DocumentCode :
3179280
Title :
Online adaptive Legendre wavelet embedded neurofuzzy damping control algorithm
Author :
Badar, Rabiah ; Khan, Latifur
Author_Institution :
Dept. of Electr. Eng., COMSATS Inst. of Inf. Technol., Abbottabad, Pakistan
fYear :
2013
fDate :
19-20 Dec. 2013
Firstpage :
7
Lastpage :
12
Abstract :
Power system stability can significantly be enhanced by installing a Static Synchronous Series Compensator (SSSC) using appropriate damping control scheme. In this work, a new Online Adaptive Legendre Wavelet (OALeW) based NeuroFuzzy control of SSSC is proposed. The proposed control strategy tunes the rule base using the current estimate of plant model, based on the online sensitivity measure, provided by the identification block. The parameters of the controller are updated online using gradient descent based backpropagation algorithm. The robustness of the proposed control strategy is validated using nonlinear time domain simulations and different performance indices for Single Machine Infinite Bus (SMIB) and multimachine test systems. A comparative analysis with singleton Takagi-Sugeno-Kang (TSK) reveals that the proposed OALeW control performs better in both the transient and steady-state regions for different operating conditions and faults with improvement in control effort smoothness.
Keywords :
adaptive control; backpropagation; damping; fuzzy control; fuzzy neural nets; gradient methods; neurocontrollers; nonlinear control systems; performance index; power system control; power system stability; robust control; sensitivity analysis; static VAr compensators; time-domain analysis; OALeW based neurofuzzy control; SMIB; SSSC; TSK; controller parameters; damping control scheme; embedded neurofuzzy damping control algorithm; gradient descent based backpropagation algorithm; identification block; multimachine test systems; nonlinear time domain simulations; online adaptive Legendre wavelet; online sensitivity measure; performance indices; plant model; power system stability; robustness; rule base; single machine infinite bus; singleton Takagi-Sugeno-Kang; static synchronous series compensator; steady-state regions; transient regions; Damping; Load flow; Multiresolution analysis; Oscillators; Polynomials; Power system dynamics; Rotors; Legendre wavelets; NeuroFuzzy; SSSC; indirect adaptive control; power system stability;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Multi Topic Conference (INMIC), 2013 16th International
Conference_Location :
Lahore
Type :
conf
DOI :
10.1109/INMIC.2013.6731316
Filename :
6731316
Link To Document :
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