Neural-network security-boundary constrained optimal power flow

IEEE Transactions on Power Systems

Volumn 26, Issue 1, 2011, Pages 63-72

  Gutierrez Martinez, Victor J ^a   Cañizares, Claudio A ^b   Fuerte Esquivel, Claudio R ^a   Pizano Martinez, Alejandro ^a   Gu, Xueping ^c  

^a UNIVERSIDAD MICHOACANA DE SAN NICOLÁS DE HIDALGO   (Mexico)

^b UNIVERSITY OF WATERLOO   (Canada)

^c NORTH CHINA ELECTRIC POWER UNIVERSITY   (China)

Author keywords

Neural network; optimal power flow; power system security; power system stability

Indexed keywords

BACK-PROPAGATION NEURAL NETWORKS; BENCHMARK SYSTEM; CLOSED FORM; COMPETITIVE ELECTRICITY MARKETS; DIFFERENTIABLE FUNCTIONS; MAPPING FUNCTIONS; MODEL STABILITY; NEW APPROACHES; OPERATING POINTS; OPTIMAL DISPATCH; OPTIMAL POWER FLOW PROBLEM; OPTIMAL POWER FLOWS; POWER SYSTEM SECURITY; POWER SYSTEM STABILITY; SECURITY CONSTRAINT; SOLUTION PROCESS; SYSTEM SECURITY;

ACOUSTIC GENERATORS; ELECTRIC LOAD FLOW; NEURAL NETWORKS; OPTIMIZATION; SYSTEM STABILITY;

NETWORK SECURITY;

EID: 79151473686     PISSN: 08858950     EISSN: None     Source Type: Journal    
DOI: 10.1109/TPWRS.2010.2050344     Document Type: Article

References (32)

1. P. Hines, J. Apt, and S. Talukdar, "Trends in the history of large blackouts in the United States," in Proc. IEEE-PES General Meeting, Jul. 2008, pp. 8-8.
2. Final Report on the August 14, 2003 Blackout in the United States and Canada: Causes and Recommendations, U. S.-Canada Power System Outage Task Force, 2004.
3. C. A. Cañizares and S. K. M. Kodsi, "Power system security in market clearing and dispatch mechanisms," in Proc. IEEE-PES General Meeting, Jun. 2006, pp. 6-6.
4. H. Ghasemi and A. Maria, "Benefits of employing an on-line security limit derivation tool in electricity markets," in Proc. IEEE-PES General Meeting, Jul. 2008, pp. 6-6.
5. D. Gan, R. J. Thomas, and R. D. Zimmerman, "Stability-constrained optimal power flow," IEEE Trans. Power Syst., vol. 15, no. 2, pp. 535-540, May 2000.
6. S. Bruno, E. D. Tuglie, and M. La Scala, "Transient security dispatch for the concurrent optimization of plural postulated contingencies," IEEE Trans. Power Syst., vol. 17, no. 3, pp. 707-714, Aug. 2002.
7. C. A. Cañizares, W. Rosehart, A. Berizzi, and C. Bovo, "Comparison of voltage security constrained optimal power flow techniques," in Proc. IEEE-PES Summer Meeting, Vancouver, BC, Canada, Jul. 2001, pp. 1680-1685.
8. P. A. Lof, T. Smed, G. Andersson, and D. J. Hill, "Fast calculation of a voltage stability index," IEEE Trans. Power Syst., vol. 7, no. 1, pp. 54-64, Feb. 1992.
9. S. K. M. Kodsi and C. A. Cañizares, "Application of a stability constrained optimal power flow to tuning of oscillation controls in competitive electricity markets," IEEE Trans. Power Syst., vol. 22, no. 4, pp. 1944-1954, Nov. 2007.
10. R. J. Avalos, C. A. Cañizares, and M. F. Anjos, "A practical voltagestability- constrained optimal power flow," in Proc. IEEE-PES General Meeting, Jul. 2008.
11. B. Jayasekara and U. Annakkage, "Derivation of an accurate polynomial representation of the transient stability boundary," IEEE Trans. Power Syst., vol. 21, no. 4, pp. 1856-1863, Nov. 2006.
12. M. Aggoune, M. A. El-Sharkawi, D. C. Park, M. J. Damborg, and R. J. Marks, II, "Preliminary results on using artificial neural networks for security assessment," IEEE Trans. Power Syst., vol. 6, no. 2, pp. 252-258, May 1991.
13. A. R. Eduards, K. W. Chan, R. W. Dunn, and A. R. Daniels, "Transient stability screening using artificial neural networks within a dynamic security assessment," Proc. Inst. Elect. Eng., Gen., Transm., Distrib., vol. 143, no. 2, pp. 129-134, Mar. 1996.
14. J. D. McCalley, S. Wang, R. T. Treinen, and A. D. Papalexopoulos, "Security boundary visualization for power systems operation," IEEE Trans. Power Syst., vol. 12, no. 2, pp. 940-947, May 1997.
15. S. Sahari, A. F. Abdin, and T. K. Rahaman, "Development of artificial neural network for voltage stability monitoring," in Proc. National Power Engineering Conf., Dec. 2003, pp. 37-42.
16. X. Gu and C. A. Cañizares, "Fast prediction of loadability margins using neural networks to approximate security boundaries of power systems," IET Gen., Transm., Distrib., vol. 1, no. 3, pp. 466-475, May 2007.
17. V. Miranda, J. N. Fidalgo, J. A. Pecas Lopes, and L. B. Almeida, "Real time preventive actions for transient stability enhancement with a hybrid neural network-optimization approach," IEEE Trans. Power Syst., vol. 10, no. 2, pp. 1029-1035, May 1995.
18. P. W. Sauer and M. A. Pai, Power System Dynamics and Stability. Englewood Cliffs, NJ: Prentice-Hall, 1988.
19. V. Venkatasubramanian, H. Schättler, and J. Zaborsky, "Local bifurcations and feasibility regions in differential-algebraic systems," IEEE Trans. Autom. Control, vol. 40, no. 12, pp. 1992-2013, Dec. 1995.
20. S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed. Englewood Cliffs, NJ: Prentice-Hall, 1999.
21. H. Demoth, M. Beale, and M. Hagan, Neural Network Toolbox 6. Natick, MA: Mathworks.
22. T. T. Nguyen, "Neural network load flow," Proc. Inst. Elect. Eng., Gen., Transm., Distrib., vol. 142, no. 1, pp. 51-58, Jan. 1995.
23. E. Bompard, E. Carpaneto, G. Chicco, and G. Gross, "The role of load demand elasticity in congestion management and pricing," Proc. IEEE-PES Summer Meeting, pp. 2229-2234, Jul. 2000.
24. A. Pizano-Martinez, C. R. Fuerte-Esquivel, H. Ambriz-Perez, and E. Acha, "Modeling of VSC-based HVDC systems for a Newton-Raphson OPF algorithm," IEEE Trans. Power Syst., vol. 22, no. 4, pp. 1794-1803, Nov. 2007.
25. C. R. Fuerte-Esquivel, E. Acha, S. G. Tan, and J. J. Rico, "Efficient object oriented power systems software for the analysis of large scale networks containing facts-controlled branches," IEEE Trans. Power Syst., vol. 12, no. 2, pp. 464-472, May 1998.
26. R. Fourer, D. M. Gay, and B. W. Kernighan, AMPL: A Modeling Language for Mathematical Programming, 2nd ed. Pacific Grove, CA: Thomson/Brooks/Cole, 2003.
27. KNITRO [Online]. Available: http://www.ziena.com
28. P. Kundur, Power System Stability and Control. New York: McGraw- Hill, 1994.
29. F. Milano, "An open source power system analysis toolbox," IEEE Trans. Power Syst., vol. 20, no. 3, pp. 1199-1206, Aug. 2005.
30. UWPFLOW, Apr. 2006. [Online]. Available: http://thunderbox.uwaterloo. ca/∼claudio/software/pflow.htm.
31. Power Systems Test Case Archive, Electrical Engineering, Univ. Washington. [Online]. Available: http://www.ee.washington.edu/research/ pstca/.
32. Voltage Stability Assessment: Concepts, Practices and Tools. IEEE/PES Power System Stability Subcommittee, Tech. Rep. SP101PSS, 2002.