Neuro-optimal event-triggered impulsive control for stochastic systems via ADP

M Liang, D Liu - IEEE Transactions on Neural Networks and …, 2023 - ieeexplore.ieee.org
This article presents a novel neural-network-based optimal event-triggered impulsive control
method. First, a novel general-event-based impulsive transition matrix (GITM) is constructed …

An efficient impulsive adaptive dynamic programming algorithm for stochastic systems

M Liang, Y Wang, D Liu - IEEE Transactions on Cybernetics, 2022 - ieeexplore.ieee.org
In this study, a novel general impulsive transition matrix is defined, which can reveal the
transition dynamics and probability distribution evolution patterns for all system states …

Liquid-Updating Impulsive Adaptive Dynamic Programming for Continuous Nonlinear Systems

M Liang, D Liu - IEEE Transactions on Systems, Man, and …, 2023 - ieeexplore.ieee.org
This article focuses on designing the optimal impulsive controller (IMC) of continuous-time
nonlinear systems. A general-event-based dynamics (GED) is constructed to describe the …

Simultaneous impulse and continuous control of a Markov chain in continuous time

AB Miller, BM Miller, KV Stepanyan - Automation and Remote Control, 2020 - Springer
We consider continuous and impulse control of a Markov chain (MC) with a finite set of
states in continuous time. Continuous control determines the intensity of transitions between …

[HTML][HTML] Optimal control of multiple Markov-switching stochastic systems with numerical applications

J Shi - Results in Control and Optimization, 2022 - Elsevier
In this article the authors set up an optimal control framework for a hybrid stochastic system
with dual or multiple Markov switching diffusion processes, while Markov chains governing …

Optimal Impulsive Control for Continuous-Time Nonlinear Systems Based on ADP

M Liang - 2023 International Annual Conference on Complex …, 2023 - ieeexplore.ieee.org
This paper focuses on designing the optimal impulsive controller of continuous-time
nonlinear systems. A general-event-based dynamics (GD) is constructed to describe the …

Optimal Impulsive Control for Discrete Stochastic Systems Through ADP

M Liang, D Liu - 2022 41st Chinese Control Conference (CCC), 2022 - ieeexplore.ieee.org
This paper constructs a novel general impulsive transition matrix in order to reveal the
impulsive dynamics of the stochastic systems across the impulsive “events”. On the …

Optimal Event-Triggered Impulsive Control for Stochastic Systems using ADP

M Liang, D Liu - 2022 7th International Conference on …, 2022 - ieeexplore.ieee.org
In this paper, a novel general-event-based impulsive transition matrix (GITM) is constructed,
which can reveal the probability distribution evolution patterns for all system states across …

Одновременное импульсное и непрерывное управление марковской цепью в непрерывном времени

АБ Миллер, БМ Миллер, КВ Степанян - Автоматика и телемеханика, 2020 - mathnet.ru
Рассматривается непрерывное и импульсное управление марковской цепью (МЦ) с
конечным множеством состояний в непрерывном времени. Непрерывное управление …

Joint graduate and impulsive control of Markov chains in continuous time

КВ Степанян, БМ Миллер, АБ Миллер - … по вычислительной механике …, 2019 - elibrary.ru
In this article we use the standard controlled Markov chain (MC) description given in [1] used
for continuous dynamics completed by principally novel impulsive action terms. Suppose …