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相关论文: Contraction Analysis of Nonlinear Distributed Syst…

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Nonlinear contraction theory is a comparatively recent dynamic control system design tool based on an exact differential analysis of convergence, in essence converting a nonlinear stability problem into a linear time-varying stability…

斑图形成与孤子 · 物理学 2007-05-23 Winfried Lohmiller , Jean-Jacques E. Slotine

Contraction theory is an analytical tool to study differential dynamics of a non-autonomous (i.e., time-varying) nonlinear system under a contraction metric defined with a uniformly positive definite matrix, the existence of which results…

机器学习 · 计算机科学 2026-03-18 Hiroyasu Tsukamoto , Soon-Jo Chung , Jean-Jacques E. Slotine

In this paper, we propose a new approach to design globally convergent reduced-order observers for nonlinear control systems via contraction analysis and convex optimization. Despite the fact that contraction is a concept naturally suitable…

最优化与控制 · 数学 2021-08-17 Bowen Yi , Ruigang Wang , Ian R. Manchester

Stochastic contraction analysis is a recently developed tool for studying the global stability properties of nonlinear stochastic systems, based on a differential analysis of convergence in an appropriate metric. To date, stochastic…

最优化与控制 · 数学 2013-04-02 Quang-Cuong Pham , Jean-Jacques Slotine

This paper addresses the problems of stabilization, robust control, and observer design for nonlinear systems. We build upon recently a proposed method based on contraction theory and convex optimization, extending the class of systems to…

最优化与控制 · 数学 2014-09-29 Ian R. Manchester , Jean-Jacques E. Slotine

Many chemical processes exhibit diverse timescale dynamics with a strong coupling between timescale sensitive variables. Model predictive control with a non-uniformly spaced optimisation horizon is an effective approach to multi-timescale…

系统与控制 · 电气工程与系统科学 2022-05-11 Ryan McCloy , Lai Wei , Jie Bao

Recent development of contraction theory based analysis of singularly perturbed system has opened the door for inspecting differential behavior of multi time-scale systems. In this paper a contraction theory based framework is proposed for…

系统与控制 · 计算机科学 2015-12-04 Madan Mohan Rayguru , I N Kar

The contraction properties of the Extended Kalman Filter, viewed as a deterministic observer for nonlinear systems, are analyzed. This yields new conditions under which exponential convergence of the state error can be guaranteed. As…

系统与控制 · 计算机科学 2012-12-04 Silvere Bonnabel , Jean-Jacques Slotine

Shifting away from the traditional mass production approach, the process industry is moving towards more agile, cost-effective and dynamic process operation (next-generation smart plants). This warrants the development of control systems…

系统与控制 · 电气工程与系统科学 2022-05-10 Lai Wei , Ryan McCloy , Jie Bao

This paper introduce the notion of output contraction that expands the contraction notion to the time-varying nonlinear systems with output. It pertains to the systems' property that any pair of outputs from the system converge to each…

系统与控制 · 电气工程与系统科学 2023-12-12 Hao Yin , Bayu Jayawardhana , Stephan Trenn

In this paper we prove new connections between two frameworks for analysis and control of nonlinear systems: the Koopman operator framework and contraction analysis. Each method, in different ways, provides exact and global analyses of…

系统与控制 · 电气工程与系统科学 2023-09-22 Bowen Yi , Ian R. Manchester

This letter analyzes the contraction property of the nonlinear systems controlled by suboptimal model predictive control (MPC) using the continuation method. We propose a contraction metric that reflects the hierarchical dynamics inherent…

最优化与控制 · 数学 2025-03-06 Ryotaro Shima , Yuji Ito , Tatsuya Miyano

Contraction theory for dynamical systems on Euclidean spaces is well-established. For contractive (resp. semi-contractive) systems, the distance (resp. semi-distance) between any two trajectories decreases exponentially fast. For partially…

最优化与控制 · 数学 2021-06-07 Pedro Cisneros-Velarde , Saber Jafarpour , Francesco Bullo

These notes derive a number of technical results on nonlinear contraction theory, a comparatively recent tool for system stability analysis. In particular, they provide new results on the preservation of contraction through system…

适应与自组织系统 · 物理学 2007-05-23 Nicolas Tabareau , Jean-Jacques Slotine

Contraction analysis establishes exponential incremental convergence of a nonlinear system by solving a linear matrix inequality for a contraction metric, and has become a standard resource for solving problems in nonlinear control and…

动力系统 · 数学 2026-03-03 Winfried Lohmiller , Jean-Jacques Slotine

This paper presents novel method for distribution-free robust trajectory optimization and control of discrete-time, nonlinear, and non-Gaussian stochastic systems, with closed-loop guarantees on chance constraint satisfaction. Our framework…

系统与控制 · 电气工程与系统科学 2026-03-10 Rihan Aaron D'Silva , Hiroyasu Tsukamoto

Contraction theory is a mathematical framework for studying the convergence, robustness, and modularity properties of dynamical systems and algorithms. In this opinion paper, we provide five main opinions on the virtues of contraction…

系统与控制 · 电气工程与系统科学 2025-07-24 Alexander Davydov , Francesco Bullo

Contraction analysis is a stability theory for nonlinear systems where stability is defined incrementally between two arbitrary trajectories. It provides an alternative framework in which to study uncertain interconnections or systems with…

最优化与控制 · 数学 2009-02-24 Erin M. Aylward , Pablo A. Parrilo , Jean-Jacques E. Slotine

Following Demidovich's concept and definition of convergent systems, we analyze the optimal nonlinear damping control, recently proposed [1] for the second-order systems. Targeting the problem of output regulation, correspondingly tracking…

系统与控制 · 电气工程与系统科学 2021-06-03 Michael Ruderman

This paper addresses the trajectory-tracking problem for a class of electromechanical systems. To this end, the dynamics of the plants are modeled in the so-called port-Hamiltonian framework. Then, the notion of contraction is exploited to…

系统与控制 · 电气工程与系统科学 2023-11-14 Najmeh Javanmardi , Pablo Borja , Jacquelien M. A. Scherpen
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