Lately a systematic method was presented for the generation of whole families of Fixed Point Transformations that can be used in nonlinear adaptive control of Single Input - Single Output (SISO) as well as Multiple Input - Multiple Output (MIMO) systems as alternatives of Lyapunov's direct method. This transformation was called Sigmoid Generated Fixed Point Transformation (SGFPT). This paper introduces new improvements on this alternative approach. It is shown that in contrast to the original Robust Fixed Point Transformation (RFPT), for guaranteeing the global stability of the control, instead of tuning, a simple estimation can be done for one of the adaptive control parameters. The novel method is demonstrated by the adaptive control of a 2 Degree of Freedom (DoF) TORA system. Simulation results validate that the suggested approach is beneficial and ensures satisfactory performance.

Replacement of parameter tuning with simple calculation in adaptive control using "Sigmoid generated fixed point transformation" / A. Dineva, J.K. Tar, A. Várkonyi Kóczy, V. Piuri - In: 2015 IEEE 13th International Symposium on Intelligent Systems and Informatics (SISY)[s.l] : IEEE, 2015. - ISBN 9781467393881. - pp. 173-178 (( Intervento presentato al 13. convegno International Symposium on Intelligent Systems and Informatics tenutosi a Subotica nel 2015.

Replacement of parameter tuning with simple calculation in adaptive control using "Sigmoid generated fixed point transformation"

A. Dineva
Primo
;
V. Piuri
Ultimo
2015

Abstract

Lately a systematic method was presented for the generation of whole families of Fixed Point Transformations that can be used in nonlinear adaptive control of Single Input - Single Output (SISO) as well as Multiple Input - Multiple Output (MIMO) systems as alternatives of Lyapunov's direct method. This transformation was called Sigmoid Generated Fixed Point Transformation (SGFPT). This paper introduces new improvements on this alternative approach. It is shown that in contrast to the original Robust Fixed Point Transformation (RFPT), for guaranteeing the global stability of the control, instead of tuning, a simple estimation can be done for one of the adaptive control parameters. The novel method is demonstrated by the adaptive control of a 2 Degree of Freedom (DoF) TORA system. Simulation results validate that the suggested approach is beneficial and ensures satisfactory performance.
Adaptive Control; Banach's Fixed Point Theorem; Fixed Point Transformation; Iterative Learning Control; Robust Fixed Point Transformation (RFPT); Sigmoid Generated Fixed Point Transformation (SGFPT)
Settore ING-INF/05 - Sistemi di Elaborazione delle Informazioni
2015
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/389737
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