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Event Triggered Neuroadaptive Controller (ETNAC) Design for Uncertain Affine Nonlinear Systems
Proceedings of the ASME 2018 Dynamic Systems and Control Conference (2018, Atlanta, GA)
  • A. Ghafoor
  • J. Yao
  • S. N. Balakrishnan, Missouri University of Science and Technology
  • Jagannathan Sarangapani, Missouri University of Science and Technology
  • Tansel Yucelen, Missouri University of Science and Technology
Abstract

In this paper, a novel event triggered neural network (NN) adaptive controller is presented for uncertain affine nonlinear systems. Controller design is based on an observer, called as Modified State Observer (MSO), which is used to approximate uncertainties online. State is sensed continuously yet sent on feedback network only when required, in aperiodic fashion. Lyapunov analysis is used to derive this condition which is dynamic in nature since it is based on tracking error. In this way ETNAC helps to not only saves communication cost but also computational efforts. MSO formulations have two tunable gains which let you do fast estimation without inducing high frequency oscillations in the system. A benchmark example of 2-link robotic manipulator is used to show the efficacy of the proposed controller.

Meeting Name
ASME 2018 Dynamic Systems and Control Conference, DSCC 2018 (2018: Sep. 30-Oct. 3, Atlanta, GA)
Department(s)
Mechanical and Aerospace Engineering
Second Department
Engineering Management and Systems Engineering
Keywords and Phrases
  • Controllers,
  • Frequency estimation,
  • Human robot interaction,
  • Machine design,
  • Manipulators,
  • Nonlinear systems,
  • Robotics,
  • Uncertainty analysis,
  • Adaptive controllers,
  • Affine Nonlinear systems,
  • Communication cost,
  • Computational effort,
  • High frequency oscillations,
  • Neural network (nn),
  • Neuro-adaptive controllers,
  • Robotic manipulators,
  • Adaptive control systems
International Standard Book Number (ISBN)
978-0-7918-5189-0
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2018 American Institute of Aeronautics and Astronautics (AIAA), All rights reserved.
Publication Date
9-1-2018
Publication Date
01 Sep 2018
Disciplines
Citation Information
A. Ghafoor, J. Yao, S. N. Balakrishnan, Jagannathan Sarangapani, et al.. "Event Triggered Neuroadaptive Controller (ETNAC) Design for Uncertain Affine Nonlinear Systems" Proceedings of the ASME 2018 Dynamic Systems and Control Conference (2018, Atlanta, GA) (2018)
Available at: http://works.bepress.com/jagannathan-sarangapani/196/