Accelerated Adaptive Gradient Neural Dynamics Models for Solving Time-Variant Lyapunov Equation and Their Applications
Sign Up to like & getrecommendations! Published in 2023 at "IEEE Access"
DOI: 10.1109/access.2023.3261246
Abstract: The time-variant Lyapunov equation (TVLE) has played an important role in many fields due to its ubiquity and many neural dynamics models have been developed to obtain the online solution of the TVLE. In prevalent… read more here.
Keywords: time; neural dynamics; variant lyapunov; dynamics models ... See more keywords
The Robust Minkowski-Lyapunov Equation
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DOI: 10.1109/tac.2021.3102472
Abstract: The Lyapunov equation for polytopic linear inclusions over the space of Minkowski functions of nonempty compact and convex sets that contain the origin as an interior point is studied. In particular, necessary and sufficient conditions… read more here.
Keywords: lyapunov equation; equation; robust minkowski; minkowski lyapunov ... See more keywords
Performance Benefits of Robust Nonlinear Zeroing Neural Network for Finding Accurate Solution of Lyapunov Equation in Presence of Various Noises
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Industrial Informatics"
DOI: 10.1109/tii.2019.2900659
Abstract: In the previous work, a finite-time zeroing neural network (ZNN) has been established to find the accurate solution of Lyapunov equation in the presence of no noises. In order to further improve the convergence speed… read more here.
Keywords: lyapunov equation; time; convergence; solution lyapunov ... See more keywords