TY - JOUR
T1 - Adaptive interval type-2 FNN enhanced fixed-time SMC for robust motion of piezoelectric stack actuators
AU - Wang, Xuchen
AU - Jin, Yu
AU - Yang, Yixiao
AU - Kang, Huazhou
AU - Yang, Xiaofeng
AU - Xu, Yang
AU - Liu, Yuping
N1 - Publisher Copyright:
© The Author(s) 2026
PY - 2026
Y1 - 2026
N2 - This paper introduces a novel control strategy for precise motion control of piezoelectric stack actuators (PSAs) under load variations, stochastic disturbances, and model uncertainties. The approach combines fixed-time, nonsingular terminal sliding mode control (FNTSMC) with an adaptive interval type-2 fuzzy neural network (IT2FNN). Specifically, the FNTSMC ensures robust tracking via a fast, fixed-time nonlinear sliding surface and reaching law, while the IT2FNN adaptively estimates and compensates for lumped disturbances, thereby enhancing robustness. Moreover, closed-loop system stability is rigorously proven via Lyapunov theory. Experiments on a PSA test platform under lumped disturbances demonstrate superior tracking performance and robustness compared to existing sliding mode control methods.
AB - This paper introduces a novel control strategy for precise motion control of piezoelectric stack actuators (PSAs) under load variations, stochastic disturbances, and model uncertainties. The approach combines fixed-time, nonsingular terminal sliding mode control (FNTSMC) with an adaptive interval type-2 fuzzy neural network (IT2FNN). Specifically, the FNTSMC ensures robust tracking via a fast, fixed-time nonlinear sliding surface and reaching law, while the IT2FNN adaptively estimates and compensates for lumped disturbances, thereby enhancing robustness. Moreover, closed-loop system stability is rigorously proven via Lyapunov theory. Experiments on a PSA test platform under lumped disturbances demonstrate superior tracking performance and robustness compared to existing sliding mode control methods.
KW - fixed-time nonsingular terminal sliding mode control
KW - fuzzy neural network
KW - piezoelectric stack actuators
KW - precision motion control
KW - robustness
UR - https://www.scopus.com/pages/publications/105039444383
U2 - 10.1177/10775463261417378
DO - 10.1177/10775463261417378
M3 - 文章
AN - SCOPUS:105039444383
SN - 1077-5463
JO - JVC/Journal of Vibration and Control
JF - JVC/Journal of Vibration and Control
ER -