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.
[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.
[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.
@article{"International Journal of Electrical, Electronic and Communication Sciences:54419", author = "Mashitah Mohd Hussain and Salleh Serwan and Zuhaina Hj Zakaria", title = "Nodal Load Profiles Estimation for Time Series Load Flow Using Independent Component Analysis", abstract = "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.", keywords = "Electrical Distribution System, Power Flow
Solution, Distribution Network, Independent Component Analysis,
Newton Raphson, Power System Simulation for Engineering.", volume = "6", number = "12", pages = "1435-6", }