Nodal Load Profiles Estimation for Time Series Load Flow Using Independent Component Analysis

This paper presents a method to estimate load profile in a multiple power flow solutions for every minutes in 24 hours per day. A method to calculate multiple solutions of non linear profile is introduced. The Power System Simulation/Engineering (PSS®E) and python has been used to solve the load power flow. The result of this power flow solutions has been used to estimate the load profiles for each load at buses using Independent Component Analysis (ICA) without any knowledge of parameter and network topology of the systems. The proposed algorithm is tested with IEEE 69 test bus system represents for distribution part and the method of ICA has been programmed in MATLAB R2012b version. Simulation results and errors of estimations are discussed in this paper.




References:
[1] F. S. Abu-Mouti and M. E. El-Hawary, "An enhanced power flow
solution algorithm for radial distribution feeder systems," in Electrical
and Computer Engineering (CCECE), 2010 23rd Canadian Conference
on, 2010, pp. 1-6.
[2] P. R. Babu, M. P. V. V. R. Kumar, V. S. Hemachandra, and M. P. R.
Vanamali, "A novel power flow solution methodology for radial
distribution systems," in Computational Technologies in Electrical and
Electronics Engineering (SIBIRCON), 2010 IEEE Region 8
International Conference on, 2010, pp. 507-512.
[3] Y. Hui, W. Fushuan, and W. Liping, "Newton-Raphson on power flow
algorithm and Broyden Method in the distribution system," in Power
and Energy Conference, 2008. PECon 2008. IEEE 2nd International,
2008, pp. 1613-1618.
[4] R. P. Klump and T. J. Overbye, "A new method for finding low-voltage
power flow solutions," in Power Engineering Society Summer Meeting,
2000. IEEE, 2000, pp. 593-597 vol. 1.
[5] L. Huaiwei and D. Niebur, "Exploring independent component analysis
for electric load profiling," in Neural Networks, 2002. IJCNN '02.
Proceedings of the 2002 International Joint Conference on, 2002, pp.
2144-2149.
[6] A. Hyvarinen, "Fast and robust fixed-point algorithms for independent
component analysis," Neural Networks, IEEE Transactions on, vol. 10,
pp. 626-634, 1999.
[7] K. Z. A. Hamouda, "Efficient Load Flow Method for Radial
Disribution Feeders," Journal of Applied Sciences 6 (13), vol. 2741-
2748, 2006.
[8] J. F. Cardoso, "Blind signal separation: statistical principles,"
Proceedings of the IEEE, vol. 86, pp. 2009-2025, 1998.
[9] A. Hyvarinen, "Independent Component Analysis: Algorithm and
Applications," vol. 13(4-5), pp. 411-430, 2000.
[10] A. H. a. E. Oja, "Independent Component Analysis: Algorithms and
Applications," vol. 13(4-5), pp. 411-430, 2000.
[11] L. Yuanqing, W. Jun, and J. M. Zurada, "Blind extraction of singularly
mixed source signals," Neural Networks, IEEE Transactions on, vol.
11, pp. 1413-1422, 2000.