Title :
Sum of squares approaches for control of continuous-time recurrent fuzzy systems
Author :
Gering, Stefan ; Schwung, Andreas ; Gusner, Thomas ; Adamy, Jurgen
Author_Institution :
Control Theor. & Robot. Lab., Tech. Univ. Darmstadt, Darmstadt, Germany
Abstract :
In recent years, a concise theory of recurrent fuzzy systems has emerged and methods for utilizing these fuzzy systems with dynamics for modeling and fault detection were developed. At the same time, sum of squares decompositions in conjunction with semidefinite programming were successfully applied for the synthesis of controllers for polynomial systems. In this paper, we combine both approaches and present sum of squares based control strategies for continuous-time recurrent fuzzy systems. The system dynamics under consideration is defined by gradients at discrete points in the input-state space. An alternative description as piecewise polynomial system is possible. This motivates to utilize a controller switching between local polynomial control laws. We propose three different approaches for controller synthesis based on this idea and demonstrate this new synthesis method by means of an example. In addition, advantages and drawbacks of the approaches are discussed.
Keywords :
continuous time systems; control system synthesis; fuzzy control; mathematical programming; piecewise polynomial techniques; state-space methods; continuous-time recurrent fuzzy control system; controller synthesis; fault detection; input-state space; local polynomial control laws; piecewise polynomial system; semidefinite programming; sum of squares approach; sum of squares based control strategy; sum of squares decompositions; Aerospace electronics; Fuzzy systems; Polynomials; Pragmatics; Switches; Vectors; Continuous-Time Recurrent Fuzzy Systems; Controller Synthesis; Polynomial Systems; Semidefinite Programming; Sum of Squares; Switched Controller;
Conference_Titel :
Control & Automation (MED), 2013 21st Mediterranean Conference on
Conference_Location :
Chania
Print_ISBN :
978-1-4799-0995-7
DOI :
10.1109/MED.2013.6608733