Stabilizing periodic orbits of chaotic systems using fuzzy adaptive sliding mode control
- 1. Department of Mechanical Engineering, Sharif University of Technology, Center of Excellence in Design, Robotics and Automation, Azadi Avenue, Postal Code 11365-9567 Tehran (Iran, Islamic Republic of)
Description
In this paper by using a combination of fuzzy identification and the sliding mode control a fuzzy adaptive sliding mode scheme is designed to stabilize the unstable periodic orbits of chaotic systems. The chaotic system is assumed to have an affine form x(n) = f(X) + g(X)u where f and g are unknown functions. Using only the input-output data obtained from the underlying dynamical system, two fuzzy systems are constructed for identification of f and g. Two distinct methods are utilized for fuzzy modeling, the least squares and the gradient descent techniques. Based on the estimated fuzzy models, an adaptive controller, which works through the sliding mode control, is designed to make the system track the desired unstable periodic orbits. The stability analysis of the overall closed loop system is presented in the paper and the effectiveness of the proposed adaptive scheme is numerically investigated. As a case of study, modified Duffing system is selected for applying the proposed method to stabilize its 2π and 4π periodic orbits. Simulation results show the high performance of the method for stabilizing the unstable periodic orbits of unknown chaotic systems
Availability note (English)
Available from http://dx.doi.org/10.1016/j.chaos.2006.10.021Additional details
Identifiers
- DOI
- 10.1016/j.chaos.2006.10.021;
- PII
- S0960-0779(06)00975-1;
Publishing Information
- Journal Title
- Chaos, Solitons and Fractals
- Journal Volume
- 37
- Journal Issue
- 4
- Journal Page Range
- p. 1125-1135
- ISSN
- 0960-0779
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 39048365
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- CHAOS THEORY; FUNCTIONS; FUZZY LOGIC; LEAST SQUARE FIT; MODE CONTROL; ORBITS; PARTICLE TRACKS; PERFORMANCE; PERIODICITY; SIMULATION; STABILITY
- Descriptors DEC
- CONTROL; MATHEMATICAL LOGIC; MATHEMATICAL SOLUTIONS; MATHEMATICS; MAXIMUM-LIKELIHOOD FIT; NUMERICAL SOLUTION; VARIATIONS
Optional Information
- Copyright
- Copyright (c) 2006 Elsevier Science B.V., Amsterdam, The Netherlands, All rights reserved.