DOI: 10.7763/IJCEE.2009.V1.5
Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator
Abstract—unbalanced loads in three phase systems produce undesired negative and zero sequence currents. Negative sequence currents will cause excessive heating of electrical machines, saturation of transformers, ripple in rectifiers or even instability problems of generators. Zero sequence currents cause not only excessive power losses in neutral lines but also protection and interference problems. To achieve a balanced operation for unbalanced AC system and improve power transfer capability, reactive compensation is used. This study use Artificial Neural Network (ANN)deals with an active scheme aiming to attenuate the negative sequence component of the line currents associated with an unbalanced three phase load. The system also assures a unity power factor at the load bus. The proposed structure uses a Y-connected capacitor bank and _-connected thyristor reactor which is controlled by ANN, So that, the amount of reactive power is being controlled. Three different networks are learned by both real and imaginary part for three phase load currents (Ix, Iy, Iz). Hundreds of unbalanced cases in a 33 (KV) system are simulated for this purpose. Study show that ANN-based reactive power compensation is completely suitable for an on-line load balancing and reactive power compensation in the system by measuring both real and imaginary part of three phase load currents and processing them by ANN.
Index Terms—ANN, Load balancing, Static VAR compensation
Ismail K. Said is with the Electrical Department of Salahaddin University,Erbil, Iraq.
Marouf Pirouti is with the Electrical Department of Salahaddin university,Erbil,Kurdistan region, Iraq, Email: m.pirouti@gmail.com,Tel:00964-7504716749
Cite: Ismail K. Said and Marouf Pirouti, "Neural network-based Load Balancing and Reactive Power Control by Static VAR Compensator," International Journal of Computer and Electrical Engineering vol. 1, no. 1, pp. 25-31, 2009.
General Information
What's New
-
Jun 03, 2019 News!
IJCEE Vol. 9, No. 2 - Vol. 10, No. 2 have been indexed by EI (Inspec) Inspec, created by the Institution of Engineering and Tech.! [Click]
-
May 13, 2020 News!
IJCEE Vol 12, No 2 is available online now [Click]
-
Mar 04, 2020 News!
IJCEE Vol 12, No 1 is available online now [Click]
-
Dec 11, 2019 News!
The dois of published papers in Vol 11, No 4 have been validated by Crossref
-
Oct 11, 2019 News!
IJCEE Vol 11, No 4 is available online now [Click]
- Read more>>