EN
Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs
Abstract
This paper addresses the issue of controller design for a
class of multi-input multi-output (MIMO) uncertain underactuated
systems with saturating inputs. A systematic controller framework,
composed of a hierarchically generated control term, meant to
ensure the stabilization of a particular portion of system dynamics
and some dedicated control terms designed to solve the tracking
problem of the remaining system dynamics is presented. Wavelet
neural networks are used as adaptive tuners to approximate the
system uncertainties also to reshape the control terms so as to deal
with the saturation nonlinearity in an antiwindup paradigm.
Gradient based tuning laws are developed for the online tuning of
adjustable parameters of the wavelet network. A Lyapunov based
stability analysis is carried out to ensure the uniformly ultimately
bounded (UUB) stability of the closed loop system. Finally, a
simulation is carried out which supports the theoretical
development.
class of multi-input multi-output (MIMO) uncertain underactuated
systems with saturating inputs. A systematic controller framework,
composed of a hierarchically generated control term, meant to
ensure the stabilization of a particular portion of system dynamics
and some dedicated control terms designed to solve the tracking
problem of the remaining system dynamics is presented. Wavelet
neural networks are used as adaptive tuners to approximate the
system uncertainties also to reshape the control terms so as to deal
with the saturation nonlinearity in an antiwindup paradigm.
Gradient based tuning laws are developed for the online tuning of
adjustable parameters of the wavelet network. A Lyapunov based
stability analysis is carried out to ensure the uniformly ultimately
bounded (UUB) stability of the closed loop system. Finally, a
simulation is carried out which supports the theoretical
development.
Keywords
References
- M. W. Spong, “Underactuated mechanical systems,” Control Problems in Robotics and Automation, Springer-Verlag, London, UK, 1997.
- R. Olfati-Saber, “Normal Forms for Underactuated Mechanical Systems with Symmetry,” IEEE Trans on Automatic Control, vol.47, pp.305-308, 2002.
- W. Wang, J. Yi, D. Zhao and D. Liu, “Design of a Stable Sliding-Mode Controller for a Class of Second-Order Underactuated Systems,” IEE Proc.- Control Theory Appl., vol. 151, No. 6,pp.683-690, November 2004.
- D.W.Qian, X.J.Liu and J.Q.Yi, “Robust Sliding Mode Control for a Class of Underactuated Systems with Mismatched Uncertainties,” JSCE, vol.223, pp.785-795, 2009.
- D.Qian and J.Yi, “Fuzzy Aggregated Hierarchical Sliding Mode Control for Underactuated Systems”, IEEE Conference on Mechatronics and Automation, Xi'an, China, pp. 196-201, 2010.
- H.Chyau and C.Y.Feng, “Adaptive Control for a Class of Underactuated Systems with Mismatched Uncertainties”, Proceedings of the 29th Chinese Control Conference, Beijing, China, pp. 2053-2059, 2010.
- D.Qian, J.Yi and D.Zhao, “Control of Overhead Crane Systems by Combining Sliding Mode with Fuzzy regulator,” 18th IFAC World
- Congress, Milano, pp. 9320—9325, 2011.
Details
Primary Language
English
Subjects
-
Journal Section
-
Publication Date
December 6, 2016
Submission Date
March 5, 2015
Acceptance Date
-
Published in Issue
Year 2016 Volume: 4 Number: 4
APA
Kulkarni, A., & Kumar, A. (2016). Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs. International Journal of Intelligent Systems and Applications in Engineering, 4(4), 135-144. https://izlik.org/JA57GC26GG
AMA
1.Kulkarni A, Kumar A. Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs. International Journal of Intelligent Systems and Applications in Engineering. 2016;4(4):135-144. https://izlik.org/JA57GC26GG
Chicago
Kulkarni, Ajay, and Abhay Kumar. 2016. “Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems With Saturating Inputs”. International Journal of Intelligent Systems and Applications in Engineering 4 (4): 135-44. https://izlik.org/JA57GC26GG.
EndNote
Kulkarni A, Kumar A (December 1, 2016) Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs. International Journal of Intelligent Systems and Applications in Engineering 4 4 135–144.
IEEE
[1]A. Kulkarni and A. Kumar, “Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs”, International Journal of Intelligent Systems and Applications in Engineering, vol. 4, no. 4, pp. 135–144, Dec. 2016, [Online]. Available: https://izlik.org/JA57GC26GG
ISNAD
Kulkarni, Ajay - Kumar, Abhay. “Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems With Saturating Inputs”. International Journal of Intelligent Systems and Applications in Engineering 4/4 (December 1, 2016): 135-144. https://izlik.org/JA57GC26GG.
JAMA
1.Kulkarni A, Kumar A. Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs. International Journal of Intelligent Systems and Applications in Engineering. 2016;4:135–144.
MLA
Kulkarni, Ajay, and Abhay Kumar. “Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems With Saturating Inputs”. International Journal of Intelligent Systems and Applications in Engineering, vol. 4, no. 4, Dec. 2016, pp. 135-44, https://izlik.org/JA57GC26GG.
Vancouver
1.Ajay Kulkarni, Abhay Kumar. Adaptive Control Solution for a Class of MIMO Uncertain Underactuated Systems with Saturating Inputs. International Journal of Intelligent Systems and Applications in Engineering [Internet]. 2016 Dec. 1;4(4):135-44. Available from: https://izlik.org/JA57GC26GG