TY - JOUR
T1 - Adaptive prescribed performance motion control of servo mechanisms with friction compensation
AU - Na, Jing
AU - Chen, Qiang
AU - Ren, Xuemei
AU - Guo, Yu
PY - 2014/1/1
Y1 - 2014/1/1
N2 - This paper proposes an adaptive control for a class of nonlinear mechanisms with guaranteed transient and steady-state performance. A performance function characterizing the convergence rate, maximum overshoot, and steady-state error is used for the output error transformation, such that stabilizing the transformed system is sufficient to achieve the tracking control of the original system with a priori prescribed performance. A continuously differentiable friction model is adopted to account for the friction nonlinearities, for which primary model parameters are online updated. A novel high-order neural network with only a scalar weight is developed to approximate unknown nonlinearities and to dramatically diminish the computational costs. Comparative experiments on a turntable servo system are included to verify the reliability and effectiveness.
AB - This paper proposes an adaptive control for a class of nonlinear mechanisms with guaranteed transient and steady-state performance. A performance function characterizing the convergence rate, maximum overshoot, and steady-state error is used for the output error transformation, such that stabilizing the transformed system is sufficient to achieve the tracking control of the original system with a priori prescribed performance. A continuously differentiable friction model is adopted to account for the friction nonlinearities, for which primary model parameters are online updated. A novel high-order neural network with only a scalar weight is developed to approximate unknown nonlinearities and to dramatically diminish the computational costs. Comparative experiments on a turntable servo system are included to verify the reliability and effectiveness.
KW - Adaptive control
KW - Friction compensation
KW - Motion control
KW - Neural networks (NNs)
KW - Servo mechanisms
UR - http://www.scopus.com/inward/record.url?scp=84880883039&partnerID=8YFLogxK
U2 - 10.1109/TIE.2013.2240635
DO - 10.1109/TIE.2013.2240635
M3 - Article (Academic Journal)
AN - SCOPUS:84880883039
SN - 0278-0046
VL - 61
SP - 486
EP - 494
JO - IEEE Transactions on Industrial Electronics
JF - IEEE Transactions on Industrial Electronics
IS - 1
M1 - 6413221
ER -