The cooperative output regulation by the distributed observer approach

Y Su, H Cai, J Huang - International Journal of Network Dynamics and …, 2022 - sciltp.com
The cooperative output regulation problem (CORP) is an extension of the leader-following
consensus problem of multi-agent systems (MASs), and has been studied by two …

Adaptive bipartite event-triggered output consensus of heterogeneous linear multiagent systems under fixed and switching topologies

H Zhang, Y Cai, Y Wang, H Su - IEEE Transactions on Neural …, 2020 - ieeexplore.ieee.org
This article addresses the adaptive bipartite event-triggered output consensus issue for
heterogeneous linear multiagent systems. We consider both cooperative interaction and …

Cooperative adaptive optimal output regulation of nonlinear discrete-time multi-agent systems

Y Jiang, J Fan, W Gao, T Chai, FL Lewis - Automatica, 2020 - Elsevier
This paper studies a cooperative adaptive optimal output regulation problem for a class of
strict-feedback nonlinear discrete-time (DT) multi-agent systems (MASs) with partially …

Reinforcement learning and cooperative H∞ output regulation of linear continuous-time multi-agent systems

Y Jiang, W Gao, J Wu, T Chai, FL Lewis - Automatica, 2023 - Elsevier
This paper proposes a novel control approach to solve the cooperative H∞ output
regulation problem for linear continuous-time multi-agent systems (MASs). Different from …

Reinforcement learning-based cooperative optimal output regulation via distributed adaptive internal model

W Gao, M Mynuddin, DC Wunsch… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
In this article, a data-driven distributed control method is proposed to solve the cooperative
optimal output regulation problem of leader–follower multiagent systems. Different from …

Robust formation control for cooperative underactuated quadrotors via reinforcement learning

W Zhao, H Liu, FL Lewis - IEEE Transactions on Neural …, 2020 - ieeexplore.ieee.org
In this article, the model-free robust formation control problem is addressed for cooperative
underactuated quadrotors involving unknown nonlinear dynamics and disturbances. Based …

Adaptive leader-following consensus for multiple Euler–Lagrange systems with an uncertain leader system

S Wang, J Huang - IEEE Transactions on Neural Networks and …, 2018 - ieeexplore.ieee.org
In this paper, we study the leader-following consensus problem of multiple Euler-Lagrange
(EL) systems subject to an uncertain leader system. We first establish an adaptive distributed …

Online barrier-actor-critic learning for H∞ control with full-state constraints and input saturation

Y Yang, DW Ding, H Xiong, Y Yin… - Journal of the Franklin …, 2020 - Elsevier
This paper develops a novel adaptive optimal control design method with full-state
constraints and input saturation in the presence of external disturbance. First, to consider the …

Adaptive fuzzy leader–follower synchronization of constrained heterogeneous multiagent systems

Y Yang, CZ Xu - IEEE Transactions on Fuzzy Systems, 2020 - ieeexplore.ieee.org
This article considers the distributed adaptive neuro-fuzzy output feedback control protocol
design to solve the output synchronization problem for heterogeneous multiagent systems …

Safe reinforcement learning for dynamical games

Y Yang, KG Vamvoudakis… - International Journal of …, 2020 - Wiley Online Library
This article presents a novel actor‐critic‐barrier structure for the multiplayer safety‐critical
systems. Non‐zero‐sum (NZS) games with full‐state constraints are first transformed into …