Noise-Tolerant ZNN-Based Data-Driven Iterative Learning Control for Discrete Nonaffine Nonlinear MIMO Repetitive Systems

Y Hu, C Zhang, B Wang, J Zhao, X Gong… - IEEE/CAA Journal of …, 2024 - ieeexplore.ieee.org
Aiming at the tracking problem of a class of discrete nonaffine nonlinear multi-input multi-
output (MIMO) repetitive systems subjected to separable and nonseparable disturbances, a …

Data‐driven prescribed performance platooning sliding mode control under DoS attacks

P Zhang, WW Che - … Journal of Robust and Nonlinear Control, 2024 - Wiley Online Library
In this paper, a prescribed performance model‐free adaptive platooning sliding mode
control (PP‐MFAP‐SMC) problem for the nonlinear vehicular platooning systems (VPSs) …

Trajectory tracking control of discrete non-affine MIMO iterative systems with unknown models: a neural-network-based data-driven algorithm

Q Shi, X Huang, Z Wang - Applied Intelligence, 2024 - Springer
This paper devises a neural-network-based data-driven (NN-DD) algorithm to address the
trajectory tracking control (TC) of discrete non-affine MIMO systems with unknown models …

Research on improved partial format MFAC greenhouse temperature control method based on low energy consumption optimization

B Wang, X Li, M Xu, L Wang - Computers and Electronics in Agriculture, 2024 - Elsevier
Temperature is critical to the growth of crops in agricultural greenhouses. Thus, designing a
greenhouse temperature controller that maximizes energy savings while maintaining control …

Data-driven control with event-triggered dynamic compensation for multi-agent systems under DoS attacks

L Yin, Y Qian, AY Lu - Information Sciences, 2025 - Elsevier
This paper is concerned with the tracking control problem for nonlinear multi-agent systems
susceptible to DoS attacks based on I/O data. First, tailored to DoS attacks characterized by …

MIMO ultra-local model-based adaptive enhanced model-free control using extremum-seeking for coupled mechatronic systems

D He, H Wang, Y Tian, M Fliess - ISA transactions, 2024 - Elsevier
Multiple degree-of-freedom (DOF) mechatronic systems, such as robots and robotic arms,
play a crucial role in modern life and production. However, due to strong coupling, uncertain …

Neural network based adaptive robust synchronous control of double-lift overhead crane considering input saturation

X **, W Xu - Journal of the Franklin Institute, 2024 - Elsevier
This paper proposes a novel model-free controller, considering the double-lift overhead
crane system cannot be accurately modeled and affected by external disturbances. Firstly, to …

Optimized design of a pseudo‐linearization‐based model predictive controller: Direct data‐driven approach

M Sekine, S Tsuruhara, K Ito - IET Control Theory & …, 2025 - Wiley Online Library
To reduce the typical time‐consuming routines of plant modelling for model‐based controller
designs in Single‐Input Single‐Output (SISO) systems, the fictitious reference iterative …

Multi-nozzle thrust matching control of STOVL engine

S Pang, X Fu, Q Li, W Zhou - International Journal of Turbo & Jet …, 2024 - degruyter.com
A multi-nozzle thrust matching control method is proposed in this paper to provide the thrust
vector required of lift-fan type short takeoff and vertical landing (STOVL) aircrafts during …

Model complexity optimization of equivalent dynamical linearization data models used in model‐free adaptive control

S Salighe, D Söffker - PAMM, 2024 - Wiley Online Library
This paper discusses a strategy for optimizing the complexity of time‐varying data models as
used in model‐free adaptive control (MFAC). Here the dynamic linearization in compact form …