Analysis of ANN Based Active Power Filter Performance For Renewable Power Generation System

Manasa Rupa Devi Moka, N Sirisha

Abstract


In this paper analysis of ANN based active power filter performance for renewable power generation system has been proposed. A four leg VSC is used in this system, and this allows the reparation of current harmonic components, as well as unbalanced current generated by single-phase nonlinear loads. A new ANN controller has been proposed to improve the %THD in the non linear current. Generally the PI controller has more %THD; the ANN controller has more effect and will reduce the %THD. %THD table shows the differences between conventional controller and ANN controller. The simple numerical model of the active power filter, together with the effect of the equivalent power system impedance, is derived and used to design the analytical control algorithm. The simulation result shows the efficiency of the system using MATLAB/SIMULATION software. The reimbursement performance of the proposed active power filter and the associated control scheme with ANN controller have been tested under stable status and transitory operating environment through the simulation results.

References


J. Rocabert, A. Luna, F. Blaabjerg, and P. Rodriguez, “Control of power converters in AC microgrids,” IEEE Trans. Power Electron., vol. 27, no. 11, pp. 4734–4749, Nov. 2012.

M. Aredes, J. Hafner, and K. Heumann, “Three-phase four-wire shunt active filter control strategies,” IEEE Trans. Power Electron., vol. 12, no. 2, pp. 311–318, Mar. 1997.

S. Naidu and D. Fernandes, “Dynamic voltage restorer based on a fourleg voltage source converter,” Gener. Transm. Distrib., IET, vol. 3, no. 5, pp. 437–447, May 2009.

N. Prabhakar and M. Mishra, “Dynamic hysteresis current control to minimize switching for three-phase four-leg VSI topology to compensate nonlinear load,” IEEE Trans. Power Electron., vol. 25, no. 8, pp. 1935–1942, Aug. 2010.

V. Khadkikar, A. Chandra, and B. Singh, “Digital signal processor implementation and performance evaluation of split capacitor, four-leg and three h-bridge-based three-phase four-wire shunt active filters,” Power Electron., IET, vol. 4, no. 4, pp. 463–470, Apr. 2011.

F. Wang, J. Duarte, and M. Hendrix, “Grid-interfacing converter systems with enhanced voltage quality for microgrid application;concept and implementation,” IEEE Trans. Power Electron., vol. 26, no. 12, pp. 3501–3513, Dec. 2011.

X.Wei, “Study on digital pi control of current loop in active power filter,” in Proc. 2010 Int. Conf. Electr. Control Eng., Jun. 2010, pp. 4287–4290.

R. de Araujo Ribeiro, C. de Azevedo, and R. de Sousa, “A robust adaptive control strategy of active power filters for power-factor correction, harmonic compensation, and balancing of nonlinear loads,” IEEE Trans. Power Electron., vol. 27, no. 2, pp. 718–730, Feb. 2012.

J. Rodriguez, J. Pontt, C. Silva, P. Correa, P. Lezana, P. Cortes, and U. Ammann, “Predictive current control of a voltage source inverter,” IEEE Trans. Ind. Electron., vol. 54, no. 1, pp. 495–503, Feb. 2007.

P. Cortes, G. Ortiz, J. Yuz, J. Rodriguez, S. Vazquez, and L. Franquelo, “Model predictive control of an inverter with output LC filter for UPS applications,” IEEE Trans. Ind. Electron., vol. 56, no. 6, pp. 1875–1883, Jun. 2009.

R. Vargas, P. Cortes, U. Ammann, J. Rodriguez, and J. Pontt, “Predictive control of a three-phase neutral-point-clamped inverter,” IEEE Trans. Ind. Electron., vol. 54, no. 5, pp. 2697–2705, Oct. 2007.

P. Cortes, A. Wilson, S. Kouro, J. Rodriguez, and H. Abu-Rub, “Model predictive control ofmultilevel cascaded H-bridge inverters,” IEEE Trans. Ind. Electron., vol. 57, no. 8, pp. 2691–2699, Aug. 2010.

P. Lezana, R. Aguilera, and D. Quevedo, “Model predictive control of an asymmetric flying capacitor converter,” IEEE Trans. Ind. Electron., vol. 56, no. 6, pp. 1839–1846, Jun. 2009.

P. Correa, J. Rodriguez, I. Lizama, and D. Andler, “A predictive control scheme for current-source rectifiers,” IEEE Trans. Ind. Electron., vol. 56, no. 5, pp. 1813–1815, May 2009.

M. Rivera, J. Rodriguez, B. Wu, J. Espinoza, and C. Rojas, “Current control for an indirect matrix converter with filter resonance mitigation,” IEEE Trans. Ind. Electron., vol. 59, no. 1, pp. 71–79, Jan. 2012.

P. Correa, M. Pacas, and J. Rodriguez, “Predictive torque control for inverter-fed induction machines,” IEEE Trans. Ind. Electron., vol. 54, no. 2, pp. 1073–1079, Apr. 2007.

M. Odavic, V. Biagini, P. Zanchetta, M. Sumner, and M. Degano, “Onesample- period-ahead predictive current control for high-performance active shunt power filters,” Power Electronics, IET, vol. 4, no. 4, pp. 414–423, Apr. 2011.

IEEE Recommended Practice for Electric Power Distribution for Industrial Plants, IEEE Standard 141-1993, 1994

R. de Araujo Ribeiro, C. de Azevedo, and R. de Sousa, “A robust adaptive control strategy of active power filters for power-factor correction, harmonic compensation, and balancing of nonlinear loads,” IEEE Trans. Power Electron., vol. 27, no. 2, pp. 718–730, Feb. 2012.

M. Sumner, B. Palethorpe, D. Thomas, P. Zanchetta, and M. Di Piazza, “A technique for power supply harmonic impedance estimation using a controlled voltage disturbance,” IEEE Trans. Power Electron., vol. 17,

no. 2, pp. 207–215, Mar. 2002.

S. Ali, M. Kazmierkowski, “PWM voltage and current control of four-leg VSI,” presented at the ISIE, Pretoria, South Africa, vol. 1, pp. 196–201, Jul. 1998

S. Kouro, P. Cortes, R. Vargas, U. Ammann, and J. Rodriguez, “Model predictive control—A simple and powerful method to control power converters,” IEEE Trans. Ind. Electron., vol. 56, no. 6, pp. 1826–1838, Jun. 2009.

D. Quevedo, R. Aguilera, M. Perez, P. Cortes, and R. Lizana, “Model predictive control of an AFE rectifier with dynamic references,” IEEE Trans. Power Electron., vol. 27, no. 7, pp. 3128–3136, Jul. 2012.

Z. Shen, X. Chang, W. Wang, X. Tan, N. Yan, and H. Min, “Predictive digital current control of single-inductor multiple-output converters in CCM with low cross regulation,” IEEE Trans. Power Electron., vol. 27, no. 4, pp. 1917–1925, Apr. 2012.

M. Rivera, C. Rojas, J. Rodriidguez, P. Wheeler, B. Wu, and J. Espinoza, “Predictive current control with input filter resonance mitigation for a direct matrix converter,” IEEE Trans. Power Electron., vol. 26, no. 10, pp. 2794–2803, Oct. 2011.

M. Preindl and S. Bolognani, “Model predictive direct speed control with finite control set of PMSM drive systems,” IEEE Trans. Power Electron., 2012.

T. Geyer, “Computationally efficient model predictive direct torque control,” IEEE Trans. Power Electron., vol. 26, no. 10, pp. 2804–2816, Oct. 2011.

M. I. M. Montero, E. R. Cadaval, and F. B. Gonzalez, “Comparison of control strategies for shunt active power filters in three-phase four-wire systems,” IEEE Trans. Power Electron., vol. 22, no. 1, pp. 229–236, Jan. 2007.

S.-K. Chung, “A phase tracking system for three phase utility interface inverters,” IEEE Trans. Power Electron., vol. 15, no. 3, pp. 431–438, May 2000.

M. Karimi-Ghartemani, S. Khajehoddin, P. Jain, A. Bakhshai, and M. Mojiri, “Addressing DC component in PLL and notch filter algorithms,” IEEE Trans. Power Electron., vol. 27, no. 1, pp. 78–86, Jan. 2012.

L. Czarnecki, “On some misinterpretations of the instantaneous reactive power p-q theory,” IEEE Trans. Power Electron., vol. 19, no. 3, pp. 828– 836, May 2004.


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