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相关论文: Higher-Order Nonlinear Contraction Analysis

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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

Contraction theory is a recently developed dynamic analysis and nonlinear control system design tool based on an exact differential analysis of convergence. This paper extends contraction theory to local and global stability analysis of…

数学物理 · 物理学 2007-05-23 Winfried Lohmiller , 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

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

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 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

This paper describes new results linking constrained optimization theory and nonlinear contraction analysis. Generalizations of Lagrange parameters are derived based on projecting system dynamics on the tangent space of possibly…

数学物理 · 物理学 2012-06-11 Jonathan Soto , Jean-Jacques E. 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

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

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

In response to the continuously changing feedstock supply and market demand for products with different specifications, the processes need to be operated at time-varying operating conditions and targets (e.g., setpoints) to improve the…

系统与控制 · 电气工程与系统科学 2024-10-28 Lai Wei , Ryan McCloy , Jie Bao

Contraction metrics are crucial in control theory because they provide a powerful framework for analyzing stability, robustness, and convergence of various dynamical systems. However, identifying these metrics for complex nonlinear systems…

最优化与控制 · 数学 2025-04-25 Haoyu Li , Xiangru Zhong , Bin Hu , Huan Zhang

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

This paper derives new results for the analysis of nonlinear systems by extending contraction theory in the framework of vector distances. A new tool, vector contraction analysis utilizing a notion of the vector-valued norm which evidently…

最优化与控制 · 数学 2019-03-18 Bhawana Singh , Debdas Ghosh , Shyam Kamal , Sandip Ghosh , Antonella Ferrara

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 analysis considers the distance between two adjacent trajectories. If this distance is contracting, then trajectories have the same long-term behavior. The main advantage of this analysis is that it is independent of the…

动力系统 · 数学 2022-03-04 Peter Giesl , Sigurdur Hafstein , Christoph Kawan

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 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

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

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
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