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Quantum control based on three forms of Lyapunov functions
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作者 俞国慧 杨洪礼 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第4期216-222,共7页
This paper introduces the quantum control of Lyapunov functions based on the state distance, the mean of imaginary quantities and state errors.In this paper, the specific control laws under the three forms are given.S... This paper introduces the quantum control of Lyapunov functions based on the state distance, the mean of imaginary quantities and state errors.In this paper, the specific control laws under the three forms are given.Stability is analyzed by the La Salle invariance principle and the numerical simulation is carried out in a 2D test system.The calculation process for the Lyapunov function is based on a combination of the average of virtual mechanical quantities, the particle swarm algorithm and a simulated annealing algorithm.Finally, a unified form of the control laws under the three forms is given. 展开更多
关键词 quantum system lyapunov function particle swarm optimization simulated annealing algorithms quantum control
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基于对数型障碍Lyapunov函数的俯仰驾驶仪设计
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作者 王伟 杨婧 +2 位作者 林时尧 王宏 王少龙 《航空兵器》 CSCD 北大核心 2024年第2期106-113,共8页
相控阵雷达制导拦截弹在拦截高速大机动目标时,弹体气动参数剧烈非线性变化影响控制系统对大攻角的响应效果,应设计考虑攻角指令跟踪误差约束的鲁棒自动驾驶仪控制律。基于双幂次趋近律和对数型障碍李雅普诺夫函数设计了鲁棒非线性自动... 相控阵雷达制导拦截弹在拦截高速大机动目标时,弹体气动参数剧烈非线性变化影响控制系统对大攻角的响应效果,应设计考虑攻角指令跟踪误差约束的鲁棒自动驾驶仪控制律。基于双幂次趋近律和对数型障碍李雅普诺夫函数设计了鲁棒非线性自动驾驶仪控制律,可将攻角指令的跟踪误差快速收敛于约束范围内。通过降阶扩张状态观测器对系统中存在的气动参数不确定性和系统外部扰动进行在线估计和补偿。稳定性分析和数值仿真表明,攻角可在1 s内达到稳态且攻角响应的稳态误差<10-4°,所提出的自动驾驶仪控制律具有较强的鲁棒性,能够准确稳定地跟踪攻角指令,控制导弹产生所需过载进而精准拦截目标。 展开更多
关键词 障碍李雅普诺夫函数 双幂次趋近律 鲁棒非线性自动驾驶仪 扩张状态观测器
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Sliding mode control of uncertain systems with distributed time-delay: parameter-dependent Lyapunov functional approach 被引量:2
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作者 Ligang WU Changhong WANG Huijun GAO Qingshuang ZENG 《控制理论与应用(英文版)》 EI 2006年第2期159-167,共9页
The robust stability and robust sliding mode control problems are studied for a class of linear distributed time-delay systems with polytopic-type uncertainties by applying the parameter-dependent Lyapunov functional ... The robust stability and robust sliding mode control problems are studied for a class of linear distributed time-delay systems with polytopic-type uncertainties by applying the parameter-dependent Lyapunov functional approach combining with a new method of introducing some relaxation matrices and tuning parameters, which can be chosen properly to lead to a less conservative result. First, a sufficient condition is proposed for robust stability of the autonomic system; next, the sufficient conditions of the robust stabilization controller and the existence condition of sliding mode are developed. The results are given in terms of linear matrix inequalities (LMIs), which can be solved via efficient interior-point algorithms. A numerical example is presented to illustrate the feasibility and advantages of the proposed design scheme. 展开更多
关键词 Parameter-dependent lyapunov functional Distributed delay systems Sliding mode control Robust stabilization Linear matrix inequalities (LMIs)
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A Survey on the Control Lyapunov Function and Control Barrier Function for Nonlinear-Affine Control Systems
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作者 Boqian Li Shiping Wen +2 位作者 Zheng Yan Guanghui Wen Tingwen Huang 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第3期584-602,共19页
This survey provides a brief overview on the control Lyapunov function(CLF)and control barrier function(CBF)for general nonlinear-affine control systems.The problem of control is formulated as an optimization problem ... This survey provides a brief overview on the control Lyapunov function(CLF)and control barrier function(CBF)for general nonlinear-affine control systems.The problem of control is formulated as an optimization problem where the optimal control policy is derived by solving a constrained quadratic programming(QP)problem.The CLF and CBF respectively characterize the stability objective and the safety objective for the nonlinear control systems.These objectives imply important properties including controllability,convergence,and robustness of control problems.Under this framework,optimal control corresponds to the minimal solution to a constrained QP problem.When uncertainties are explicitly considered,the setting of the CLF and CBF is proposed to study the input-to-state stability and input-to-state safety and to analyze the effect of disturbances.The recent theoretic progress and novel applications of CLF and CBF are systematically reviewed and discussed in this paper.Finally,we provide research directions that are significant for the advance of knowledge in this area. 展开更多
关键词 Control barrier function(CBF) control lyapunov function(CLF) nonlinear-affine control systems
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Observer-Based Adaptive Fuzzy Tracking Control Using Integral Barrier Lyapunov Functionals for A Nonlinear System With Full State Constraints 被引量:3
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作者 Wei Zhao Yanjun Liu Lei Liu 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2021年第3期617-627,共11页
A new fuzzy adaptive control method is proposed for a class of strict feedback nonlinear systems with immeasurable states and full constraints.The fuzzy logic system is used to design the approximator,which deals with... A new fuzzy adaptive control method is proposed for a class of strict feedback nonlinear systems with immeasurable states and full constraints.The fuzzy logic system is used to design the approximator,which deals with uncertain and continuous functions in the process of backstepping design.The use of an integral barrier Lyapunov function not only ensures that all states are within the bounds of the constraint,but also mixes the states and errors to directly constrain the state,reducing the conservativeness of the constraint satisfaction condition.Considering that the states in most nonlinear systems are immeasurable,a fuzzy adaptive states observer is constructed to estimate the unknown states.Combined with adaptive backstepping technique,an adaptive fuzzy output feedback control method is proposed.The proposed control method ensures that all signals in the closed-loop system are bounded,and that the tracking error converges to a bounded tight set without violating the full state constraint.The simulation results prove the effectiveness of the proposed control scheme. 展开更多
关键词 Adaptive control backstepping design integral barrier lyapunov function(iBLF) states observer
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Stability Analysis of a Self-Memory Prey-Predator Diffusion Model Based on Bazykin Functional Response
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作者 Yanzhe Han Fuqin Sun 《Journal of Applied Mathematics and Physics》 2023年第5期1391-1403,共13页
To investigate the effects of self-memory diffusion on predator-prey models, we consider a predator-prey model with Bazykin functional response of self- memory diffusion. The uniqueness, boundedness, positivity, exist... To investigate the effects of self-memory diffusion on predator-prey models, we consider a predator-prey model with Bazykin functional response of self- memory diffusion. The uniqueness, boundedness, positivity, existence and stability of equilibrium point of the model are studied. In this paper, the uniqueness of the solution is discussed under the non-negative initial function and Neumann boundary conditions satisfying a specific space. The boundness of the solution is proved by the comparison principle of parabolic equations, and the positivity of the solution is proved by the strong maximum principle of parabolic equations. Hurwitz criterion and Lyapunov function construction are used to analyze the local stability and global stability of feasible equilibrium points. The results show that the system solution is unique non-negative and bounded. The model is unstable at the trivial equilibrium point E0 and the boundary equilibrium point E1, and the condition of whether the positive equilibrium point E2 is stable under certain conditions is given. 展开更多
关键词 Bazykin functional Response lyapunov function BOUNDEDNESS UNIQUENESS Stability
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Parameter-dependent Lyapunov functional for systems with multiple time delays 被引量:1
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作者 MinWU YongHE 《控制理论与应用(英文版)》 EI 2004年第3期239-245,共7页
The separation of the Lyapunov matrices and system matrices plays an important role when one uses parameter-dependent Lyapunov functional handling systems with polytopic type uncertainties. The delay-dependent robust ... The separation of the Lyapunov matrices and system matrices plays an important role when one uses parameter-dependent Lyapunov functional handling systems with polytopic type uncertainties. The delay-dependent robust stability problem for systems with polytopic type uncertainties is discussed by using parameter-dependent Lyapunov functional. The derivative term in the derivative of Lyapunov functional is reserved and the free weighting matrices are employed to express the relationship between die terms in the system equation such that the Lyapunov matrices are not involved in any product terms with the system matrices. In addition, the relationships between the terms in the Leibniz Newton formula are also described by some free weighting matrices and some delay-dependent stability conditions are derived. Numerical examples demonstrate that the proposed criteria are more effective than the previous results. 展开更多
关键词 Robust stability DELAY-DEPENDENT Parameter-dependent lyapunov functional Polytopic type uncertainties Linear matrix inequality
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基于Lyapunov-MPC方法的非合作目标近距离抵近控制
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作者 杜兴瑞 孟云鹤 陆璐 《中山大学学报(自然科学版)(中英文)》 CAS CSCD 北大核心 2024年第2期85-94,共10页
针对航天器近距离视线抵近同时存在轨道与姿态机动的非合作目标特定方位控制问题,提出了一种基于控制Lyapunov函数(CLF)的模型预测控制方法 (LMPC)。首先,根据视线坐标系下的轨道动力学方程,建立了满足视线指向要求的航天器相对轨道动... 针对航天器近距离视线抵近同时存在轨道与姿态机动的非合作目标特定方位控制问题,提出了一种基于控制Lyapunov函数(CLF)的模型预测控制方法 (LMPC)。首先,根据视线坐标系下的轨道动力学方程,建立了满足视线指向要求的航天器相对轨道动力学模型,并推导了期望轨道的解析表达式。其次,利用MPC方法设计控制器进行在线优化控制,并通过纳入基于李雅普洛夫方法的非线性反步控制的显式特征,构建收缩约束式,以确保闭环稳定性。接着,对基于LMPC的控制方法的递归可行性和闭环稳定性进行了证明。最后,仿真结果证明了所设计的LMPC轨迹跟踪方法的有效性和鲁棒性。 展开更多
关键词 非合作目标 近距离视线抵近 非线性动力学系统 控制lyapunov函数 模型预测控制
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基于隐式Lyapunov函数的弹药传输机械臂变增益超螺旋滑模控制
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作者 林瑜斌 侯保林 +1 位作者 鲍丹 赵伟 《兵工学报》 EI CAS CSCD 北大核心 2024年第8期2573-2583,共11页
为提高某弹药传输机械臂在传输弹药过程中受到负载不确定性影响下的定位控制鲁棒性,提出一种新型的基于隐式Lyapunov函数变增益超螺旋滑模控制方法。建立弹药传输机械臂系统的动力学方程,并对方程中摩擦力矩及支反力矩的重要参数进行辨... 为提高某弹药传输机械臂在传输弹药过程中受到负载不确定性影响下的定位控制鲁棒性,提出一种新型的基于隐式Lyapunov函数变增益超螺旋滑模控制方法。建立弹药传输机械臂系统的动力学方程,并对方程中摩擦力矩及支反力矩的重要参数进行辨识,减少系统不确定性。构造隐式Lyapunov函数并设计出一种新型的变增益超螺旋滑模控制策略,通过Lyapunov稳定性理论证明闭环系统全局稳定。超螺旋滑模控制增益的变化取决于系统的Lyapunov函数,是滑模变量的可微函数,具有控制参数易调节的优势。实验结果表明:摩擦力矩及支反力矩补偿可使系统定位时间由补偿前2.659 s缩短到1.157 s,提高了系统定位性能。在不同工况下,控制方法可有效地抑制系统负载不确定性的影响,保证系统的定位稳定性。 展开更多
关键词 弹药传输机械臂 参数辨识 隐式lyapunov函数 超螺旋滑模控制 定位控制
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A time-dependent density functional theory investigation of plasmon resonances of linear Au atomic chains
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作者 刘丹丹 张红 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第9期345-349,共5页
We report theoretical studies on the plasmon resonances in linear Au atomic chains by using ab initio time- dependent density functional theory. The dipole responses are investigated each as a function of chain length... We report theoretical studies on the plasmon resonances in linear Au atomic chains by using ab initio time- dependent density functional theory. The dipole responses are investigated each as a function of chain length. They converge into a single resonance in the longitudinal mode but split into two transverse modes. As the chain length increases, the longitudinal plasmon mode is redshifted in energy while the transverse modes shift in the opposite direction (blueshifts). In addition, the energy gap between the two transverse modes reduces with chain length increasing. We find that there are unique characteristics, different from those of other metallic chains. These characteristics are crucial to atomic-scale engineering of single-molecule sensing, optical spectroscopy, and so on. 展开更多
关键词 plasmon resonance time-dependent density functional theory longitudinal plasmonmode transverse plasmon mode
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Time-dependent density functional theoretical studies on the photo-induced dynamics of an HCI molecule encapsulated in C60 under femtosecond laser pulses
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作者 刘丹丹 张红 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第10期234-239,共6页
By using first-principles simulations based on time-dependent density functional theory, the chemical reaction of an HCl molecule encapsulated in C60 induced by femtosecond laser pulses is observed. The H atom starts ... By using first-principles simulations based on time-dependent density functional theory, the chemical reaction of an HCl molecule encapsulated in C60 induced by femtosecond laser pulses is observed. The H atom starts to leave the Cl atom and is reflected by the C60 wall. The coherent nuclear dynamic behaviors of bond breakage and recombination of the HCl molecule occurring in both polarized parallel and perpendicular to the H-Cl bond axis are investigated. The radial oscillation is also found in the two polarization directions of the laser pulse. The relaxation time of the H-Cl bond lengths in transverse polarization is slow in comparison with that in longitudinal polarization. Those results are important for studying the dynamics of the chemical bond at an atomic level. 展开更多
关键词 time-dependent density functional theory femtosecond laser pulse photo-induced dynamics chemical reaction
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Theoretical investigation on the excited state intramolecular proton transfer in Me_2N substituted flavonoid by the time-dependent density functional theory method
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作者 尹航 石英 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第5期534-538,共5页
Time-dependent density functional theory(TDDFT) method is used to investigate the details of the excited state intramolecular proton transfer(ESIPT) process and the mechanism for temperature effect on the Enol*/K... Time-dependent density functional theory(TDDFT) method is used to investigate the details of the excited state intramolecular proton transfer(ESIPT) process and the mechanism for temperature effect on the Enol*/Keto*emission ratio for the Me2N-substited flavonoid(MNF) compound. The geometric structures of the S0 and S1 states are denoted as the Enol, Enol*, and Keto*. In addition, the absorption and fluorescence peaks are also calculated. It is noted that the calculated large Stokes shift is in good agreement with the experimental result. Furthermore, our results confirm that the ESIPT process happens upon photoexcitation, which is distinctly monitored by the formation and disappearance of the characteristic peaks of infrared(IR) spectra involved in the proton transfer and in the potential energy curves. Besides, the calculations of highest occupied molecular orbital(HOMO) and lowest unoccupied molecular orbital(LUMO) reveal that the electronegativity change of proton acceptor due to the intramolecular charge redistribution in the S1 state induces the ESIPT. Moreover, the thermodynamic calculation for the MNF shows that the Enol*/Keto*emission ratio decreasing with temperature increasing arises from the barrier lowering of ESIPT. 展开更多
关键词 time-dependent density functional theory excited state intramolecular proton transfer intramolecular charge transfer transition state
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Theoretical Study on the Optical Properties for 2,7- and 3,6-Linked Carbazole Trimers by Time-dependent Density Functional Theory
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作者 王寒露 王学业 +2 位作者 王玲 王衡亮 刘爱虹 《Chinese Journal of Structural Chemistry》 SCIE CAS CSCD 北大核心 2007年第4期413-418,共6页
Electronic properties, such as HOMO and LUMO energies, band gaps, ionization potential (IP) and electron affinity (EA) of 2,7- and 3,6-1inked carbazole trimers, two conjugated oligomcrs with different linkages of ... Electronic properties, such as HOMO and LUMO energies, band gaps, ionization potential (IP) and electron affinity (EA) of 2,7- and 3,6-1inked carbazole trimers, two conjugated oligomcrs with different linkages of carbazole, were studicd by the density functional theory with Becke-Lee-Young-Parr composite exchange correlation functional (B3LYP). The absorption spectra of these compounds were also investigated by time-dependent density functional theory (TD-DFT) with 6-3 IG* basis set. The calculated results indicated that the HOMO and LUMO of the 2,7- and 3,6-1inked carbazole trimers are both slightly destabilized on going from methyl substitution to sec-butyl substitution. Both IP and EA exhibit their good hole-transporting but poor electronaccepting ability. The presence of alkyl groups on the nitrogen atoms does not affect the intra-chain electronic delocalization along the molecular frame. Thus no significant effect on the band gap and absorption spectra of compounds has been found. 展开更多
关键词 absorption spectra carbazole trimers electronic properties time-dependent density functional theory (TD-DFT)
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滞后型脉冲泛函微分方程有界性的Lyapunov逆定理
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作者 李宝麟 周云菲 《数学年刊(A辑)》 CSCD 北大核心 2024年第1期97-108,共12页
本文通过建立滞后型脉冲泛函微分方程饱和解的存在唯一性定理,在广义常微分方程与滞后型脉冲泛函微分方程等价的基础上,研究了滞后型脉冲泛函微分方程关于一致有界性的Lyapunov逆定理.
关键词 kurzweil积分 lyapunov泛函 饱和解 一致有界
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A new approach to stability analysis of neural networks with time-varying delay via novel Lyapunov-Krasovskii functional
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作者 S.M.Lee O.M.Kwon Ju H.Park 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第5期115-120,共6页
In this paper, new delay-dependent stability criteria for asymptotic stability of neural networks with time-varying delays are derived. The stability conditions are represented in terms of linear matrix inequalities ... In this paper, new delay-dependent stability criteria for asymptotic stability of neural networks with time-varying delays are derived. The stability conditions are represented in terms of linear matrix inequalities (LMIs) by constructing new Lyapunov-Krasovskii functional. The proposed functional has an augmented quadratic form with states as well as the nonlinear function to consider the sector and the slope constraints. The less conservativeness of the proposed stability criteria can be guaranteed by using convex properties of the nonlinear function which satisfies the sector and slope bound. Numerical examples are presented to show the effectiveness of the proposed method. 展开更多
关键词 neural networks lyapunov-Krasovskii functional sector bound TIME-DELAY
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MMMC两侧电流基于Lyapunov函数的控制策略
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作者 余冰 程尹曼 +1 位作者 程启明 赖宇生 《南方电网技术》 CSCD 北大核心 2024年第3期45-55,共11页
分频传输系统(fractional frequency transmission system,FFTS)是一种海上风电电能传输方案,FFTS中最为关键的装置为大功率AC/AC变换器,而模块化多电平矩阵变换器(modular multilevel matrix converter,MMMC)是一种高电压、大功率AC/A... 分频传输系统(fractional frequency transmission system,FFTS)是一种海上风电电能传输方案,FFTS中最为关键的装置为大功率AC/AC变换器,而模块化多电平矩阵变换器(modular multilevel matrix converter,MMMC)是一种高电压、大功率AC/AC变换器。针对MMMC输入输出两侧的电流控制,目前一般都采用传统PI控制,其控制参数多且控制效果不理想,而基于Lyapunov函数的控制策略的控制器数量、控制复杂程度和效果都优于PI控制,因此提出了MMMC输入输出两侧电流的Lyapunov函数控制策略。根据MMMC的拓扑结构,推导出MMMC输入输出两侧电流解耦模型,再结合Lyapunov函数控制理论,推导出MMMC输入输出两侧电流的Lyapunov函数控制的数学模型,证明了所提控制具有全局渐进稳定性,讨论了Lyapunov函数控制的不精确以及参数选择问题。最后在MATLAB仿真平台上针对MMMC输入输出两侧电流控制采用所提控制策略和传统控制策略分别在不同工况下进行实验比较,仿真结果验证了所提控制策的正确性与优越性。 展开更多
关键词 海上风电 模块化多电平矩阵变换器 输入输出两侧电流 lyapunov函数控制 PI控制
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一类强2-正系统的整数值Lyapunov函数
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作者 杲蒙蒙 周盾 《长春理工大学学报(自然科学版)》 2024年第4期136-142,共7页
针对双向循环负反馈系统对应的线性系统,即强2-正系统构造了整数值Lyapunov函数σ(·)。该函数定义在?n中的一个开稠集上,它表示n维向量坐标之间符号改变的次数。通过定义两类与σ(·)相关的整数值函数σ_(m)(·)、σ_(M)(&... 针对双向循环负反馈系统对应的线性系统,即强2-正系统构造了整数值Lyapunov函数σ(·)。该函数定义在?n中的一个开稠集上,它表示n维向量坐标之间符号改变的次数。通过定义两类与σ(·)相关的整数值函数σ_(m)(·)、σ_(M)(·),借助这些函数具有的特性,证明了σ(·)沿着解的轨道具有衰减性;同时,如此定义的整数值Lyapunov函数若满足轨道衰减性,那么所对应线性系统几乎处处是一个强2-正系统。该函数为进一步研究负反馈系统的结构稳定性以及极限集的嵌入性质等提供了有效的研究工具,对于深入了解该系统的动力学提供了重要参考。 展开更多
关键词 动力系统 强2-正系统 强2-合作系统 整数值lyapunov函数
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New Approach of Stability for Time-Delay Takagi-Sugeno Fuzzy System Based on Fuzzy Weighting-Dependent Lyapunov Functionals
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作者 Yassine Manai Mohamed Benrejeb Pierre Borne 《Applied Mathematics》 2011年第11期1339-1345,共7页
This paper deals with the stability of Takagi-Sugeno fuzzy models with time delay. Using fuzzy weighting- dependent Lyapunov-Krasovskii functionals, new sufficient stability criteria are established in terms of Linear... This paper deals with the stability of Takagi-Sugeno fuzzy models with time delay. Using fuzzy weighting- dependent Lyapunov-Krasovskii functionals, new sufficient stability criteria are established in terms of Linear Matrix Inequality;hence the stability bound of upper bound delay time can be easily estimated. Finally, numeric simulations are given to validate the developed approach. 展开更多
关键词 TAKAGI-SUGENO FUZZY Models Linear Matrix Inequalities LMIS FUZZY Weighting-Dependent lyapunov-KRASOVSKII functionalS
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基于时变障碍Lyapunov方法的非线性多智能体系统的一致性控制
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作者 梁智李慧 彭钧敏 许金龙 《电工技术》 2024年第6期8-13,共6页
针对不确定非线性多智能体系统(MASs),采用基于时变的积分型障碍李雅普诺夫函数(IBLF)的方法,提出了一种实用的固定时间下的一致性控制框架。利用BLF的鲁棒性来解决未知非线性问题,而不是采用模糊逻辑系统/神经网络逼近,IBLF作为该方法... 针对不确定非线性多智能体系统(MASs),采用基于时变的积分型障碍李雅普诺夫函数(IBLF)的方法,提出了一种实用的固定时间下的一致性控制框架。利用BLF的鲁棒性来解决未知非线性问题,而不是采用模糊逻辑系统/神经网络逼近,IBLF作为该方法的一个突破,是对状态变量的直接约束,其中特殊函数约束(其约束边界与状态变量和时间都有关)是更为新颖的研究内容。在控制器设计过程中通过插入了一个分段可微的位移函数来预先指定状态变量收敛并达到全局一致的逼近时间,并且结合IBLF可以对状态变量的初值条件进行拓展,保证了对于任意初始输出状态,所有智能体的输出都能实现实际的固定时间一致跟踪,并且闭环系统中的所有信号都是有界的。 展开更多
关键词 多智能体系统 一致性 固定时间 积分型李雅普诺夫障碍函数
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Construction of Control Lyapunov Functions for a Class of Nonlinear Systems 被引量:5
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作者 CAI Xiu-Shan HAN Zheng-Zhi WANG Xiao-Dong 《自动化学报》 EI CSCD 北大核心 2006年第5期796-799,共4页
The construction of control Lyapunov functions for a class of nonlinear systems is considered. We develop a method by which a control Lyapunov function for the feedback linearizable part can be constructed systematica... The construction of control Lyapunov functions for a class of nonlinear systems is considered. We develop a method by which a control Lyapunov function for the feedback linearizable part can be constructed systematically via Lyapunov equation. Moreover, by a control Lyapunov function of the feedback linearizable part and a Lyapunov function of the zero dynamics, a control Lyapunov function for the overall nonlinear system is established. 展开更多
关键词 Nonlinear systems control lyapunov functions semiglobal stabilization zero dynamics.
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