Title :
An adaptive Mamdani fuzzy logic based controller for a static compensator in a multimachine power system
Author :
Mohagheghi, S. ; Venayagamoorthy, G.K. ; Harley, R.G.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA
Abstract :
An adaptive Mamdani based fuzzy logic controller has been designed for controlling a static compensator (STATCOM) in a multimachine power system. Such a controller does not need any prior knowledge of the plant to be controlled and can efficiently control a STATCOM during different disturbances in the network. A model free approach using the controller output error is applied for training purposes that adaptively changes the controller output parameters based on a gradient descent method. Moreover, shrinking span membership functions are used for a more stable and accurate control performance. Simulation results show that the proposed controller outperforms the conventional PI controller during dynamic and transient disturbances
Keywords :
adaptive control; fuzzy control; gradient methods; power system control; static VAr compensators; Mamdani controller; PI controller; adaptive Mamdani fuzzy logic; adaptive fuzzy logic controller; dynamic disturbance; gradient descent method; multimachine power system; shrinking span membership functions; static compensator; transient disturbance; Adaptive control; Adaptive systems; Automatic voltage control; Control systems; Error correction; Fuzzy logic; Power system modeling; Power systems; Programmable control; STATCOM;
Conference_Titel :
Intelligent Systems Application to Power Systems, 2005. Proceedings of the 13th International Conference on
Conference_Location :
Arlington, VA
Print_ISBN :
1-59975-174-7
DOI :
10.1109/ISAP.2005.1599268