Single Network Adaptive Critic aided nonlinear dynamic inversion
Lakshmikanth, Geethalakshmi S.
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Lakshmikanth, Geethalakshmi S. (2011). Single Network Adaptive Critic Aided Nonlinear Dynamic Inversion. -- In Proceedings: 7th Annual Symposium: Graduate Research and Scholarly Projects. Wichita, KS: Wichita State University, p. 39-40
A Single Network Adaptive Critic (SNAC)  architecture has been shown to have much faster convergence than Adaptive Critic (AC) and offers an optimal control design method for state regulation. Dynamic Inversion (DI) , on the other hand, is a very popular nonlinear control design method for both output regulation and command tracking that offers a closed form expression for control but lacks the interpretation of optimal control design. Here, we propose a systematic technique where a pre-synthesized SNAC network aids the DI control so that the resulting control can be used for both near optimal regulation and command following. The potential of this new methodology is demonstrated by considering a benchmark nonlinear system.
Paper presented to the 7th Annual Symposium on Graduate Research and Scholarly Projects (GRASP) held at the Marcus Welcome Center, Wichita State University, May 4, 2011.
Research completed at the Department of Electrical Engineering and Computer Science and Department of Aerospace Engineering