE 2018年第6期1527-1548,共22页
In this paper,we combine the generalized multiscale finite element method(GMsFEM)with the balanced truncation(BT)method to address a parameterdependent elliptic problem.Basically,in progress of a model reduction we tr... In this paper,we combine the generalized multiscale finite element method(GMsFEM)with the balanced truncation(BT)method to address a parameterdependent elliptic problem.Basically,in progress of a model reduction we try to obtain accurate solutions with less computational resources.It is realized via a spectral decomposition from the dominant eigenvalues,that is used for an enrichment of multiscale basis functions in the GMsFEM.The multiscale bases computations are localized to specified coarse neighborhoods,and follow an offline-online process in which eigenvalue problems are used to capture the underlying system behaviors.In the BT on reduced scales,we present a local-global strategy where it requires the observability and controllability of solutions to a set of Lyapunov equations.As the Lyapunov equations need expensive computations,the efficiency of our combined approach is shown to be readily flexible with respect to the online space and an reduced dimension.Numerical experiments are provided to validate the robustness of our approach for the parameter-dependent elliptic model. 展开更多
关键词 Generalized multiscale method balanced truncation parameter dependent eigenvalue decomposition lyapunov equation
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Optimal linear estimators for systems with random measurement delays 被引量:3
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作者 Sun, Shuli Tian, Tian 《控制理论与应用(英文版)》 EI 2011年第1期76-82,共7页
This paper is concerned with the optimal linear estimation problem for linear discrete-time stochastic systems with random measurement delays. A new model that describes the random delays is constructed where possible... This paper is concerned with the optimal linear estimation problem for linear discrete-time stochastic systems with random measurement delays. A new model that describes the random delays is constructed where possible the largest delay is bounded. Based on this new model, the optimal linear estimators including filter, predictor and smoother are developed via an innovation analysis approach. The estimators are recursively computed in terms of the solutions of a Riccati difference equation and a Lyapunov difference equation. The steady-state estimators are also investigated. A sufficient condition for the convergence of the optimal linear estimators is given. A simulation example shows the effectiveness of the proposed algorithms. 展开更多
关键词 Optimal linear estimation Random measurement delays Innovation analysis approach Riccati difference equation lyapunov difference equation
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