Proceedings of International Conference on Neural Networks (ICNN'97) · 2002 · 262 citations · 18 references
Natural SciencesMathematicsSystems EngineeringDynamical SystemsSystem DynamicsControl Of Dynamical SystemsControl SystemsControl TheoryNeural NetworksStabilityStability TheoryDynamical Systems StabilityInput-to-state StabilityLyapunov ControlLyapunov FunctionsLyapunov StabilityLyapunov Stability AnalysisLyapunov Stability Theory
This paper presents the input-to-state (ISS) analysis for dynamic neural networks. We determine, using a Lyapunov function, conditions to guarantee ISS; they also guarantee globally asymptotically stability.
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Convergent activation dynamics in continuous time networks
Morris W. Hirsch · Neural Networks · 1989 · 599 citations · Full text