Performance enhancement of learning tracking systems over fading channels with multiplicative and additive randomness

D Shen, G Qu - IEEE Transactions on Neural Networks and …, 2019 - ieeexplore.ieee.org
This paper applies learning control to repetitive systems over fading channels at both output
and input sides to improve tracking performance without applying restrictive fading …

Nonfragile dissipative fuzzy PID control with mixed fading measurements

Y Wang, Z Wang, L Zou, H Dong - IEEE Transactions on Fuzzy …, 2022 - ieeexplore.ieee.org
This article is concerned with the extended dissipative fuzzy proportional–integral–derivative
(PID) control problem for nonlinear systems subject to controller parameter perturbations …

Learning tracking control over unknown fading channels without system information

D Shen, X Yu - IEEE Transactions on Neural Networks and …, 2020 - ieeexplore.ieee.org
A novel data-driven learning control scheme is proposed for unknown systems with
unknown fading sensor channels. The fading randomness is modeled by multiplicative and …

Averaging techniques for balancing learning and tracking abilities over fading channels

D Shen, G Qu, X Yu - IEEE Transactions on Automatic Control, 2020 - ieeexplore.ieee.org
With the wide use of networks in repetitive systems, channels between a plant and a
controller may experience random fading, which is a common problem in long-distance …

Learning tracking over unknown fading channels based on iterative estimation

D Shen, X Yu - IEEE Transactions on Neural Networks and …, 2020 - ieeexplore.ieee.org
With fast developments in communication technologies, a large number of practical systems
adopt the networked control structure. For this structure, the fading problem is an emerging …

Learning control for networked stochastic systems with random fading communication

D Shen, G Qu, Q Song - IEEE Transactions on Systems, Man …, 2021 - ieeexplore.ieee.org
The learning control strategy is studied for networked stochastic systems, where the output
and input data are transmitted through multiple independent fading channels. The traditional …

When multiplicative noise stymies control

J Ding, Y Peres, G Ranade, A Zhai - The Annals of Applied Probability, 2019 - JSTOR
We consider the stabilization of an unstable discrete-time linear system that is observed over
a channel corrupted by continuous multiplicative noise. Our main result shows that if the …

Mean-square stabilization over Gaussian finite-state Markov channels

L Xu, L Xie, N Xiao - IEEE Transactions on Control of Network …, 2017 - ieeexplore.ieee.org
This paper studies the mean-square stabilization problem of discrete-time linear time-
invariant systems over Gaussian finite-state Markov channels, which suffer from both signal …

Point-to-point learning tracking control via fading communication using reference update strategy

S Huang, D Shen, J Wang - IEEE Transactions on Cybernetics, 2022 - ieeexplore.ieee.org
The networked structure has attracted significant attention due to high demand for industrial
systems and rapid developments of network communication. Among various network …

Point-to-point learning and tracking for networked stochastic systems with fading communications

G Qu, D Shen, Q Song, X Yu - IEEE Transactions on Systems …, 2022 - ieeexplore.ieee.org
This article studies the point-to-point (P2P) learning and tracking problem for networked
stochastic systems with fading communications by iterative learning control. The P2P …