Development of an Improved Particle Swarm Optimization (PSO) and its Application to Induction Motor Soft-Starting
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This paper reports the design and testing of a soft starter for induction motor drives. The motor current regulation during starting is formulated as an optimization problem and the solution is obtained through an improved version of Particle Swarm Optimization (PSO). The enhancement in standard PSO is obtained by suitably integrating three attributes, namely probabilistic approach, Elitism and population modification borrowed from other existing biologically inspired optimization techniques such as Genetic Algorithm (GA), Bees GA, Artificial Immune System (AIS) etc. In the improved version, at the end of one iteration, the best particle is retained and the rest of the population is replaced by newly generated particles; this replacement is based on a probability. The new PSO is first tested on a set of standard test functions and after ascertaining its superiority, the proposed PSO is employed for soft starting of induction motor. The optimised values of Proportional-Integral (PI) controller obtained through the new PSO when tested on the d-q axis model of the squirrel cage induction motor, shows enhanced starting dynamics. The theoretical predictions on the motor are validated through extensive experimental results
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R. F. McElveen, and M. K.Toney, “Starting high inertia loads,” IEEE Trans. Ind. Appl., vol. 37, no. 1, pp. 137–144, Jan./Feb. 2001.
E. P. Dick, B. K. Gupta, P. Pillai, A. Narang, T. S. Lauber, and D. K. Sharma, “Prestriking voltages associated with motor breaker closing,” IEEE Trans. Energy Convers., vol. 3, no. 4, pp. 855–863, Dec. 1988.
H. G. Tempelaar, “Determination of transient voltages caused by switching of high voltage motors,” IEEE Trans. Energy Convers., vol. 3, no. 4, pp. 806–814, 1988.
P. J Colleran and W. E. Rogers, “Controlled Starting of AC Induction Motors ,” IEEE Trans. Ind. Appl., IA-22, pp. 1014–1018, vol-IA-19,Dec 1983.
F. M. Bruce, R. J. Graefe, A. Lutz and M. D. Panlener, “Reduced-voltage starting of Squirrel-cage Induction motors,” IEEE Trans. Ind. Appl., vol. IA-20, pp. 46–55, Jan./Feb. 1984.
J. Bowerfind, and S. J. Campbell, “Application of solid-state AC motor starters in the pulp and paper industry,” IEEE Trans. Ind. Appl., IA-22, pp. 109–114, Jan./Feb. 1986.
D. Gufflet, and P. Malkin, “Solid state medium voltage contactor,” IEE Proc. B, Electr. Power Appl., vol. 140, no. 2, pp. 147–151, March 1993.
R. S. J. Iyengar and V. V. Sastry, “Fuzzy Logic based soft-starter for Induction motor drives,”Industrial applications conference., 1995., Thirtieth IAS Annual Meeting, IAS ’95, Conference record of the IEEE 1995, pp.121-128 .
V. V. Sastry, M. R. Prasad, and T. V. Sivakumar, “Optimal soft starting of voltage-controller-fed IM drive based on voltage across thyristor,” IEEE Trans. Power Electron., vol. 12, no. 6, pp. 1041–1051, Nov. 1997.
Cadirci, M. Ermis, E. Nalcaci, B. Ertan and M. Rahman, “A Solid state direct on line starter for medium voltage Induction motors with minimized current and torque pulsations,” IEEE Trans on Energy conversion., vol. 14, no. 3, pp. 402–412, Sep. 1999.
G. Zenginobuz and I. Cadirci, “Soft Starting of Large Induction Motors at Constant Current with minimized starting torque pulsations,” IEEE Trans. Industry Applications., vol. 37, no. 5, pp. 1334–1347, Oct 2001.
W. N. Li, J. G. Lu, M. S. Liu, and J Zhao, “Design of Intelligent Soft-start Controller for Induction Motor,” Proceedings of Third International Conference on Machine Learning and Cybernetics, Shanghai, 26-29 August 2004, pp. 908-912.
G. Zenginobuz, I. Cadirci, M Erimis, and C. Barlak, “Performance Optimization of Induction Motors During Voltage-Controlled Soft Starting,” IEEE Trans. Energy Convers., vol. 19, no. 2, , pp. 278-288, June 2004.
Gastli and M. M. Ahmed, “ANN-based Soft starting of voltage-controlled-fed IM Drive system,” IEEE Trans on Energy conversion, vol. 20, no. 3, pp. 497–503, Sep. 2005.
F. Blaabjerg, J. K. Pedersen, S. Rise, H. Hansen and A. M. Trzynadlowski, “Can soft-starters help save energy?” IEEE Industry Applications Magazine., pp.56–66, sep/Oct 1997.
K. Sundareswaran and B. M.Jos, “Development and analysis of novel soft-starter/Energy-saver topology for delta-connected induction motors,” IEE Proc. - Electr. Power Appl.,vol. 152, no. 4, July 2005.
Pinjia Zhang, Bin Lu, and Thomas G. Habetler, “A Remote and sensor less stator winding resistance estimation method for thermal protection of soft- starter- connected induction machines,” IEEE Transactions on Industrial Electronics, vol. 55, no. 10, pp. 3611–3618,Oct. 2008.
Pinjia Zhang, Yi Du, Jing Dai, Thomas G.Habetler, and Bin Lu, “Impaired-cooling-condition detection using dc-signal injection for soft-starter- connected induction motors,” IEEE Transactions on Industrial Electronics, vol. 56, no. 11, pp. 4642–4650, Nov. 2009.
Chia-Chou Yen and Nabeel A.O. Demerdash, “Fault-Tolerant Soft Starter Control of Induction Motors with Reduced Transient Torque Pulsations,” IEEE Transactions on Energy conversion, Vol.24, no.4, pp.848-859, December 2009.
Jing Wu; Rongxiang Zhao; Zhe Shang;, "The Design of Soft Starter for AC Motors Based on Single Neuron PI Regulator," Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on, vol.1, no., pp.3009-3013.
K. Sundareswaran, P. SrinivasaraoNayak,” Ant colony based feedback controller design for soft-starter fed induction motor drive,” Applied Soft Computing, Volume 12, Issue 5, May 2012, pp. 1566-1573.
J. Kennedy and R. Eberhart, “Particle swarm optimization,” in Proc. IEEE Intl. Conf. Neural Netw., 1995, vol. 4, pp. 1942–1948.
R. C. Eberhart and Y. Shi, “Guest editorial,” IEEE Trans. Evolut. Comput. (Special Issue on Particle Swarm Optimization), vol. 8, no.3, pp. 201–203, Jun. 2004.
J. Kennedy, “The behavior of particles,” in Proc. 7th Ann. Conf. Evolut. Program., San Diego, CA, 1998, pp. 581–589.
Jacob Robinson and YahyaRahmat-Samii, “Particle Swarm Optimization in Electromagnetics,” IEEE Transactions on Antennas and Propagation, Vol. 52, No. 2, pp 397-407, February 2004.
Frans van den Bergh and Andries P. Engelbrecht, “Self-Organizing Hierarchical Particle Swarm Optimizer With Time-Varying Acceleration Coefficients,” IEEE Transactions on Evolutionary Computation, Vol. 8, No. 3, pp 240-255, June 2004.
Narne, R., Chandra Panda, P., Co-ordinated design of PSS with multiple FACTS controllers in multi-machine power system using advanced adaptive PSO, (2013) International Review of Electrical Engineering (IREE), 8 (2), pp. 858-866.
Syai'in, M., Lian, K.L., Soeprijanto, A., Digital generator capability curve for improving optimal power flow based on IPSO, (2013) International Review of Electrical Engineering (IREE), 8 (2), pp. 912-918.
Frans van den Bergh and Andries P. Engelbrecht, “A Cooperative Approach to Particle Swarm Optimization,” IEEETransactions on Evolutionary Computation, Vol. 8, No. 3, pp 225-239, June 2004.
D.Dasgupta,“Artificial Immune Systems and Their Applications.” Ed, Springer-verlay, 1999.
Christopher Columbus, C., Simon, S.P., A hybrid artificial bee colony approach for security constrained unit commitment, (2012) International Review of Electrical Engineering (IREE), 7 (4), pp. 5155-5166.
K.Sundereswaran, V.T. Sreedevi,“Boost Converter controller design Using Queen Bee assisted GA,” IEEE Transactions on Industrial Electronics, vol.56, issue 3,PP.778-783,March 2009.
Zongzhao Zhou, Yew Soon Ong, Prasanth B. Nair, Andy J. Keane and Kai Yew Lum, “Combining Global and Local Surrogate Models to Accelerate Evolutionary Optimization,” in IEEE Trans. on Systems, Man and Cybernetics, Vol. 37 No. 1 pp. 66 – 76, 2007.
R. Krishnan, “Electrical Motor Drive, Modeling, Analysis and Control”, Prentice-Hall of India, New Delhi, 2002.
FaridGolnaraghi, Benjamin C. Kuo, “Automatic Control Systems”, John Wiley & Sons, Inc., USA, 2009.
Esposito, F., Isastia, V., Meo, S., PSO based energy management strategy for pure electric vehicles with dual energy storage systems, (2010) International Review of Electrical Engineering (IREE), 5 (5), pp. 1862-1871.
Damiano, A., Gatto, G., Marongiu, I., Meo, S., Perfetto, A., Serpi, A., Single-stage grid connected PV inverter with active and reactive power flow control via PSO-PR based current controlled SVPWM, (2012) International Review of Electrical Engineering (IREE), 7 (4), pp. 4647-4654.
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