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Data-based Optimal Control for Discrete-time Zero-sum Games of 2-D Systems Using Adaptive Critic Designs 被引量:8
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作者 WEI Qing-Lai ZHANG Hua-Guang CUI Li-Li 《自动化学报》 EI CSCD 北大核心 2009年第6期682-692,共11页
关键词 自适应系统 最优控制 离散时间 自动化系统
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Duality of 2-D singular systems of Roesser models
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作者 Yun ZOU Huiling XU 《控制理论与应用(英文版)》 EI 2007年第1期37-41,共5页
In this paper, the properties and concepts of dual systems of the two-dimensional singular Roesser models (2-D SRM) are studied. Two different concepts of the dual systems are proposed for the 2-D SRM. One is derive... In this paper, the properties and concepts of dual systems of the two-dimensional singular Roesser models (2-D SRM) are studied. Two different concepts of the dual systems are proposed for the 2-D SRM. One is derived from the duality defined for two-dimensional singular general models (2-D SGM)-called the S-dual systems; the other one is defined based on 2-D SRM in a traditional sense-called the T-dual systems. It is shown that if a 2-D SRM is jump-mode free or jump-mode reachable, then it can be equivalently transformed into a canonical form of a 2-D SRM, for which the T-duality and the S-duality are equivalent. This will be of some perspective applications in the robust control of 2-D SRM. 展开更多
关键词 2-d systems Singular systems DUALITY CONTROLLABILITY
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Stabilization of Discrete-time 2-D T-S Fuzzy Systems Based on New Relaxed Conditions 被引量:2
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作者 XIE Xiang-Peng ZHANG Hua-Guang 《自动化学报》 EI CSCD 北大核心 2010年第2期267-273,共7页
This paper is concerned with the problem of stabilization of the Roesser type discrete-time nonlinear 2-D system that plays an important role in many practical applications. First, a discrete-time 2-D T-S fuzzy model ... This paper is concerned with the problem of stabilization of the Roesser type discrete-time nonlinear 2-D system that plays an important role in many practical applications. First, a discrete-time 2-D T-S fuzzy model is proposed to represent the underlying nonlinear 2-D system. Second, new quadratic stabilization conditions are proposed by applying relaxed quadratic stabilization technique for 2-D case. Third, for sake of further reducing conservatism, new non-quadratic stabilization conditions are also proposed by applying a new parameter-dependent Lyapunov function, matrix transformation technique, and relaxed technique for the underlying discrete-time 2-D T-S fuzzy system. Finally, a numerical example is provided to illustrate the effectiveness of the proposed results. 展开更多
关键词 Roesser model 2-d discrete systems Takagi-Sugeno(T-S)fuzzy model relaxed stabilization conditions
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2-D algebraic test for robust stability of time-delay systems with interval parameters 被引量:4
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作者 Xiao Yang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第4期802-810,共9页
The robust stability test of time-delay systems with interval parameters can be concluded into the robust stability of the interval quasipolynomials. It has been revealed that the robust stability of the quasipolynomi... The robust stability test of time-delay systems with interval parameters can be concluded into the robust stability of the interval quasipolynomials. It has been revealed that the robust stability of the quasipolynomials depends on that of their edge polynomials. This paper transforms the interval quasipolynomials into two-dimensional (2-D) interval polynomials (2-D s-z hybrid polynomials), proves that the robust stability of interval 2-D polynomials are sufficient for the stability of given quasipolynomials. Thus, the stability test of interval quasipolynomials can be completed in 2-D s-z domain instead of classical 1-D s domain. The 2-D s-z hybrid polynomials should have different forms under the time delay properties of given quasipolynomials. The stability test proposed by the paper constructs an edge test set from Kharitonov vertex polynomials to reduce the number of testing edge polynomials. The 2-D algebraic tests are provided for the stability test of vertex 2-D polynomials and edge 2-D polynomials family. To verify the results of the paper to be correct and valid, the simulations based on proposed results and comparison with other presented results are given. 展开更多
关键词 automatic control theory time-delay systems robust stability 2-d algebraic test.
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Deep Learning-Based Investigation of Multiphase Flow and Heat Transfer in CO_(2)–Water Enhanced Geothermal Systems
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作者 Feng He Rui Tan +3 位作者 Songlian Jiang Chao Qian Chengzhong Bu Benqiang Wang 《Fluid Dynamics & Materials Processing》 2025年第10期2557-2577,共21页
This study introduces a Transformer-based multimodal fusion framework for simulating multiphase flow and heat transfer in carbon dioxide(CO_(2))–water enhanced geothermal systems(EGS).The model integrates geological ... This study introduces a Transformer-based multimodal fusion framework for simulating multiphase flow and heat transfer in carbon dioxide(CO_(2))–water enhanced geothermal systems(EGS).The model integrates geological parameters,thermal gradients,and control schedules to enable fast and accurate prediction of complex reservoir dynamics.The main contributions are:(i)development of a workflow that couples physics-based reservoir simulation with a Transformer neural network architecture,(ii)design of physics-guided loss functions to enforce conservation of mass and energy,(iii)application of the surrogate model to closed-loop optimization using a differential evolution(DE)algorithm,and(iv)incorporation of economic performance metrics,such as net present value(NPV),into decision support.The proposed framework achieves root mean square error(RMSE)of 3–5%,mean absolute error(MAE)below 4%,and coefficients of determination greater than 0.95 across multiple prediction targets,including production rates,pressure distributions,and temperature fields.When compared with recurrent neural network(RNN)baselines such as gated recurrent units(GRU)and long short-term memory networks(LSTM),as well as a physics-informed reduced-order model,the Transformer-based approach demonstrates superior accuracy and computational efficiency.Optimization experiments further show a 15–20%improvement in NPV,highlighting the framework’s potential for real-time forecasting,optimization,and decision-making in geothermal reservoir engineering. 展开更多
关键词 Enhanced geothermal systems multiphase flow heat transfer deep learning CO_(2)-water interaction transformer surrogate model
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Computational Design of Interval Type-2 Fuzzy Control for Formation and Containment of Multi-Agent Systems with Collision Avoidance Capability
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作者 Yann-Horng Lin Wen-Jer Chang +2 位作者 Yi-Chen Lee Muhammad Shamrooz Aslam Cheung-Chieh Ku 《Computer Modeling in Engineering & Sciences》 2025年第8期2231-2262,共32页
An Interval Type-2(IT-2)fuzzy controller design approach is proposed in this research to simultaneously achievemultiple control objectives inNonlinearMulti-Agent Systems(NMASs),including formation,containment,and coll... An Interval Type-2(IT-2)fuzzy controller design approach is proposed in this research to simultaneously achievemultiple control objectives inNonlinearMulti-Agent Systems(NMASs),including formation,containment,and collision avoidance.However,inherent nonlinearities and uncertainties present in practical control systems contribute to the challenge of achieving precise control performance.Based on the IT-2 Takagi-Sugeno Fuzzy Model(T-SFM),the fuzzy control approach can offer a more effective solution for NMASs facing uncertainties.Unlike existing control methods for NMASs,the Formation and Containment(F-and-C)control problem with collision avoidance capability under uncertainties based on the IT-2 T-SFM is discussed for the first time.Moreover,an IT-2 fuzzy tracking control approach is proposed to solve the formation task for leaders in NMASs without requiring communication.This control scheme makes the design process of the IT-2 fuzzy Formation Controller(FC)more straightforward and effective.According to the communication interaction protocol,the IT-2 Containment Controller(CC)design approach is proposed for followers to ensure convergence into the region defined by the leaders.Leveraging the IT-2 T-SFM representation,the analysis methods developed for linear Multi-Agent Systems(MASs)are successfully extended to perform containment analysis without requiring the additional assumptions imposed in existing research.Notably,the IT-2 fuzzy tracking controller can also be applied in collision avoidance situations to track the desired trajectories calculated by the avoidance algorithm under the Artificial Potential Field(APF).Benefiting from the combination of vortex and source APFs,the leaders can properly adjust the system dynamics to prevent potential collision risk.Integrating the fuzzy theory and APFs avoidance algorithm,an IT-2 fuzzy controller design approach is proposed to achieve the F-and-C purposewhile ensuring collision avoidance capability.Finally,amulti-ship simulation is conducted to validate the feasibility and effectiveness of the designed IT-2 fuzzy controller. 展开更多
关键词 Interval type-2 Takagi-Sugeno fuzzy model multi-agent systems formation and containment control fuzzy collision avoidance artificial potential field
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Additive-Free Ti_(3)C_(2)T_(x) MXene/Carbon Nanotube Aqueous Inks Enable Energy Density Enriched 3D-Printed Flexible Micro-Supercapacitors for Modular Self-Powered Systems
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作者 Yunlong Zhou Jing Li +6 位作者 Haiyang Fu Na Li Simin Chai Tengfei Duan Lijian Xu Zheng-Jun Wang Jianxiong Xu 《Carbon Energy》 2025年第4期150-162,共13页
3D-printed Ti_(3)C_(2)T_(x) MXene-based interdigital micro-supercapacitors(MSCs)have great potential as energy supply devices in the field of microelectronics due to their short ion diffusion path,high conductivity,ex... 3D-printed Ti_(3)C_(2)T_(x) MXene-based interdigital micro-supercapacitors(MSCs)have great potential as energy supply devices in the field of microelectronics due to their short ion diffusion path,high conductivity,excellent pseudocapacitance,and fast charging capabilities.However,searching for eco-friendly aqueous Ti_(3)C_(2)T_(x) MXene-based inks without additives and preventing severe restack of MXene nanosheets in high-concentration inks are significantly challenging.This study develops an additive-free,highly printable,viscosity adjustable,and environmentally friendly MXene/carbon nanotube(CNT)hybrid aqueous inks,in which the CNT can not only adjust the viscosity of Ti_(3)C_(2)T_(x) MXene inks but also widen the interlayer spacing of adjacent Ti_(3)C_(2)T_(x) MXene nanosheets effectively.The optimized MXene/CNT composite inks are successfully adopted to construct various configurations of MSCs with remarkable shape fidelity and geometric accuracy,together with enhanced surface area accessibility for electrons and ions diffusion.As a result,the constructed interdigital symmetrical MSCs demonstrate outstanding areal capacitance(1249.3 mF cm^(-2)),superior energy density(111μWh cm^(-2) at 0.4mWcm^(-2)),and high power density(8mWcm^(-2) at 47.1μWh cm^(-2)).Furthermore,a self-powered modular system of solar cells integrated with MXene/CNT-MSCs and pressure sensors is successfully tailored,simultaneously achieving efficient solar energy collection and real-time human activities monitoring.This work offers insight into the understanding of the role of CNTs in MXene/CNT ink.Moreover,it provides a new approach for preparing environmentally friendly MXene-based inks for the 3D printing of high-performance MSCs,contributing to the development of miniaturized,flexible,and self-powered printable electronic microsystems. 展开更多
关键词 3D-printing flexible micro-supercapacitors self-powered systems Ti_(3)C_(2)T_(x)MXene
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Feedback iterative learning control for time-delay systems based on 2D analysis approach 被引量:3
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作者 Deyuan MENG Yingmin JIA +1 位作者 Junping DU Shiying YUAN 《控制理论与应用(英文版)》 EI 2010年第4期457-463,共7页
This paper deals with the iterative learning control (ILC) design for multiple-input multiple-output (MIMO),time-delay systems (TDS).Two feedback ILC schemes are considered using the so-called two-dimensional ... This paper deals with the iterative learning control (ILC) design for multiple-input multiple-output (MIMO),time-delay systems (TDS).Two feedback ILC schemes are considered using the so-called two-dimensional (2D) analysis approach.It shows that continuous-discrete 2D Roesser systems can be developed to describe the entire learning dynamics of both ILC schemes,based on which necessary and sufficient conditions for their stability can be provided.A numerical example is included to validate the theoretical analysis. 展开更多
关键词 Iterative learning control Time-delay systems 2D analysis approach
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Delay-dependent L2-L∞Filter for Singular Time-delay Systems 被引量:1
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作者 WU Zheng-Guang SU Hong-Ye CHU Jian 《自动化学报》 EI CSCD 北大核心 2009年第9期1226-1230,共5页
The problem of L_2-L_∞filtering is discussed for singular time-delay systems.Attention is focused on the design of full-order filter that guarantees the delay-dependent exponential admissibility and a prescribed nois... The problem of L_2-L_∞filtering is discussed for singular time-delay systems.Attention is focused on the design of full-order filter that guarantees the delay-dependent exponential admissibility and a prescribed noise attenuation level in L_2-L_∞sense for the filtering error dynamics.The desired filter can be constructed by solving certain linear matrix inequality(LMI).Numerical examples are given to show that the methods have less conservatism. 展开更多
关键词 Singular systems DELAY-dEPENDENT L2-L∞fil-ters linear matrix inequality(LMI)
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Frequency-domain L2-stability conditions for time-varying linear and nonlinear MIMO systems 被引量:1
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作者 Zhihong HUANG Y.V.VENKATESH +1 位作者 Cheng XIANG Tong Heng LEE 《Control Theory and Technology》 EI CSCD 2014年第1期13-34,共22页
The paper deals with the g2-stability analysis of multi-input-multi-output(MIMO)systems,governed by integral equations,with a matrix of periodic/aperiodic time-varying gains and a vector of monotone,non-monotone and q... The paper deals with the g2-stability analysis of multi-input-multi-output(MIMO)systems,governed by integral equations,with a matrix of periodic/aperiodic time-varying gains and a vector of monotone,non-monotone and quasi-monotone nonlin-earities.For nonlinear MIMO systems that are described by differential equations,most of the literature on stability is based on an application of quadratic forms as Lyapunov-function candidates.In contrast,a non-Lyapunov framework is employed here to derive new and more general g2-stability conditions in the frequency domain.These conditions have the following features:i)They are expressed in terms of the positive definiteness of the real part of matrices involving the transfer function of the linear time-invariant block and a matrix multiplier function that incorporates the minimax properties of the time-varying linear/nonlinear block,ii)For certain cases of the periodic time-varying gain,they contain,depending on the multiplier function chosen,no restrictions on the normalized rate of variation of the time-varying gain,but,for other periodic/aperiodic time-varying gains,they do.Overall,even when specialized to periodic-coefficient linear and nonlinear MIMO systems,the stability conditions are distinct from and less restrictive than recent results in the literature.No comparable results exist in the literature for aperiodic time-varying gains.Furthermore,some new stability results concerning the dwell-time problem and time-varying gain switching in linear and nonlinear MIMO systems with periodic/aperiodic matrix gains are also presented.Examples are given to illustrate a few of the stability theorems. 展开更多
关键词 Circle criterion K-P-Y lemma L2-stability Lur'e problem Multiplier function Nyquist's criterion Switched systems Time-varying system
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Robust stability test for 2-D continuous-discrete systems with interval parameters
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作者 肖扬 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期337-343,共7页
It is revealed that the dynamic stability of 2-D recursive continuous-discrete systems with interval parameters involves the problem of robust Hurwitz-Schur stability of bivariate polynomials family. It is proved that... It is revealed that the dynamic stability of 2-D recursive continuous-discrete systems with interval parameters involves the problem of robust Hurwitz-Schur stability of bivariate polynomials family. It is proved that the Hurwitz-Schur stability of the denominator polynomials of the systems is necessary and sufficient for the asymptotic stability of the 2-D hybrid systems. The 2-D hybrid transformation, i. e. 2-D Laplace-Z transformation, has been proposed to solve the stability analysis of the 2-D continuous-discrete systems, to get the 2-D hybrid transfer functions of the systems. The edge test for the Hurwitz-Schur stability of interval bivariate polynomials is introduced. The Hurwitz-Schur stability of the interval family of 2-D polynomials can be guaranteed by the stability of its finite edge polynomials of the family. An algorithm about the stability test of edge polynomials is given. 展开更多
关键词 2-d continuous-discrete systems 2-d Laplace-Z transformation interval parameters bivariate polynomials family Hurwitz-Schur stability.
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H_∞ Control for 2-D Discrete State Delayed Systems in the Second FM Model 被引量:3
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作者 XU Jian-Ming YU Li 《自动化学报》 EI CSCD 北大核心 2008年第7期809-813,共5页
这份报纸涉及 H 控制的问题为二维(2-D ) 分离州的延期系统由第二 Fornasini 和 Marchesini (FM ) 描述了州空间当模特儿。为这个 2-D 系统有 H 噪音变细的一个足够的条件以某个线性矩阵不平等(LMI ) 被给。最佳的 H 控制器被解决一个... 这份报纸涉及 H 控制的问题为二维(2-D ) 分离州的延期系统由第二 Fornasini 和 Marchesini (FM ) 描述了州空间当模特儿。为这个 2-D 系统有 H 噪音变细的一个足够的条件以某个线性矩阵不平等(LMI ) 被给。最佳的 H 控制器被解决一个凸的优化问题获得。最后,一个模拟例子被给说明建议结果的有效性。 展开更多
关键词 二维离散系统 控制方法 计算方法 自动化技术 智能系统
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Interactions of Lump and Solitons to Generalized(2 + 1)-Dimensional Ito Systems
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作者 Xuan Du Sen-Yue Lou 《Communications in Theoretical Physics》 SCIE CAS CSCD 2019年第6期633-639,共7页
The(2 + 1)-dimensional Ito equation is extended to a general form including some nonintegrable effects via introducing generalized bilinear operators. It is pointed out that the nonintegrable(2 + 1)-dimensional Ito eq... The(2 + 1)-dimensional Ito equation is extended to a general form including some nonintegrable effects via introducing generalized bilinear operators. It is pointed out that the nonintegrable(2 + 1)-dimensional Ito equation contains lump solutions and interaction solutions between lump and stripe solitons. The result shows that the lump soliton will be swallowed or arisen by a stripe soliton in a fixed time. Furthermore, by the interaction between a lump and a paired resonant stripe soliton, the lump will be transformed to an instanton or a rogue wave. 展开更多
关键词 GENERALIZED BILINEAR operators (2 + 1)-dimensional Ito systems lump-soliton INTERACTIONS INSTANTON and rogue waves
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Asymptotic Stability of 2-D Positive Linear Systems with Orthogonal Initial States
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作者 ZHU Qiao CUI Jia-Rui HU Guang-Da 《自动化学报》 EI CSCD 北大核心 2013年第9期1543-1546,共4页
这份报纸处理2-D的asymptotic稳定性有直角的起始的状态的积极线性系统。与1-D系统不同,有直角的起始的状态x的2-D系统的asymptotic稳定性(我,0),x(0,j)(Fornasini-Marchesini(FM)模型)或xv(我,0),xh(0,j)(Roesser模型)严格地依赖于合... 这份报纸处理2-D的asymptotic稳定性有直角的起始的状态的积极线性系统。与1-D系统不同,有直角的起始的状态x的2-D系统的asymptotic稳定性(我,0),x(0,j)(Fornasini-Marchesini(FM)模型)或xv(我,0),xh(0,j)(Roesser模型)严格地依赖于合适的边界条件。第一,为2-D的一个asymptotic稳定性标准积极FM首先,模型被使起始的状态成为x介绍(我,0),x(0,j)绝对会聚。然后,类似的结果也与任何绝对会聚的起始的状态xv为2-D被给积极Roesser模型(我,0),xh(0,j)。最后,二个例子被给显示出这些标准的有效性并且由造成指数地会聚的起始的状态表明轨道的集中。 展开更多
关键词 渐近稳定性 初始状态 线性系统 ROESSER模型 正交 绝对收敛 2-d系统 稳定性判据
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Robust H_2 control for uncertain sampled-data systems
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作者 Xie Weinan Ma Guangcheng Wang Changhong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第1期172-177,共6页
A new approach is proposed for robust H2 problem of uncertain sampled-data systems. Through introducing a free variable, a new Lyapunov asymptotical stability criterion with less conservativeness is established. Based... A new approach is proposed for robust H2 problem of uncertain sampled-data systems. Through introducing a free variable, a new Lyapunov asymptotical stability criterion with less conservativeness is established. Based on this criterion, some sufficient conditions on two classes of robust H2 problems for uncertain sampled-data control systems axe presented through a set of coupled linear matrix inequalities. Finally, the less conservatism and potential of the developed results are illustrated via a numerical example. 展开更多
关键词 sampled-data systems H2 performance uncertain systems LMI optimization.
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Robust Suboptimal Guaranteed Cost Control for 2-D Discrete Systems Described by Fornasini-Marchesini First Model
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作者 Manish Tiwari Amit Dhawan 《Journal of Signal and Information Processing》 2012年第2期252-258,共7页
This paper considers the guaranteed cost control problem for a class of two-dimensional (2-D) uncertain discrete systems described by the Fornasini-Marchesini (FM) first model with norm-bounded uncertainties. New line... This paper considers the guaranteed cost control problem for a class of two-dimensional (2-D) uncertain discrete systems described by the Fornasini-Marchesini (FM) first model with norm-bounded uncertainties. New linear matrix inequality (LMI) based characterizations are presented for the existence of static-state feedback guaranteed cost controller which guarantees not only the asymptotic stability of closed loop systems, but also an adequate performance bound over all the admissible parameter uncertainties. Moreover, a convex optimization problem is formulated to select the suboptimal guaranteed cost controller which minimizes the upper bound of the closed-loop cost function. 展开更多
关键词 Guaranteed Cost Control Linear Matrix INEQUALITY LYAPUNOV Methods ROBUST Stability 2-d Discrete systems UNCERTAIN systems
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A Survey on the Stability of 2-D Discrete Systems Described by Fornasini-Marchesini Second Model
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作者 Manish Tiwari Amit Dhawan 《Circuits and Systems》 2012年第1期17-22,共6页
A key issue of practical importance in the two-dimensional (2-D) discrete system is stability analysis. Linear state-space models describing 2-D discrete systems have been proposed by several researchers. A popular mo... A key issue of practical importance in the two-dimensional (2-D) discrete system is stability analysis. Linear state-space models describing 2-D discrete systems have been proposed by several researchers. A popular model, called Forna- sini-Marchesini (FM) second model was proposed by Fornasini and Marchesini in 1978. The aim of this paper is to present a survey of the existing literature on the stability of FM second model. 展开更多
关键词 2-d Discrete systems FM SECOND MODEL ASYMPTOTIC Stability LYAPUNOV Methods
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LMI Approach to Suboptimal Guaranteed Cost Control for 2-D Discrete Uncertain Systems
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作者 Amit Dhawan Haranath Kar 《Journal of Signal and Information Processing》 2011年第4期292-300,共9页
This paper studies the problem of the guaranteed cost control via static-state feedback controllers for a class of two-dimensional (2-D) discrete systems described by the Fornasini-Marchesini second local state-space ... This paper studies the problem of the guaranteed cost control via static-state feedback controllers for a class of two-dimensional (2-D) discrete systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model with norm bounded uncertainties. A convex optimization problem with linear matrix inequality (LMI) constraints is formulated to design the suboptimal guaranteed cost controller which ensures the quadratic stability of the closed-loop system and minimizes the associated closed-loop cost function. Application of the proposed controller design method is illustrated with the help of one example. 展开更多
关键词 Linear Matrix INEQUALITY Lyapunov Methods Robust Stability 2-d DISCRETE systems Uncertain systems Fornasini-Marchesini Second Local STATE-SPACE Model
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Non-Fragile Controller Design for 2-D Discrete Uncertain Systems Described by the Roesser Model
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作者 Amit Dhawan 《Journal of Signal and Information Processing》 2012年第2期248-251,共4页
This paper is concerned with the design problem of non-fragile controller for a class of two-dimensional (2-D) discrete uncertain systems described by the Roesser model. The parametric uncertainties are assumed to be ... This paper is concerned with the design problem of non-fragile controller for a class of two-dimensional (2-D) discrete uncertain systems described by the Roesser model. The parametric uncertainties are assumed to be norm-bounded. The aim of this paper is to design a memoryless non-fragile state feedback control law such that the closed-loop system is asymptotically stable for all admissible parameter uncertainties and controller gain variations. A new linear matrix inequality (LMI) based sufficient condition for the existence of such controllers is established. Finally, a numerical example is provided to illustrate the applicability of the proposed method. 展开更多
关键词 2-d DISCRETE systems NON-FRAGILE Control Roesser Model Linear MATRIX INEQUALITY LYAPUNOV Methods
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Robust Non-Fragile Control of 2-D Discrete Uncertain Systems: An LMI Approach
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作者 Paramanand Sharma Amit Dhawan 《Journal of Signal and Information Processing》 2012年第3期377-381,共5页
This paper considers the problem of robust non-fragile control for a class of two-dimensional (2-D) discrete uncertain systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model under contro... This paper considers the problem of robust non-fragile control for a class of two-dimensional (2-D) discrete uncertain systems described by the Fornasini-Marchesini second local state-space (FMSLSS) model under controller gain variations. The parameter uncertainty is assumed to be norm-bounded. The problem to be addressed is the design of non-fragile robust controllers via state feedback such that the resulting closed-loop system is asymptotically stable for all admissible parameter uncertainties and controller gain variations. A sufficient condition for the existence of such controllers is derived based on the linear matrix inequality (LMI) approach combined with the Lyapunov method. Finally, a numerical example is illustrated to show the contribution of the main result. 展开更多
关键词 2-d DISCRETE systems Fornasini-Marchesini Second Local STATE-SPACE Model NON-FRAGILE Control Linear Matrix INEQUALITY Lyapunov Methods
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