Application of a Novel Scalability Notion in Adaptive Control to Various Adaptive Control Frameworks
Abstract
In adaptive control theory it is a well-known phenomena that nonidentical command profiles entail nonidentical closed-loop responses of these adaptive systems. While adaptive controllers provide a viable methodology to control uncertain dynamical systems, this lack of predictability is a significant disadvantage, in particular in terms of certification of such control methods. Consequently, achieving predictable closed-loop responses of adaptively- controlled systems is of grand practical interest. For this purpose, we recently introduced a method1 to scale the learning rates of the adaptive weight update laws in order to achieve predictable closed-loop performances for nonidentical, but scalable command profiles. This paper applies the proposed methodology to a model of the longitudinal motion of a Boeing 747 aircraft and simulations for diverse adaptive control schemes illustrate the efficiacy of the proposed scalability notion, which may be a further step towards validation and verification of these adaptive control frameworks.
Recommended Citation
S. P. Schatz et al., "Application of a Novel Scalability Notion in Adaptive Control to Various Adaptive Control Frameworks," AIAA Guidance, Navigation, and Control Conference 2015, MGNC 2015 - Held at the AIAA SciTech Forum 2015, American Institute of Aeronautics and Astronautics, Jan 2015.
Department(s)
Mechanical and Aerospace Engineering
International Standard Book Number (ISBN)
978-151080109-7
Document Type
Article - Conference proceedings
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2024 American Institute of Aeronautics and Astronautics, All rights reserved.
Publication Date
01 Jan 2015