Interline power flow controller (IPFC) based damping recurrent neural network controllers for enhancing stability

Abstract This paper presents a method to improve power system stability using IPFC based damping online learning recurrent neural network controllers for damping oscillations in a power system. Parameters of equipped controllers for enhancing dynamical stability at the IPFC are tuned using mathematical methods. Therefore these control parameters are often fixed and are set for particular system configurations or operating points. Multilayer recurrent neural network, which can be tuned for changing system conditions, is used in this paper for effectively damp the oscillations. Training is based on back propagation with adaptive training parameters. This controller is tested to variations in system loading and fault in the power system and its performance is compared with performance of a controller that the phase compensation method is used to set its parameters. Selection of effectiveness damping control signal for the design of robust IPFC damping controller carried out through singular value decomposition (SVD) method. Simulation studies show the superior robustness and stabilizing effect of the proposed controller in comparison with phase compensation method.

[1]  B. C. Pal,et al.  Robust damping of interarea oscillations with unified power-flow controller , 2002 .

[2]  H. H. Happ,et al.  Power System Control and Stability , 1979, IEEE Transactions on Systems, Man, and Cybernetics.

[3]  Amin Safari,et al.  Design of output feedback UPFC controller for damping of electromechanical oscillations using PSO , 2009 .

[4]  Mohamad Reza Banaei,et al.  An Adaptive UPFC Based Stabilizer for Damping of Low Frequency Oscillation , 2010 .

[5]  Amir F. Atiya,et al.  New results on recurrent network training: unifying the algorithms and accelerating convergence , 2000, IEEE Trans. Neural Networks Learn. Syst..

[6]  Devendra K. Chaturvedi,et al.  A Generalized Neuron Based PSS in A Multi-Machine Power System , 2004 .

[7]  K. K. Sen,et al.  The interline power flow controller concept: a new approach to power flow management in transmission systems , 1999 .

[8]  Mohamad Reza Banaei,et al.  Improvement of Dynamical Stability Using Interline Power Flow Controller , 2010 .

[9]  A. Hamdan,et al.  An investigation of the significance of singular value decomposition in power system dynamics , 1999 .

[10]  I. Elamvazuthi,et al.  Damping of inter area oscillations using Interline Power Flow Controller based damping controllers , 2008, 2008 IEEE 2nd International Power and Energy Conference.

[11]  K. Uezato,et al.  Online learning recurrent neural network stabilization controller for multi-machine power system , 2000, PowerCon 2000. 2000 International Conference on Power System Technology. Proceedings (Cat. No.00EX409).

[12]  H. F. Wang,et al.  Damping function of unified power flow controller , 1999 .

[13]  A. Kazemi,et al.  The Effect of Interline Power Flow Controller (IPFC) on Damping Inter-area Oscillations in the Interconnected Power Systems , 2006, 2006 IEEE International Symposium on Industrial Electronics.

[14]  Laurene V. Fausett,et al.  Fundamentals Of Neural Networks , 1994 .

[15]  A. R. Messina,et al.  Modeling and simulation of Interline Power Flow Controllers: Application to enhance system damping , 2009, 41st North American Power Symposium.

[16]  O.P. Malik,et al.  Performance of a generalized neuron-based PSS in a multimachine power system , 2004, IEEE Transactions on Energy Conversion.

[17]  A. Ajami,et al.  Optimal Location of FACTS Devices Using Adaptive Particle Swarm Optimization Hybrid with Simulated Annealing , 2010 .

[18]  San Shing Choi,et al.  A robust control method to improve the performance of a unified power flow controller , 2000 .

[19]  Felix F. Wu,et al.  Design of fuzzy damping controller of UPFC through genetic algorithm , 2000, 2000 Power Engineering Society Summer Meeting (Cat. No.00CH37134).

[20]  M. A. Abido,et al.  A particle-swarm-based approach of power system stability enhancement with unified power flow controller , 2007 .

[21]  Amin Safari,et al.  A PSO based unified power flow controller for damping of power system oscillations , 2009 .

[22]  Amin Safari,et al.  Tuning of damping controller for UPFC using quantum particle swarm optimizer , 2010 .