Artificial
Neural Network based Three Phase Shunt Active Power Filter
ABSTRACT:
This work
describes artificial neural network (ANN) based control algorithm for three
phase three wire shunt active power filter (SAPF) to compensate harmonics and
improve power quality. System consists of three phase insulated gate bipolar transistors
IGBT based current controlled voltage source inverter (CC-VSI), series coupling
inductor and self supported DC bus. Increasing application of non-linear loads
causes power quality problem. SAPF is one of the possible configurations to
improve power quality. Traditional SAPF have PLL based unit template generator
for extraction of fundamental signal. Traditional PLL needs to be tuned to
obtain optimal performance for frequency estimation. It requires initial
assumptions for fundamental frequency and minimum frequency. With varying
frequency, it can’t be dynamically tuned for optimal performance. A new ANN based
fundamental extraction based on Lavenberg Marquardt back propagation algorithm
is proposed. Proposed SAPF is modeled in Simulink environment. Simulated
results show the capability of proposed system.
KEYWORDS:
1.
Shunt Active Power Filter
2.
Artificial Neural Networks
3.
Indirect Current Control Technique
4.
Power Quality
SOFTWARE:
MATLAB/SIMULINK
BLOCK
DIAGRAM:
Fig.1.
Proposed system configuration block with SAPF
Fig.2.
Source voltages
Fig.3.
Unbalanced load voltages
Fig.4. Unbalanced load currents
unbalance
load condition
Fig.6.
DC link voltage
Fig.7. Active power
Fig.8.
Reactive power
Fig.9.
Power factor
Fig.10.
Harmonic spectrum of load current before compensation for three phase SAPF with
non linear load
Fig.11.
Harmonic spectrum of source currents (phase a, phase b phase c respectively)
after compensation for ANN based three phase APF with non linear load
Fig.12.
Harmonic spectrum of source currents (phase a) after compensation for ANN based
three phase APF with non linear load with unbalance
CONCLUSION:
ANN based phase-locking scheme has been
proposed in this paper to control three phase-three wire shunt APFs. Widrow-Hoff
weights updating algorithm has been incorporated to reduce calculation time in
estimation of harmonic components. To validate effectiveness of proposed approach
for real-time applications, indirect current control theory based controller
has been developed. Design parameters of power circuit and control circuit have
been calculated and robustness of proposed system has been established with Matlab/Simulink.
Simulation result and spectral response show that, obtained source current THDs
is below 5% as prescribed by IEEE-519 standard. Dynamic performance of proposed
approach has been found satisfactory under sudden change in load and frequency.
REFERENCES:
[1] P.
Kumar and D.K. Palwalia, “Decentralized autonomous hybrid renewable power
generation”, Journal of Renew. Energy,
pp. 1-18, 2015.
[2] W.
Dai, T. Huang, and N. Lin, “Design of single-phase shunt active power filter
based on ANN”, IEEE Int. Symp. on Ind.
Electron., pp. 770-774, 2007.
[3] H.
Akagi, Y. Kanazawa, and A. Nabae, “Instantaneous reactive power compensators
comprising switching devices without energy storage components,” IEEE Trans. Ind. Applicat., vol.
IA-20, pp. 625–630, 1984.
[4] H.
Akagi and A. Nabae, “The p-q theory in three-phase systems under nonsinusoidal
conditions,” Eur. Trans. Elect. Power
Eng., vol. 3, no. 1, pp. 27–31, 1993.
[5] H.
Akagi and H. Fujita, “A new power line conditioner for harmonic compensation in
power systems,” IEEE Trans. Power
Delivery, vol. 10, pp. 1570–1575, 1995.