ISSN ONLINE(2278-8875) PRINT (2320-3765)
Neethu Sathyan1 and Fossy Mary Chacko2
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This paper deals with the design and simulation of the performance of synchronous reference frame (SRF) and neural network controlled DSTATCOM along with a zig-zag transformer, implemented on a three phase four wire distribution system as a solution for power quality issues. First part of the paper deals with the design and simulation of SRF controlled DSTATCOM based on three-leg and four-leg VSC topology and performance of both is evaluated and compared. Second part deals with the design and simulation of Neural-Network controlled DSTATCOM based on three leg VSC topology. Then the performance of DSTATCOM using both SRF and Neural Network will be compared. For the three-leg voltage-source- converter (VSC) based DSTATCOM configuration a zig-zag transformer is used for neutral current compensation at the PCC. SRF strategy generates unit vectors from the grid voltage and operates a voltage source inverter. It uses co-ordinate transformations to generate the current reference. Whereas in ANN strategy the Adaline-based current decomposer estimates the reference currents through tracking of unit vectors together with tuning of the weights. The performance of the proposed DSTATCOM system is validated through simulations using MATLAB software with its Simulink and Power System Block set toolboxes.
Keywords |
Distribution Static Compensator (DSTATCOM), Synchronous Reference Frame (SRF), Artificial Neural Network (ANN), Power Quality Improvement, Voltage Source Converter (VSC), Zig-Zag transformer, Point of Common Coupling (PCC) etc. |
INTRODUCTION |
Ideally, the goal of power industry is to supply a purely sinusoidal voltage at fixed amplitude and fixed frequency. Whereas it is the duty of the supplier to provide an almost sinusoidal voltage with less variation in amplitude and frequency, the user also has a part to play in creating such a scenario. |
Power quality problems in the ac distribution systems are mainly due to the proliferation of different types of nonlinear loads, unplanned expansion of the distribution system, etc. These power quality problems include high reactive power burden, harmonic currents, load unbalance, and excessive neutral current. The power quality at the point of common coupling (PCC) is regulated by the various standards such as IEEE-519 standard. A three-phase four-wire distribution static compensator (DSTATCOM) is used for neutral current compensation along with voltage regulation or power factor correction, harmonic elimination, and load balancing in a three-phase four-wire system with linear and nonlinear loads. |
There are many strategies available for the generation of reference source currents for the control of VSC of DSTATCOM for a three-phase four-wire system. In this paper, a control approach based on Synchronous Reference Frame (SRF) strategy& Artificial Neural Network(ANN) is used under non-sinusoidal supply conditions for the three leg & four-leg VSC based DSTATCOM implemented on a three-phase four-wire system. The estimated reference supply current is used for generating the gate pulses for the VSC of the DSTATCOM |
METHODOLOGY |
A. SRF control |
The synchronous reference frame strategy uses co-ordinate transformations to generate the current reference. It employs the well-known Clarke’s Transformation and Park’s Transformation for this purpose. |
1.Reference Signal Estimation. |
The reference supply current is estimated using the sensed load current and voltage at PCC. The SRF method is also known as Id–Iq method. Each current component has an average value or dc component and an oscillating value or ac component as |
The reference source current is therefore as |
where, iloss is the loss current component and iqrreactive power component. |
The reference source current in the a–b–c frame is obtained by reverse transformation of the above current vector: |
2. Current-controlled PWM for generating gating pulses |
In a current controller, the sensed and reference supply currents are compared with a triangular carrier signal to generate the gating signals for six switches. |
B. ANN control |
The basic theory of decomposer is based on the least mean square (LMS) algorithm, and its training is through ADALINE for generating the reference source currents. |
For an ac system, the source voltages and load currents have harmonic components along with fundamental components |
Where V1andVnare the peaks of the fundamental and harmonic components of the voltage. Similarly, I1 and In are the peaks of the fundamental and harmonic components of the current. The unit template for three phases can be represented as |
WhereIpandIqare the active and reactive power components of the load current, respectively. The estimates of the fundamental active power and fundamental reactive power components of the load current for a single phase are obtained by estimating the respective weights corresponding to the fundamental active components of the load current (wpa, wpb, wpc) and the weights corresponding to the fundamental reactive components of the load current (wqa, wqb, wqc). The weights are updated using the LMS algorithm. |
Whereη is the coefficient of convergence and its value lies between 0 and 1. It is used as 0.2 in this LMS algorithm. The average weight corresponding to the active and reactive components of the load is shown as |
Two Proportional–Integral (PI) controllers are used for controlling the dc bus voltage and ac terminal voltage. This PI controller estimates the loss component of the source current (Wloss), and hence, this is added with the Wp . The second PI controller is used over the amplitude of PCC voltage and reference values, and it estimates the reactive component of the DSTATCOM current (Wqr), and hence, this is added with the Wq. |
Now, the real and reactive components of the reference source currents are computed as |
The reference source currents are obtained as the sum of active and reactive power currents as |
The reference source currents in three phases are used for the control of the three-leg VSC. The sensed and reference source currents are compared, and the error is used to generate the gating signals for the IGBT switches |
MODELLING |
The four-leg VSC based DSTATCOM and three-leg VSC and the zig-zag transformer-based DSTATCOM for a threephase four-wire system are modelled using SRF and ANN control strategies and simulated using MATLAB and its Simulink and Sim Power System (SPS) toolboxes The multiwinding transformer model available in the SPS is used for modelling the zig-zag transformer. The ripple filter is connected to the VSC of the DSTATCOM for filtering the ripple in the PCC voltage. The system data are given in the Appendix. |
The control algorithm for the DSTATCOM is also modelled in MATLAB. The reference source currents are derived from the sensed PCC voltages (VSa, VSb, VSc), load currents (iLa, iLb, iLc), and the dc bus voltage of DSTATCOM (Vdc). Following figures shows the Simulink model of the DSTATCOM based on the different control strategies and the previous mentioned configurations. A pulse-width modulated (PWM) current controller is used over the reference and sensed source currents to generate the gating signals for the IGBTs of the VSC of the DSTATCOM. The switching frequency is set as 10 kHz. |
A. Three phase four wire system without DSTATCOM |
B. Three phase four wire system with 4leg VSC based SRF controlled DSTATCOM |
The three-phase four-wire DSTATCOM is used for reactive power and harmonic current compensation along with load balancing and neutral current compensation. There is 3 phase wire and one neutral wire. The first three legs will provide compensating currents for the three phases, while the fourth leg provides the compensating current for neutral. |
C. Three phase four wire system with 3leg VSC based SRF controlled DSTATCOM |
In three-leg VSC based DSTATCOM there is no fourth leg to provide compensation for neutral current. Hence a zig-zag transformer is incorporated to provide neutral current compensation. |
D. Three phase four wire system with 3leg VSC based ANNcontrolled DSTATCOM |
SIMULATION RESULTS |
The performance of DSTATCOM for PCC voltage regulation, harmonic elimination, neutral current compensation and load balancing, is shown in following graphs. The performance of the three-phase VSC-based DSTATCOM for PCC voltage regulation, along with neutral current compensation and load balancing of a three-phase four-wire linear load, is shown in above Figures. It is observed that the amplitude of PCC voltage (VS) is regulated to the reference amplitude by the required reactive power compensation and that the source neutral current (isn) is maintained at nearly zero because of the zig-zag transformer. The dc bus voltage of the capacitor (Vdc) of the VSC of DSTATCOM is regulated by the controller, and the dc voltage is maintained near the reference dc voltage under varying load disturbances. The total harmonic distortion (THD) of source current is observed to be less than 5%, which meets the requirement of IEEE-519 standard. |
A. System without DSTATCOM |
The result shows that for linear load the source current and load (pcc) voltage is purely sinusoidal and for non-linear load the source current and load (pcc) voltage is very much distorted. FFT analysis shows that the THD content in pcc voltage, source current and load current is very high about 5.05% , 27.39% and 27.39%. |
B. SRF control strategy |
1. FOUR-LEG VSC based DSTATCOM |
It has better performance than conventional filters. But the higher power rating of inverters increase the cost of system. Also it can be applied only for 3 phase 4 wire systems. The terminal voltage is maintained to the reference voltage by adjusting the reactive power injection.. FFT analysis shows that the THD content in pcc voltage and load current is very high about 4.37% and 25.53%, but source current is reduced to 3.12%. |
2. THREELEG VSC based DSTATCOM |
It has better performance than 4 leg VSC based DSTATCOM. It can be designed for both 3 phase 3 wire and 4 wire systems. It is cost effective too. The supply neutral current is nearly zero and it verifies the propercompensation by the zig-zag transformer. Power rating of converter can be reduced. The terminal voltage ismaintained to the reference voltage by adjusting the reactive power injection.. FFT analysis shows that theTHD content in pcc voltage and load current is very high about 4.8% and 26.81%, but source current is reduced to 1.42%. |
C. ANN control strategy |
Neural Network strategy has better performance than SRF control strategy and it is cost effective too. Thesupply neutral current is nearly zero and it verifies the proper compensation by the zig-zag transformer. Theterminal voltage is maintained to the reference voltage by adjusting the reactive power injection. It is alsoobserved that the dc bus voltage of DSTATCOM is maintained at the reference value under all disturbances. FFT analysis shows that the THD content in pcc voltage and source current is very high about 6.37% and 22.1%,but source current is reduced to 0.62%. |
D. THD Analysis of system with non-linear load |
It is observed that by the use of SRF and ANN control techniques though the load current and PCC voltage harmonics remain uncompensated, the harmonic content in the source current is reduced and attained IEEE standard. By comparing the THD content, it is obvious that 3leg VSC based ANN controlled DSTATCOM gives better harmonics mitigation than 3-leg and 4-leg VSC based SRF controlled DSTATCOM. |
The 3-leg VSC based DSTATCOM system with zig-zag transformer has been found to be effective for compensating the zero-sequence fundamental and harmonic neutral currents than a 4-leg VSC based DSTATCOM system. By comparing the neutral current, it is obvious that 3leg VSC based ANN controlled DSTATCOM gives better load balancing and neutral current compensation than 3-leg and 4-leg VSC based SRF controlled DSTATCOM. The uncompensated neutral current is of about 0.2A and its limited to a value less than 0.1A for SRF controlled DSTATCOM and it is further reduced to a value less than 0.05A for ANN controlled DSTATCOM. |
CONCLUSION |
The analysis & simulation of a three-phase four-wire DSTATCOM controlled with SRF and ANN its performance has been demonstrated for neutral current elimination along with reactive power compensation, harmonic elimination, and load balancing. It is observed that the amplitude of PCC voltage is regulated to the reference amplitude by the required reactive power compensation and that the source neutral current is maintained at nearly zero because of the zig-zag transformer. The dc bus voltage of the capacitor of the VSC of DSTATCOM is regulated by the controller, and the dc voltage is maintained near the reference dc voltage. The total harmonic distortion (THD) of source current is observed to be less than 5%, which meets the requirement of IEEE-519 standard. |
But on comparing between SRF and ANN it has been found that the ANN control technique is simple to implement & fast in response. Also, ANN reduces waveform distortion and THD of the PCC voltage and source current much better than SRF. It also reduces the initial phase shifting and waveform settling time. |
References |
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