ANN-Based Reference Voltage Generation Scheme for Control of Dynamic Voltage Restorer

ANN-Based Reference Voltage Generation Scheme for Control of Dynamic Voltage Restorer

Meet R. Patel, Amit Vilas Sant
DOI: 10.4018/IJSESD.302462
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Abstract

Dynamic voltage restorer (DVR) is usually employed to mitigate sag/swell in supply voltages so that load voltage is regulated at nominal value. This paper proposes artificial neural network (ANN) based reference voltage generation (RVG) scheme for the control of 3-phase DVR. ANN replaces the traditional control of DVR, which involves abc-dq0 and dq0-abc transformations, estimation of d-q axes voltage errors and proportional-integral (PI) controllers along with their tuning. In proposed control scheme, the feedforward ANN utilizes present and previous samples of supply voltage and peak magnitude of load voltage for RVG, which when impressed across the injection transformer results in sag/swell mitigation. It is important to note that the proposed scheme is free from transformations and controller tuning. The performance of 3-phase DVR with the proposed ANN based RVG scheme results in standard IEEE-519 compliant operation with load voltage regulated at nominal value even under sag/swell in supply voltage. This is verified through MATLAB/SIMULINK based simulaiton studies.
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Introduction

It is essential that the utility delivers electric power at the consumer terminals with variation in electrical quantities within the specified limits. With the widespread emergence of industrial automation, most of the machinery involved in process industries, critical manufacturing and complex communication networks acts as nonlinear loads and have detrimental effect on the power quality of the grid (Jayaprakash et al., 2013). Moreover, with the proliferation of power electronics devices in other sectors further adds to the power quality issues (Sant et al., 2013). The current and voltage harmonics introduced in the grid by these nonlinear loads can cause malfunction in protection devices and control algorithms of plant and machinery (Sant et al., 2013). For desired plant operation, without any interruption in operation or damage to the machinery and plant, it is important that supply voltage is regulated within the specified values (Sadigh & Smedley, 2012).

One of the serious challenges faced by any industrial plant, is the sag and swell in supply voltages that can cause the protection system to isolate the plant leading to loss of production (Rauf & Khadkikar, 2015). The voltage sag is mainly caused by (i) energising of power transformers, (ii) starting of large induction motors, (iii) energizing of long transmission lines, (iv) disconnection of highly capacitive banks, and (v) line faults (Kavitha & Subramanian, 2017). The main causes of voltage swell are (i) disconnection of large loads, (ii) open conductor faults, and (iii) load shedding (Kavitha & Subramanian, 2017). According to the standard IEEE-519-2014, voltage sag refers to 10–90% reduction in the rms value of supply voltage over the duration of half cycle to one minute with the power frequency being maintained constant (IEEE Std 519-2014, 2014). On the other hand, this standard refers to voltage swell as 10–80% increase in supply voltage over the duration of half cycle to one minute with power frequency being maintained constant (IEEE Std 519-2014, 2014). The sag and swell in supply voltage can cause overloading, reduced efficiency, loss of production, etc. (Kavitha & Subramanian, 2017). Generally, the occurrence of voltage sag does not cause damage to the insulation directly. However, overloading of machines or equipment during the voltage sag leads to higher copper losses and excessive heating. As a consequence, the insulation may get damaged. Excessive heating on account of overloading due to voltage sag can be observed in cables, windings and power semiconductor switches. The occurrence of sag can lead to overheating of electric motors and nonlinear loads such as switched mode power supplies may necessitate repairs (Kavitha & Subramanian, 2017). Hence, it is necessary for the industrial plants to ensure mitigation of sag and swell in supply voltages.

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