An Optimal Load Shedding Methodology for Radial Power Distribution Systems to Improve Static Voltage Stability Margin using Gravity Search Algorithm

Authors

  • Aziah Khamis Faculty of Electrical, Universiti Teknikal Malaysia Melaka, Malaysia
  • H. Shareef Department of Electrical, Electronic and System Engineering, Universiti Kebangsaan Malaysia, Malaysia
  • A. Mohamed Department of Electrical, Electronic and System Engineering, Universiti Kebangsaan Malaysia, Malaysia
  • Erdal Bizkevelci Power Systems Department, Tubitak Uzay, Ankara, Turkey

DOI:

https://doi.org/10.11113/jt.v68.2933

Keywords:

Voltage stability margin (VSM), gravity search algorithm (GSA), linear static index, Radial Distribution system (RDS)

Abstract

Voltage stability is one of the major concerns in operational and planning of modern power system. Many strategies have been implemented to avoid voltage collapse, which the load shedding considered as the last option. However, optimization is needed to estimate the minimum amount to shed so as to prevent voltage instability. In this paper, an effective method is presented for estimating the optimal amount of load to be shed in a distribution system based on the gravitational search algorithm (GSA). The voltage stability margin (VSM) of the system has been considered in the objective function. The optimization problem is formulated to maximize the VSM of the system and at the same time satisfying the operation and security constraints. The optimum solution depends on the predefined constraints such as the number of load buses available to shed and the maximum amount of load permitted to shed. Simulation result conducted on the IEEE 33 bus radial distribution system shows that the system voltage stability can be improved by optimally shedding the loads at critical system buses. The results also indicate that the numbers of load buses available for load shedding does not have a significant impact on voltage stability margin, but it is highly dependent on the maximum amount of load permitted to shed. 

References

Harrison, P. Consideration when Planning a Load Shedding Programme. Brown Bovcri Rev. 10: 593–598.

Zadeh, S. G., Madani, R., Seyedi, H., Mokari, A. and Zadeh, M. B. 2012. New Approaches to Load Shedding Problem in Islanding Situation in Distribution Networks with Distributed Generation. Cired Workshop, 2012. 1–4.

Aoki, K., Nara, N., Itoh, M., Satoh, T. and Kuwabara, H. 1989. A New Algorithm F Service Restoration in Distribution Network. IEEE PWRD. 4(3): 1832–1839.

Deb, C. and Bhujanga B. C. 2003. A Preventive/Corrective Model for Voltage Stability Incorporating Dynamic Load Shedding. International Journal Electric Power Energy System. 25(5): 363–376.

Shilling, S.R. 1997. Electrical Transient and Under Frequency Load Shedding Analysis for a Large Pump Station. IEEE Trans. Ind. Appl. 33(1): 194–201.

B. A, T. D, and P. K. 1996. Optimal Reactive Power Dispatch Algorithm for Voltage Stability Improvement. Int. J. Electr. Power Energy Syst. 18: 461–468.

K. P. and C. H. 1986. Estimating the Voltage Stability of Power System. IEEE Trans Power Syst. 1: 346–54.

N. M., H. Y., K. T., and W. S. I. 1998. Studies on VIPI based Control Methods for Improving Voltage Stability. Int. J. Electr. Power Energy Syst. 20: 141–6.

M. M. Hamada, M. a. a. Wahab, and N. G. a. Hemdan, 2010. Simple and Efficient Method for Steady-state Voltage Stability Assessment of Radial Distribution Systems. Electr. Power Syst. Res. 80(2): 152–160.

Devaraj, D. and Roselyn, J. P. 2010. Genetic Algorithm Based Reactive Power Dispatch for Voltage Stability Improvement. International Journal of Electrical Power and Energy Systems. 32(10): 1151–1156.

Malekpour, A. R., Seifi, A. R, Hesamzadeh, M. R., Hosseinzadeh, N. 2008. An Optimal Load Shedding Approach for Distribution Networks with Dgs Considering Capacity Deficiency Modeling of Bulked Power Supply. Australasian Universities Power engineering Conference (AUPEC’08). 1–7.

Luan, W. P., Irving, M. R., Daniel, J. S., 2002. Genetic Algorithm for Supply Restoration and Optimal Load Shedding in Power System Distribution Network. IEE proc. GTD. 25: 363–76.

L. D. Arya, Pushpendra Singh, L. S. Titare, 2012. Differential Evolution Applied for Anticipatory Load Shedding with Voltage Stability Considerations. International Journal of Electrical Power and Energy System. 42(1): 644–652.

Sharma, B. and M. Pandit. 2012. Security Constrained Optimal Power Flow Employing Particle Swarm Optimization. Electrical, Electronics and Computer Science (SCEECS), 2012 IEEE Students' Conference on. IEEE.

Kalyani, S. and K. S. Swarup. 2011. Particle Swarm Optimization Based K-Means Clustering Approach for Security Assessment in Power Systems. Expert Systems with Applications. 38(9): 10839–10846.

Kalyani, S. and K. S. Swarup. 2011. Classifier Design for Static Security Assessment Using Particle Swarm Optimization. Applied Soft Computing. 11(1): 658–666.

I. S. Saeh, M.W.Mustafa, 2014. Artificial Neural Network for Power System Security Assessment: A Survey. Jurnal Teknologi. 66(1): 35–41.

Xu Fu and Xifan Wang, 2007.Load Shedding Scheme Ensuring Voltage Stability. Power Engineering Society General Meeting. 1–6.

Bijwe, P. R., Tare, R. S., Kelapure, S. M. 1999. Anticipatory Load Shedding Scheme for Loadiability Enhancement. IEE Proc GTD. 146(3): 483–90.

Echavarren, F. M., Lobato, E., Rouco, L. 2006. A Corrective Load Shedding Scheme to Mitigate Voltage Collapse. International Journal Electric Power Energy System. 28: 58–64.

Haque, M. H. 2006. A Linear Static Voltage Stability Margin for Radial Distribution System. IEEE Power Engineering Society General Meeting. 639798: 1–6.

E. Rashedi, H. Nezamabadi-pour, and S. Saryazdi.2009.GSA: A Gravitational Search Algorithm. Information Sciences (Ny). 179: 232–2248.

Downloads

Published

2014-05-01

How to Cite

An Optimal Load Shedding Methodology for Radial Power Distribution Systems to Improve Static Voltage Stability Margin using Gravity Search Algorithm. (2014). Jurnal Teknologi, 68(3). https://doi.org/10.11113/jt.v68.2933