Externally Recurrent Neural Network based identification of dynamic systems using Lyapunov stability analysis.
Sign Up to like & getrecommendations! Published in 2019 at "ISA transactions"
DOI: 10.1016/j.isatra.2019.08.032
Abstract: This paper proposes an Externally Recurrent Neural Network (ERNN) for approximating the unknown dynamics of complex nonlinear systems and time series prediction. The proposed model utilizes the present as well as delayed values of the… read more here.
Keywords: neural network; lyapunov stability; externally recurrent; recurrent neural ... See more keywords
Lyapunov stability for impulsive control affine systems
Sign Up to like & getrecommendations! Published in 2019 at "Journal of Differential Equations"
DOI: 10.1016/j.jde.2018.09.033
Abstract: Abstract This article studies several notions of Lyapunov stability for impulsive control affine systems in the setting of nonautonomous dynamical systems. It presents some relations between the stability of an impulsive control affine system and… read more here.
Keywords: impulsive control; stability impulsive; control; control affine ... See more keywords
Floating Weighting Factors ANN-MPC Based on Lyapunov Stability for Seven-Level Modified PUC Active Rectifier
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Industrial Electronics"
DOI: 10.1109/tie.2021.3050375
Abstract: Despite being cost-effective, seven-level Modified Packed U-Cell (MPUC7) active rectifier tends to be unstable due to unequal dc-links. Thus, a multiobjective controller is required to stabilize voltages and currents besides preserving efficiency and power quality.… read more here.
Keywords: level modified; based lyapunov; stability; lyapunov stability ... See more keywords
A novel neural emulator identification of nonlinear dynamical systems using Lyapunov stability theory
Sign Up to like & getrecommendations! Published in 2023 at "Transactions of the Institute of Measurement and Control"
DOI: 10.1177/01423312231174956
Abstract: This paper deals with a new weight-updating algorithm using Lyapunov stability theory (LST) for the training of a neural emulator (NE), of nonlinear systems, connected by an autonomous algorithm inspired from the real-time recurrent learning… read more here.
Keywords: theory; using lyapunov; stability theory; neural emulator ... See more keywords
Control of nonlinear systems by alternative design of fuzzy logic controllers subject to Lyapunov stability theory
Sign Up to like & getrecommendations! Published in 2018 at "Advances in Mechanical Engineering"
DOI: 10.1177/1687814018778422
Abstract: In this article, a set of fuzzy logic controller is alternatively designed for control of nonlinear systems in Lyapunov sense. Through referencing the statuses of error states and error dynamics, the corresponding fuzzy if–then rules… read more here.
Keywords: control; fuzzy logic; nonlinear systems; lyapunov stability ... See more keywords