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Finite-time convergent gradient flows with applications to network consensus
Authors:Jorge Cortés  [Author Vitae]
Affiliation:Department of Applied Mathematics and Statistics, Baskin School of Engineering, University of California, Santa Cruz, CA 95064, USA
Abstract:This paper introduces the normalized and signed gradient dynamical systems associated with a differentiable function. Extending recent results on nonsmooth stability analysis, we characterize their asymptotic convergence properties and identify conditions that guarantee finite-time convergence. We discuss the application of the results to consensus problems in multi-agent systems and show how the proposed nonsmooth gradient flows achieve consensus in finite time.
Keywords:Gradient flows  Nonsmooth analysis  Finite-time convergence  Network consensus  Multi-agent systems
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