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Article

New Smart Sensor for Voltage Unbalance Measurements in Electrical Power Systems

1
Department of Electrical Engineering, Technical University of Catalonia, 08222 Terrassa, Spain
2
Department of Automatic Control, Technical University of Catalonia, 08019 Terrassa, Spain
*
Author to whom correspondence should be addressed.
Sensors 2022, 22(21), 8236; https://doi.org/10.3390/s22218236
Submission received: 27 September 2022 / Revised: 14 October 2022 / Accepted: 24 October 2022 / Published: 27 October 2022
(This article belongs to the Special Issue Sensors for Measurements and Diagnostic in Electrical Power Systems)

Abstract

:
This paper deals with voltage unbalances and how they can be quantified according to the standards. Firstly, a comparison between the different unbalance voltage factors is conducted in order to remark on their divergences. Secondly, according to the standard that better represents the phenomenon, i.e., EN 50160, a new methodology is proposed to quantify the voltage unbalance factor (VUF). In order to do so, it is recommended to measure the voltage unbalance in three-phase installations by means of a new smart sensor based on a single voltage sensor, which measures the direct-current (DC) voltage at the output of a three-phase diode bridge rectifier, while current methods make use of three voltage sensors (which can measure either phase-to-neutral voltages or phase-to-phase voltages). Furthermore, both simulation and experimental results have been carried out to validate the proposed methodology. Finally, a new voltage unbalance factor (and the corresponding methodology to obtain it from the measured DC voltage) is proposed.

1. Introduction

Electrical and electronic equipment can work correctly if the supply voltage is within a specific interval around the nominal value [1]. In three-phase power systems, the ideal supply voltages are sinusoidal and balanced, i.e., the three phases have the same root mean square (RMS) values, and their phase difference is 2π/3 rad. However, in a real scenario, the power system voltages are usually unbalanced, especially in the low voltage distribution network, where the unequal distribution of single-phase loads can cause such unbalance [2]. Nevertheless, other causes exist, such as the asymmetry of the impedances of the transformer windings or blown fuses in capacitor banks. Let us consider the example of the voltage unbalance rate in power systems: in the USA, 66% of electric distribution systems have less than 1% voltage unbalance, 98% less than 3%, and 2% more than 3% [3].
According to the IEC 60038 standard [4], two different voltages in electrical networks and installations are distinguished. The first is the supply voltage between phases, or between a phase and neutral at the point of common coupling (PCC). The second is the service voltage between phases, or between phase and neutral at the terminal of the electrical device. The EN 50160 standard analyses the requirements for the supply voltage in distribution systems [1]. This standard defines voltage unbalance as a condition in which the RMS fundamental values of the phase-to-phase voltages, or the phase angles between consecutive phases of a three-phase system, are unequal. The same definition can be found in the IEC 61000-4-27 standard [5]. However, it should be noted that IEC 61000-4-27 refers to the service voltage, while EN 50160 considers the supply voltage.
One electrical power quality phenomenon that occurs most frequently in electrical installations is voltage unbalance. Even a small voltage unbalance at the transformer level can significantly disturb the current waveform on the connected loads, so it is necessary to quantify the voltage unbalance using unbalance factors [1,6,7,8]. Under normal operating conditions, excluding the periods with interruptions, the voltage variations should not exceed ±10% of the rated voltage, and during each one-week period, 95% of the 10-min averaged RMS values of the fundamental negative phase-sequence component of the supply voltage should be between 0% and 2% of the fundamental positive phase-sequence component [1]. Other factors, such as the ones defined by IEC 61000-4-30 [6] or by NEMA-G1 [7], avoid calculating the symmetrical components of the three-phase voltages. Some works in the literature propose a formula to calculate the voltage unbalance factor by using the phase-to-phase voltages directly [9,10,11]. A comparison between the different definitions of voltage unbalance is developed in [12].
Regarding induction motors, the negative sequence voltage unbalance factor indicates the level of voltage that is trying to run the motor in the opposite direction to that established by the positive sequence voltage. Unbalanced voltages can affect the motor behavior with unbalanced currents, which can cause an increase in the windings temperature (thus increasing copper losses), torque pulsations and vibrations, and a decrease in torque and power delivered, efficiency reduction and a drop in operational life [13,14,15,16]. Some studies in the literature show that the unbalance factor is not enough to predict the effects of voltage unbalance in motors because different types of unbalance have the same factors [17,18]. Therefore, additional information is required, such as the angle of the unbalance factor, thus defining the complex voltage unbalance factor [18,19,20], or the sequence voltages [17,21]; a new definition of voltage unbalance using supply phase shift is presented in [22].
Furthermore, it should be noted that voltage unbalance affects not only motors, but also power converters and drives, as shown in [23,24]. Therefore, it is essential to identify voltage unbalance problems in order to undertake corrective measures, for both the utility and the consumer. In addition, it is necessary to consider that voltage unbalance factors are influenced by the method that is used for calculating the RMS voltages, sampling windows size of the voltage waveform, and the sliding window method. It should be noted that the aforementioned definitions to quantify voltage unbalance [1,5,6,7,10,17,18,19,22] have limitations, so other alternative methodologies need to be defined to quantify voltage unbalance more appropriately [25]. Furthermore, although the unbalance factor can be obtained from the information available in smart meters [26,27], the development of new smart sensors is crucial to calculate the grid unbalance with greater accuracy. This paper tries to shed some light on this issue by means of:
  • Proposing a new methodology to quantify the voltage unbalance based on measuring the DC voltage at the output of three-phase diode bridge rectifiers, instead of the three alternating current (AC) voltages (phase-to-neutral or phase-to-phase voltages), as currently used in the literature.
  • Proposing a new definition of voltage unbalance factor based on time, considering the measured DC voltage, unlike existing methods in the literature, which propose the phase-to-neutral or phase-to-phase voltage measurements.
This paper is structured as follows: Section 2 exposes and discusses the definitions of voltage unbalance factors according to the standards. Section 3 proposes a new methodology to obtain the voltage unbalance factor, by means of the DC voltage measurement. Section 4 validates the proposed methodology with both simulation and experimental results. Section 5 proposes a new voltage unbalance factor. Finally, the conclusions of this work are drawn in Section 6.

2. Definitions of Voltage Unbalance Factors

The definitions of voltage unbalance factors according to the standards are described in this section. One or other definitions can be chosen depending on the available measurements, i.e., phase-to-neutral voltages or phase-to-phase voltages.

2.1. Ratio between the Negative-Sequence Component and the Positive-Sequence Component

The voltage unbalance factor (VUF) quantifies voltage unbalance in three-phase systems, which makes use of the symmetrical components of a three-phase unbalanced system. According to EN 50160 [1], IEEE Std. 1159 [2] and IEC 61000 [5,6], the VUF is defined by means of the following equation:
VUF = U 2 U 1 · 100 ,
where U2 is the modulus (RMS value) of the negative-sequence voltage phasor and U1 is the modulus (RMS value) of the positive-sequence voltage phasor. The complex sequence components can be calculated using the phase voltages by means of the Fortescue transformation [28], as follows:
U ¯ 1 = 1 3 · ( V ¯ a + a · V ¯ b + a 2 · V ¯ c ) ; U ¯ 2 = 1 3 · ( V ¯ a + a 2 · V ¯ b + a · V ¯ c ) ,
where V ¯ a , V ¯ b , V ¯ c are the phase voltage phasors and a = e j 2 π 3 . Note that the Fortescue transformation makes it possible to convert a three-phase unbalanced system into the following three-phase balanced systems: positive sequence (with the same phase sequence as the initial unbalanced system); negative sequence (with the opposite phase sequence as the initial unbalanced system); and zero sequence (with all voltages in phase). Note also that there is no zero sequence for isolated wye or delta connection.
The CIGRE method [9], which is included in IEEE Std. 1159 [2], obtains the voltage unbalance factor without the need to calculate the voltage sequence components; it uses only the phase-to-phase voltage measurements:
VUF = 1 3 6 β 1 + 3 6 β · 100 ,
with β being a coefficient that depends on the phase-to-phase voltages, as follows:
β = V ab 4 + V bc 4 + V ca 4 ( V ab 2 + V bc 2 + V ca 2 ) 2   ,
where Vab, Vbc, Vca are the moduli (RMS values) of the phase-to-phase voltage phasors

2.2. Ratio between the Maximum Phase-to-Phase Voltage Deviation from the Average Phase-to-Phase Voltage and the Average Voltage

NEMA MG1 [7] defines the line voltage unbalance ratio (LVUR) as the ratio between the maximum phase-to-phase voltage deviation from the average phase-to-phase voltage and the average voltage, by means of the following equation:
LVUR = max { | V ab V line _ avg | , | V bc V line _ avg | , | V ca V line _ avg | } V line _ avg · 100 ,
with Vline_avg being the average value of the phase-to-phase voltages, as follows:
V line _ avg = V ab + V bc + V ca 3 ,
where Vab, Vbc, Vca are the moduli (RMS values) of the phase-to-phase (line) voltage phasors.

2.3. Ratio between the Maximum Phase Voltage Deviation from the Average Phase Voltage and the Average Voltage

IEEE Std. 141 [29] defines the phase voltage unbalance ratio (PVUR) as the ratio between the maximum phase voltage deviation from the average phase voltage and the average voltage, by means of the following equation:
PVUR = max { | V a V phase _ avg | , | V b V phase _ avg | , | V c V phase _ avg | } V phase _ avg · 100 ,
with Vphase_avg being the average value of the phase-to-neutral voltages, as follows:
V phase _ avg = V a + V b + V c 3 ,
where Va, Vb, Vc are the moduli (RMS values) of the phase voltage phasors.

2.4. Ratio between the Maximum Phase Voltage Deviation from the Minimum Phase Voltage and the Average Voltage

IEEE Std. 936 [30] defines the phase voltage unbalance ratio as the ratio between the maximum phase voltage deviation from the minimum phase voltage and the average voltage, by means of the following equation:
PVUR = max { V a , V b , V c } min { V a , V b , V c } V phase _ avg · 100 ,
where Va, Vb, Vc are the moduli (RMS values) of the phase voltage phasors and Vphase_avg is calculated by Equation (8). Note that this factor is named PVUR’ in this paper in order to differentiate it from the PVUR obtained by means of Equation (7).

2.5. Discussion about the Definitons of Voltage Unbalance

Table 1 shows the quantification of different types of voltage unbalance by means of the symmetrical components, i.e., according to the definition given in the EN 50160 standard [1], which defines the voltage unbalance factor (VUF) [see Equation (1)]. The phasor diagram for each unbalance voltage scenario is given in the first column. The phasor expressions related to each phasor diagram of the first column are shown in the second column. In the third and fourth columns, the positive-sequence and negative-sequence voltage phasors, respectively, are given for each unbalance voltage scenario by means of applying Equation (2) to the phasor expressions of the second column. Finally, the VUF is calculated for each unbalance voltage scenario, by applying Equation (1) in per unit to the positive- and negative-sequence voltage phasors of the previous two columns. It should be noted that the parameter h represents the remaining voltage with respect to rated voltage (i.e., 1 = no voltage drop and 0 = 100% voltage drop).
It should also be noted that one of the drawbacks of the VUF is that under different voltage unbalance scenarios, the VUF is the same (see the 3rd and the 4th cases and last 3 cases in Table 1, though their phasor diagrams are different). This drawback is overcome in this paper by proposing a new definition of voltage unbalance (see Section 4).
Table 2 shows the quantification of different types of voltage unbalance by means of phase-to-phase voltages (i.e., according to NEMA MG1 [7]) and phase-to-neutral voltages (i.e., according to IEEE Std. 141 [29] and IEEE Std. 936 [30]), respectively. The expressions shown in this table have been obtained by applying Equation (5) in per unit for LVUR (second column), Equation (7) in per unit for PVUR (third column) and Equation (9) for PVUR’ (last column) to the voltage phasor expressions shown in the second column of Table 1. It should be noted that the parameter h represents the remaining voltage with respect to rated voltage (i.e., 1 = no voltage drop and 0 = 100% voltage drop). It is important to note that under certain scenarios, the quantification of unbalance voltage ratios exhibit long expressions (such as in the last two rows of Table 2), while under other scenarios, these expressions are shorter (e.g., PVUR and PVUR’ in the second row and in the third row of Table 2).

3. Proposal of a New Methodology to Measure the Voltage Unbalance Factor (VUF) According to EN 50160

Measuring instruments often use the ratio between the maximum phase-to-phase voltage deviation from the average phase-to-phase voltage and the average voltage in order to determine voltage unbalance. However, the ratio between the negative-sequence component and the positive-sequence component of the measured voltages, i.e., the VUF (according to EN 50160 [1], as shown in Equation (1)) is preferred among all the definitions of voltage unbalance because it directly represents the phenomenon.
In order to quantify the VUF in three-phase installations, the current methods in the technical literature require three sensors for measuring either phase-to-neutral voltages or phase-to-phase voltages, as explained in Section 2. This section presents a new methodology to quantify the VUF by means of a new smart sensor, which only measures the DC voltage.
Figure 1 shows the block diagram that compares the proposed smart sensor with the existing three-phase sensors. It is observed that the proposed smart sensor consists of the following two units: a voltage sensor (which measures the DC voltage in a rectifier) and an evaluation unit (which is able to compute the measured DC voltage in order to quantify the voltage unbalance). Note that the same idea is carried out in existing voltage sensors, but they need to measure three-phase voltages, while the proposed smart sensor measures just one voltage (DC voltage in the rectifier).
Note that the evaluation unit shown in Figure 1 is responsible for calculating the VUF. The proposed methodology to be followed by the evaluation unit in order to obtain the VUF in three-phase installations is depicted in Figure 2. This methodology could be adapted in future works in order to obtain the unbalanced factors based on phase voltage measurements according to the standards discussed in Section 2.
The methodology depicted in the flowchart of Figure 2 is detailed in the following seven steps:
  • To compare the measured DC voltage with the predicted DC voltage (the latter is obtained in Equation (19), step 7). If the difference between these values is lower than a predefined error ε, (in this application, an error ε = 5% has been considered), the measured value is valid and the method continues to step 2; otherwise, the measured value is not valid (e.g., due to a malfunction in the sensor, etc.) and a new comparison is made between the next DC measured value and the predicted DC value.
  • To compute 3 consecutive maximum values and 4 consecutive maximum values in the DC voltage measurement, with their corresponding time values. Figure 3 depicts this idea by showing the voltage profile that corresponds to the DC side of the rectifier when its AC side is fed with a one-phase voltage drop of 5% (in phase-a voltage) with respect to its rated value (100 V, 50 Hz). Note that the time lapse from the first minimum value to the fourth minimum value corresponds to a semi-period of the AC voltages (i.e., tmin 4tmin 1 = T/2). In Figure 3, the semi-period corresponds to 10 ms, because the rated frequency is 50 Hz.
  • To repeat 10 times over time the measurement explained in step 2 (so M1, M2, … M10 measurements are obtained). Table 3 shows the 10 measurements that correspond to the DC voltage profile depicted in Figure 3. It should be noted that every time that a measurement Mi is made, it is stored in the memory of the smart sensor, and every 5 cycles this table is fully updated with 10 new measurements.
  • To determine the average maximum values of the DC voltage (Vmax 1, Vmax 2, Vmax 3) as:
V max avg   i = ( M 1 M 10 V max   i ( M j ) ) / 10 , i = 1 ,   2 ,   3 ;   j = 1 ,   2 , ,   10 .
In this step the semi-period value (TSP) is also obtained. Note that it corresponds to the difference between tmin 4 and tmin 1 for each measurement (as explained step 2 and shown in Figure 3). Since there are 10 measurements (see Table 3), then the semi-period TSP is obtained as the average value of all semi-periods calculated for each measurement:
T SP = ( M 1 M 10 ( t min 4 ( M i ) t min 1 ( M i ) ) ) / 10 , i = 1 ,   2 , ,   10 .
The last calculation in this step is the grid frequency. Note that frequency is the inverse of the period (f = 1/T). Given that the semi-period value is known (it is obtained by Equation (11) and it corresponds to TSP = T/2, then the grid frequency can be obtained as:
f = 2 T SP .
5.
To obtain the VUF by means of Equation (3), though β is not obtained from the phase-to-phase voltages (as shown in Equation (4)), but from the maximum values obtained in step 4, according to Equation (10), so:
V U F = 1 3 6 β 1 + 3 6 β · 100 ,
with:
β = ( V max avg   1 ) 4 + ( V max avg   2 ) 4 + ( V max avg   3 ) 4 [ ( V max avg   1 ) 2 + ( V max avg   2 ) 2 + ( V max avg   3 ) 2 ] 2
6.
To reconstruct the phase-to-phase voltage phasors in tmin 1 (from the last measurement, M10). Figure 4 shows the phasor diagram of phase-to-phase voltages, i.e., V ¯ ab , V ¯ bc ,   V ¯ ca at tmin 1 (M10). It should be pointed out from this figure that the phasor V ¯ bc has an angle of π/2 rad, which matches with Figure 3, where the time evolution of the phase-to-phase bc voltage (cosine function) has an angle of π/2 rad at t = tmin 1.
Then, V ¯ bc phasor has an angle of π/2 rad at tmin 1 (M10) and its modulus corresponds to Vmax avg 2 (see Figure 3), so it is possible to write:
V ¯ bc = V max avg   2 · e j ( π 2 )   .
Next, V ¯ ab phasor can be obtained by considering that at tmin 1 (M10) its modulus corresponds to Vmax avg 3 and its angle equals –π/2—δ (see Figure 3 and Figure 4), so:
V ¯ ab = V max avg   3 · e j ( π 2   δ )   .
Note that the value of δ can be obtained by applying the law of cosines to the triangle made by the phase-to-phase voltage phasors shown in Figure 4, so:
δ = acos ( ( V max avg   3 ) 2 + ( V max avg   2 ) 2 ( V max avg   1 ) 2 2   V max avg   2   V max avg   3 ) .
Finally, given that the sum of the phase-to-phase voltage phasors shown in Figure 4 is zero, it is possible to obtain the phasor V ¯ ca as:
V ¯ ca = V ¯ bc V ¯ ab .
7.
To obtain the predicted DC voltage by means of the shadow-projection method, which is defined in [31,32]. This method consists of obtaining the DC voltage in a three-phase diode bridge rectifier by means of the phase-to-phase voltages, according to the following formula:
V dc   predicted ( t ) = | Re { V ¯ ab · e j ( 2 π f t ) } | + | Re { V ¯ bc · e j ( 2 π f t ) } | + | Re { V ¯ ca · e j ( 2 π f t ) } | 2 ,
where f is the grid frequency, which is obtained by means of Equation (12), and t′ is the current time instant, where the prediction is made, subtracting tmin 1 in measurement M10:
t = t current t min 1 ( M 10 ) .
Finally, the methodology returns to step 1, in order to compare the predicted value of the DC voltage (Equation (19)) with the measured value by the sensor.
It is worth mentioning that the proposed methodology should be extended to the time interval proposed by current standards in order to quantify the voltage unbalance by the measuring devices, i.e., a minimum evaluation period of 1 week in time intervals of 10 min and/or 2 h, according to IEC 61000-4-30 [6].

4. Methodology Validation

The proposed methodology has been validated by both simulation and experimental tests in a laboratory setup. The authors consider that before being applied in industrial facilities, the proposed methodology should be validated in those facilities.

4.1. Simulation Results

The proposed methodology in Section 3 has been validated by means of Matlab-SimulinkTM software. Figure 5 shows the scheme that has been built in that software, which consists of:
  • Main grid with rated values 100 V and 50 Hz. The following unbalanced scenario in supplied voltages by the grid has been simulated: Va = 105 V, Vb = 100 V, Vc = 95 V.
  • Three-phase diode bridge rectifier.
  • Proposed smart sensor, where the methodology explained in Section 3 has been implemented in Matlab-SimulinkTM blocks. Note that the proposed smart sensor only measures the DC link, unlike existing sensors, which measure three voltages (either phase-to-phase or phase-to-neutral voltages). The VUF has been calculated according to Equations (3) and (4) (see the proposed methodology in Section 3).
  • Existing three-phase sensors, which measure phase-to-phase voltages. The VUF has been calculated according to Equations (3) and (4).
Note from Figure 5 that the proposed smart sensor simulated in Matlab-SimulinkTM consists of the following blocks: voltmeter (to measure the DC voltage); detect decrease (to detect the time intervals when the DC voltage decreases); detect rise positive (to detect the positive rise of the DC voltage, which is used to detect the maximum values of the DC voltage); maximum counter (which is used to count the number of local maximums of the DC voltage: note that if 3 maximum values are reached, then the semi-period is obtained, according to Figure 3, and the counter is reset to 0; and “if” blocks (to obtain the Vmax values in groups of 3 in order to calculate the VUF, according to Equations (13) and (14)). So, the input of the smart sensor simulated in Matlab-SimulinkTM is the DC voltage and its output is the unbalance results (VUF quantification), which corresponds to the smart sensor concept shown in Figure 1.
Judging by the results given by the simulation in Matlab-SimulinkTM, it can be concluded that the proposed smart sensor gives a realistic value for the VUF in the simulated unbalanced scenario, i.e., VUF = 2.06%, compared to the value given by existing three-phase sensors, i.e., VUF = 2.041%. Moreover, the authors consider that the VUF given by the proposed smart sensor is even more realistic than the VUF given by existing three-phase sensors, because only one sensor is used, so the introduced measurement error is lower, as will be shown in the experimental results of the next subsection.

4.2. Experimental Results

The experimental validation of the proposed methodology explained in Section 3 has been carried out in the laboratory setup, shown in Figure 6. It consists of a 4.5-kVA three-phase PacificTM Power Source (model 345AMXT), by means of which the unbalance voltage scenarios have been programmed, and a three-phase diode bridge rectifier (diode modules from SemikronTM, model SKKD 46/16) where the voltage measurements have been conducted. The rated voltage (RMS value of the pre-unbalance phase-to-neutral voltage) and the rated frequency have been set to 100 V and 50 Hz, respectively. The following two unbalance voltage scenarios have been considered:
  • Case 1: one-phase voltage drop of 5% (phase a) with respect to its rated value (i.e., h = 0.95), which corresponds to the first case shown in Table 1 and Table 2 (see voltage phasors of their first row).
  • Case 2: two-phase voltage drop of 10% (phases b and c) with respect to its rated value (i.e., h = 0.9), which corresponds to the second case shown in Table 1 and Table 2 (see voltage phasors of their second row).
Figure 7 displays the time evolution of the following measured voltages in the experimental setup: phase-to-neutral voltages, phase-to-phase voltages and DC voltage for the aforementioned Case 1 (Figure 7a) and Case 2 (Figure 7b). It is observed that:
V dc = max { | V ab | , | V bc | , | V ca | } ,
which is somewhat expected in a three-phase diode bridge rectifier, since its DC output voltage corresponds to the maximum value of the three input AC phase-to-phase voltages at any given time.
The following observation should be pointed out regarding the zoomed region shown in Figure 7: there is a voltage measurement deviation between the phase-to-phase voltages and the measured DC voltage, which can be quantified as:
Voltage   measurement   deviation   ( % ) = | V phase to phase   max V dc   max | | V phase to phase   max | · 100 ,
leading to a voltage measurement deviation of 1.16% for Case 1 and 1.23% for Case 2. Consequently, it has been proved that sensors introduce measurement errors; therefore, the more measuring devices we use, the higher the measurement error is. In this regard, it should be noted that the methods in the technical literature propose measuring either phase-to-phase or phase-to-neutral voltages (i.e., using three-phase sensors) to quantify the VUF, while this paper suggests using just one voltage sensor, which measures the DC voltage. Then, the authors consider that the proposed smart sensor to quantify the VUF gives a more accurate value than the existing three-phase sensors, as the measurement error is lower, since only one voltage sensor is needed. Moreover, the international standard IEC 61000-4-30 [6] states that the unbalance factor must be calculated with an uncertainty less than ±0.15% for a class A measuring devices, and less than ±0.3% for class S measuring devices with a measuring range from 1% to 5%; thus, the proposed smart sensor is able to calculate the VUF with less uncertainty than exiting three-phase sensors.
Figure 8 shows the time evolution of the measured DC voltage and the one predicted by the smart sensor according to the methodology exposed in Section 3 for the aforementioned Case 1 (Figure 8a) and Case 2 (Figure 8b). This figure shows that the Vdc predicted by the evaluation unit of the proposed smart sensor perfectly follows the waveform drawn by the Vdc measured by the voltage sensor at the output of the rectifier fed by unbalanced voltages. Consequently, the proposed methodology explained in Section 3 has been successfully validated by experimental tests.

5. Proposal of a New Voltage Unbalance Factor

The methodology proposed in Section 3 suggested determining the local minimum values of the DC voltage and their time instants in order to quantify the voltage unbalance factor (VUF). According to this idea, a new voltage unbalance factor is proposed. The authors suggest the following name: VUFT, which means “Voltage Unbalance Factor according to Time”. Indeed, the proposed VUFT only makes use of time instants, unlike the existing methods in the literature, which make use of the measured AC voltages, as discussed in Section 2.
The proposed VUFT consists of obtaining the deviation between the third part of the semi-period and the maximum time lapse between minimum values in DC voltage (see Figure 3 to understand the relation between such time intervals), as follows (in per unit):
VUFT = max { t dif   1 , t dif   2 , t dif   3 } T SP / 3 T SP / 3 ,
where TSP is the semi-period, which is obtained by means of Equation (11), and tdif 1, tdif 2 and tdif 3 are calculated as:
t dif   1 = t min 2 ( M i ) t min 1 ( M i )   t dif   2 = t min 3 ( M i ) t min 2 ( M i )   t dif   3 = t min 4 ( M i ) t min 3 ( M i ) ,
with Mi being the measurement M1, M2, …, M10 (see Table 3). Note that if the VUFT is given in %, then Equation (23) must be multiplied by 100.
Figure 9 shows the comparison between the proposed VUFT, given by Equation (23), and the existing factors in the literature, which were discussed in Section 2, namely: VUF (Equation (1), according to EN 50160 [1]); LVUR (Equation (5), according to NEMA MG1 [7]); PVUR (Equation (7), according to IEEE Std. 141 [29]); and PVUR’ (Equation (9), according to IEEE Std. 936 [30]). The six unbalance voltage scenarios discussed in Section 2.5 (see Table 1 and Table 2) are considered for the comparison. The quantification of the voltage unbalance is given per unit and the following range is considered for the voltage drop: h = 0.5…1 (with 1 being no voltage drop and 0.5 being 50% voltage drop). It is observed that the VUFT values for the different unbalance voltage scenarios are quite close to the values given by the other methods. For example, the unbalanced factors are quantified for a voltage drop of 0.5 pu in the phase voltage corresponding to the a-phase. In this case, the values obtained for the existing factors in the literature are the following: VUF = 0.200, LVUR = 0.187, PVUR = 0.400, PVUR’ = 0.600; while the value of the proposed factor is VUFT = 0.363.
Moreover, it is observed from Figure 9 that voltage unbalance factors based on phase-to-phase voltage may coincide for different scenarios (VUF) or present low variation (LVUR), which is not desirable for calculating the voltage unbalance correctly, as they should have different values for different scenarios. Moreover, the voltage unbalance factors based on the phase-to-neutral voltages (PVUR and PVUR’) have the drawback that these voltages could be easily measured if there is a neutral. However, the proposed VUFT has the following advantages: it is easy to measure (only DC voltage measurement is needed) and it presents a wider range for different voltage unbalance scenarios, making it easier to predict the exact voltage unbalance case. Moreover, it should be noted that this voltage unbalance factor is easy to measure and provides high accuracy, considering that 20 µs sampling periods could be achieved.

6. Conclusions

This paper has proposed a new smart sensor to monitor a three-phase installation to detect unbalance voltages. This smart sensor measures the DC voltage to determine the voltage unbalance factor, unlike existing sensors, which measure phase-to-neutral or phase-to-phase voltages to calculate it. A reduction in the number of voltage sensors is achieved, as well as an improvement of accuracy, since only one sensor is used to detect the unbalance between voltages, instead of the usual three sensors. A new methodology, based on the measured DC voltage, with its local maximum and minimum values and their corresponding times, has been proposed to quantify the voltage unbalance. Moreover, a deep analysis of usual unbalances (given by standards) and their comparison has been made. Discrepancies between them have been found in this paper.
Furthermore, a new voltage unbalance factor, named VUFT, has been proposed. This acronym means “Voltage Unbalance Factor according to Time” as it uses time instants (specifically the deviation between the third part of the semi-period and the maximum time lapse between minimum values in DC voltage measurement), unlike the existing methods in the literature, which make use of the measured AC voltages. This voltage unbalance factor is easy to measure and provides high accuracy, considering that 20 µs sampling periods could be achieved. Finally, the proposed methodology has been validated through simulation and experimental results.

Author Contributions

Conceptualization, S.B. and J.S.; methodology, S.B. and J.S.; software, A.R.; validation, S.B., J.S. and A.R.; formal analysis, S.B., J.S. and A.R.; investigation, S.B., J.S. and A.R.; resources, S.B., J.S. and A.R.; data curation, S.B., J.S. and A.R.; writing—original draft preparation, A.R.; writing—review and editing, S.B. and J.S.; visualization, S.B.; supervision, S.B.; project administration, S.B. and J.S.; funding acquisition, S.B., J.S. and A.R. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by the Spanish Ministry of Science and Innovation, grant number PID2021-123633OB-C33.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Acknowledgments

Alejandro Rolán would like to thank the Serra Húnter Program from the Government of Catalonia (Spain), from which he is a Fellow.

Conflicts of Interest

The authors declare no conflict of interest.

List of Abbreviations

ACAlternating current.
DCDirect current.
LVURLine voltage unbalance ratio (according to NEMA MG1).
PCCPoint of common coupling.
PVURPhase voltage unbalance ratio (according to IEEE Std. 141).
PVUR’Phase voltage unbalance ratio (according to IEEE Std. 936).
RMSRoot mean square.
VUFVoltage unbalance factor (according to EN 50160).
VUF’Voltage unbalance factor (according to CIGRE and IEEE Std. 1159).
VUFTVoltage unbalance factor according to time (proposed factor).

References

  1. EN 50160:2010; Voltage Characteristics of Electricity Supplied by Public Electricity Networks. CENELEC: Brussels, Belgium, 2010.
  2. IEEE 1159-2019; IEEE Recommended Practice for Monitoring Electric Power Quality. IEEE: New York, NY, USA, 2019. [CrossRef]
  3. Electric Power Research Institute. Voltage Unbalance: Power Quality Issues, Related Standards and Mitigation Techniques. Effect of Unbalanced Voltage on End Use Equipment Performance; Technical Report; EPRI: Palo Alto, CA, USA, 2000; Available online: https://www.epri.com/research/products/000000000001000092 (accessed on 12 September 2022).
  4. IEC 60038:2009; IEC Standard Voltages. IEC: Geneva, Switzerland, 2009.
  5. IEC 61000-4-27:2000; Electromagnetic Compatibility (EMC). Part 4-27: Testing and Measurement Techniques. Unbalance, Immunity Test. IEC: Geneva, Switzerland, 2000.
  6. IEC 61000-4-30:2015; Electromagnetic Compatibility (EMC). Part 4-30: Testing and Measurement Techniques. Power Quality Measurement Methods. IEC: Geneva, Switzerland, 2015.
  7. NEMA MG1-2021; Motors and Generators. NEMA: Arlington, VA, USA, 2021.
  8. Fortescue, C.L. Polyphase power representation by means of symmetrical coordinates. J. Am. Inst. Electr. Eng. 1920, 39, 543–544. [Google Scholar] [CrossRef]
  9. Eugène, C. A new simple and effective approximate formulation for the determination of three-phase unbalances by the voltmeter method. In Proceedings of the International Conference on Large High Voltage Electric Systems (CIGRE), Paris, France, 27 August–4 September 1986. [Google Scholar]
  10. Jeong, S.G. Representing line voltage unbalance. In Proceedings of the 2002 IEEE Industry Applications Conference, 37th IAS Annual Meeting, Pittsburgh, PA, USA, 13–17 October 2002. [Google Scholar] [CrossRef]
  11. Ghijselen, J.A.L.; Van den Bossche, A.P.M. Exact voltage unbalance assessment without phase measurements. IEEE Trans. Power Syst. 2005, 20, 519–520. [Google Scholar] [CrossRef]
  12. Chen, T.H.; Yang, C.H.; Yang, N.C. Examination of the definitions of voltage unbalance. Int. J. Electr. Power Energy Syst. 2013, 49, 380–385. [Google Scholar] [CrossRef]
  13. Faiz, J.; Ebrahimpour, H.; Pillay, P. Influence of unbalanced voltage on the steady-state performance of a three-phase squirrel-cage induction motor. IEEE Trans. Energy Convers. 2004, 19, 657–662. [Google Scholar] [CrossRef]
  14. Faiz, J.; Ebrahimpour, H. Precise derating of three-phase induction motors with unbalanced voltages. In Proceedings of the 2005 IEEE Industry Applications Conference, 40th IAS Annual Meeting, Hong Kong, China, 2–6 October 2005. [Google Scholar] [CrossRef]
  15. Gnacinski, P. Windings temperature and loss of life of an induction machine under voltage unbalance combined with over- or undervoltages. IEEE Trans. Energy Convers. 2008, 23, 363–371. [Google Scholar] [CrossRef]
  16. Campbell, M.; Arce, G. Effect of motor voltage unbalance on motor vibration: Test and evaluation. IEEE Trans. Ind. Appl. 2018, 54, 905–911. [Google Scholar] [CrossRef]
  17. Lee, C.Y.; Chen, B.K.; Lee, W.J.; Hsu, Y.F. Effects of various unbalanced voltages on the operation performance of an induction motor under the same voltage unbalance factor condition. Electr. Power Syst. Res. 1998, 47, 153–163. [Google Scholar] [CrossRef]
  18. Mantilla, L.F. An analytical and graphical study of the symmetrical components in an induction motor supply in relation to the voltage unbalance parameters. Electr. Eng. 2007, 89, 535–545. [Google Scholar] [CrossRef]
  19. Wang, Y.J. Analysis of effects of three-phase voltage unbalance on induction motors with emphasis on the angle of the complex voltage unbalance factor. IEEE Trans. Energy Convers. 2001, 16, 270–275. [Google Scholar] [CrossRef]
  20. Singh, S.B.; Singh, A.K.; Thakur, P. Assessment of induction motor performance under voltage unbalance condition. In Proceedings of the IEEE 15th International Conference on Harmonics and Quality of Power, Hong Kong, China, 17–20 June 2012. [Google Scholar] [CrossRef]
  21. Quispe, E.C.; López-Fernández, X.M.; Mendes, A.M.S.; Marques-Cardoso, A.J.; Palacios, J.A. Experimental study of the effect of positive sequence voltage on the derating of induction motors under voltage unbalance. In Proceedings of the 2011 IEEE International Electric Machines & Drives Conference (IEMDC), Niagara Falls, ON, Canada, 15–18 May 2011. [Google Scholar] [CrossRef]
  22. Adekitan, A.I. A new definition of voltage unbalance using supply phase shift. J. Control Autom. Electr. Syst. 2020, 31, 718–725. [Google Scholar] [CrossRef]
  23. Von Jouanne, A.; Banerjee, B. Assessment of voltage unbalance. IEEE Trans. Power Deliv. 2001, 16, 782–790. [Google Scholar] [CrossRef]
  24. Gopalan, S.; Vasudevan, K.; Kumar, D.; Shanmugam, P. Impact of supply voltage unbalance and harmonics on DC bus electrolytic capacitor of adjustable speed drives. IEEE Trans. Ind. Appl. 2020, 56, 3819–3830. [Google Scholar] [CrossRef]
  25. Silva, M.D.C.; Ferreira-Filho, A.L. An alternative methodology for quantifying voltage unbalance based on the effects of the temperatures and efficiency of induction motors. IEEE Access 2022, 10, 83567–83579. [Google Scholar] [CrossRef]
  26. Vieira, F.L.; Santos, P.H.M.; Carvalho-Filho, J.M.; Leborgne, R.C.; Leite, M.P. A voltage-based approach for series high impedance fault detection and location in distribution systems using smart meters. Energies 2019, 12, 3022. [Google Scholar] [CrossRef] [Green Version]
  27. Tangsunantham, N.; Pirak, C. Voltage unbalance measurement in three-phase smart meter applied to AMI systems. In Proceedings of the 10th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology, Krabi, Thailand, 15–17 May 2013. [Google Scholar] [CrossRef]
  28. Fortescue, C.L. Method of symmetrical co-ordinates applied to the solution of polyphase networks. AIEE Trans. 1918, 37, 1027–1140. [Google Scholar] [CrossRef]
  29. IEEE 141-1993; IEEE Recommended Practice for Electric Power Distribution for Industrial Plants. IEEE: New York, NY, USA, 1994. [CrossRef]
  30. IEEE 936-1987; IEEE Guide for Self-Commutated Converters. IEEE: New York, NY, USA, 1987. [CrossRef]
  31. Saura-Perisé, J.; Bakkar, M.; Bogarra, S. New methodology to calculate DC voltage signature in n-phases TRUs under supply voltage sags. IEEE Access 2022, 10, 20199–20211. [Google Scholar] [CrossRef]
  32. Saura, J.; Mesas, J.J.; Sainz, L. Average value of the DC-link output voltage in multi-phase uncontrolled bridge rectifiers under supply voltage balance and unbalance conditions. Electr. Eng. 2021, 103, 3097–3109. [Google Scholar] [CrossRef]
Figure 1. Block diagram with the proposed smart sensor to quantify the VUF.
Figure 1. Block diagram with the proposed smart sensor to quantify the VUF.
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Figure 2. Flowchart with the proposed methodology to calculate the VUF (note that calculations are made within the evaluation unit of the proposed smart sensor, as shown in Figure 1).
Figure 2. Flowchart with the proposed methodology to calculate the VUF (note that calculations are made within the evaluation unit of the proposed smart sensor, as shown in Figure 1).
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Figure 3. Voltage profile (phase-to-phase voltages and DC voltage) in a three-phase diode bridge rectifier with the following unbalanced voltage supply: phase-a voltage drop of 5% with respect to its rated value (100 V, 50 Hz). Determination of its first 3 consecutive maximum values and its first 4 consecutive maximum values, with their corresponding time values.
Figure 3. Voltage profile (phase-to-phase voltages and DC voltage) in a three-phase diode bridge rectifier with the following unbalanced voltage supply: phase-a voltage drop of 5% with respect to its rated value (100 V, 50 Hz). Determination of its first 3 consecutive maximum values and its first 4 consecutive maximum values, with their corresponding time values.
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Figure 4. Phasor diagram of the reconstructed phase-to-phase voltages corresponding to the DC voltage profile shown in Figure 3, drawn at t = tmin 1 (in measurement M10).
Figure 4. Phasor diagram of the reconstructed phase-to-phase voltages corresponding to the DC voltage profile shown in Figure 3, drawn at t = tmin 1 (in measurement M10).
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Figure 5. VUF calculation by simulation in Matlab-SimulinkTM with the proposed smart sensor and with the existing three-phase sensors.
Figure 5. VUF calculation by simulation in Matlab-SimulinkTM with the proposed smart sensor and with the existing three-phase sensors.
Sensors 22 08236 g005
Figure 6. Experimental setup used to validate the proposed methodology.
Figure 6. Experimental setup used to validate the proposed methodology.
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Figure 7. Experimental results. (a) Case 1: one-phase voltage drop of 5% (phase a) with respect to its rated value (h = 0.95); (b) two-phase voltage drop of 10% (phases b and c) with respect to its rated value (h = 0.9). Legend: solid thick line (blue, red, orange) = measured phase-to-neutral voltages; solid thin line (blue, red, green) = measured phase-to-phase voltages; solid black line = measured DC voltage.
Figure 7. Experimental results. (a) Case 1: one-phase voltage drop of 5% (phase a) with respect to its rated value (h = 0.95); (b) two-phase voltage drop of 10% (phases b and c) with respect to its rated value (h = 0.9). Legend: solid thick line (blue, red, orange) = measured phase-to-neutral voltages; solid thin line (blue, red, green) = measured phase-to-phase voltages; solid black line = measured DC voltage.
Sensors 22 08236 g007
Figure 8. Measured DC voltage and predicted DC voltage by the smart sensor. (a) Case 1: one-phase voltage drop of 5% (phase a) with respect to its rated value (h = 0.95); (b) two-phase voltage drop of 10% (phases b and c) with respect to its rated value (h = 0.9). Legend: solid blue line: measured DC voltage; solid red line = predicted DC voltage by the smart sensor.
Figure 8. Measured DC voltage and predicted DC voltage by the smart sensor. (a) Case 1: one-phase voltage drop of 5% (phase a) with respect to its rated value (h = 0.95); (b) two-phase voltage drop of 10% (phases b and c) with respect to its rated value (h = 0.9). Legend: solid blue line: measured DC voltage; solid red line = predicted DC voltage by the smart sensor.
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Figure 9. Voltage unbalance quantification (in per unit) by means of the proposed factor (VUFT) and the existing factors in the literature (VUF, LVUR, PVUR and PVUR’). (af) Unbalance voltage scenarios (whose voltage phasors are shown in each subplot). h = remaining voltage with respect to rated voltage (1 = no voltage drop; 0.5 = 50% voltage drop). Legend: solid thick line = VUFT (proposed); solid thin line = VUF; dashed line = LVUR; dotted line = PVUR; dashed-dotted line = PVUR’.
Figure 9. Voltage unbalance quantification (in per unit) by means of the proposed factor (VUFT) and the existing factors in the literature (VUF, LVUR, PVUR and PVUR’). (af) Unbalance voltage scenarios (whose voltage phasors are shown in each subplot). h = remaining voltage with respect to rated voltage (1 = no voltage drop; 0.5 = 50% voltage drop). Legend: solid thick line = VUFT (proposed); solid thin line = VUF; dashed line = LVUR; dotted line = PVUR; dashed-dotted line = PVUR’.
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Table 1. Voltage unbalance quantification by using symmetrical components.
Table 1. Voltage unbalance quantification by using symmetrical components.
Voltage UnbalancePhasor ExpressionsPositive Seq. 1Negative Seq. 1VUF 2
Sensors 22 08236 i001 V ¯ a = h V ¯ V ¯ b = ( 1 / 2 ) V ¯ j ( 3 / 2 ) V ¯ V ¯ c = ( 1 / 2 ) V ¯ + j ( 3 / 2 ) V ¯ U ¯ 1 = 2 + h 3 V ¯ U ¯ 2 = 1 h 3 V ¯ VUF = 1 h 2 + h
Sensors 22 08236 i002 V ¯ a = V ¯ V ¯ b = ( 1 / 2 ) h V ¯ j ( 3 / 2 ) h V ¯ V ¯ c = ( 1 / 2 ) h V ¯ + j ( 3 / 2 ) h V ¯ U ¯ 1 = 1 + 2 h 3 V ¯ U ¯ 2 = 1 h 3 V ¯ VUF = 1 h 1 + 2 h
Sensors 22 08236 i003 V ¯ a = V ¯ V ¯ b = ( 1 / 2 ) V ¯ j ( 3 / 2 ) h V ¯ V ¯ c = ( 1 / 2 ) V ¯ + j ( 3 / 2 ) h V ¯ U ¯ 1 = 1 + h 2 V ¯ U ¯ 2 = 1 h 2 V ¯ VUF = 1 h 1 + h
Sensors 22 08236 i004 V ¯ a = h V ¯ V ¯ b = ( 1 / 2 ) h V ¯ j ( 3 / 2 ) V ¯ V ¯ c = ( 1 / 2 ) h V ¯ + j ( 3 / 2 ) V ¯ U ¯ 1 = 1 + h 2 V ¯ U ¯ 2 = 1 h 2 V ¯ VUF = 1 h 1 + h
Sensors 22 08236 i005 V ¯ a = h V ¯ V ¯ b = ( 1 / 2 ) h V ¯ j [ ( 2 + h ) / 12 ] V ¯ V ¯ c = ( 1 / 2 ) h V ¯ + j [ ( 2 + h ) / 12 ] V ¯ U ¯ 1 = 1 + 2 h 3 V ¯ U ¯ 2 = 1 h 3 V ¯ VUF = 1 h 1 + 2 h
Sensors 22 08236 i006 V ¯ a = [ ( 2 + h ) / 3 ] V ¯ V ¯ b = [ ( 2 + h ) / 6 ] V ¯ j ( 3 / 2 ) h V ¯ V ¯ c = [ ( 2 + h ) / 6 V ¯ + j ( 3 / 2 ) h V ¯ U ¯ 1 = 1 + 2 h 3 V ¯ U ¯ 2 = 1 h 3 V ¯ VUF = 1 h 1 + 2 h
1 Obtained by applying the Fortescue transformation [28], i.e., Equation (2), to the phasor expressions. 2 According to EN 50160 [1], i.e., by means of Equation (1) in per unit. h = remaining voltage with respect to rated voltage (1 = no voltage drop; 0 = 100% voltage drop).
Table 2. Voltage unbalance quantification by using phase-to-phase (line) voltages or phase-to-neutral voltages.
Table 2. Voltage unbalance quantification by using phase-to-phase (line) voltages or phase-to-neutral voltages.
Voltage UnbalanceLVUR 1PVUR 2PVUR’ 3
Sensors 22 08236 i007 3 ( 2 3 ( h 2 + h + 1 ) 3 ) ( 2 h + 1 ) 2 1 6 ( h 2 ) h 2 4 2 9 ( h 2 ) h 2 4 3
Sensors 22 08236 i008 3 ( 3 h 2 2 h 3 ( h 2 + h + 1 ) ) ( h + 2 ) 2 + 1 3 2 h + 1 1 18 h 9 8 h 2 2 3 2
Sensors 22 08236 i009 h ( h ( h 2 + 3 ) ) + 1 3 h 2 + 1 1 h 2 1 3 ( 3 h 2 + 1 1 ) 2 h 2 3 2
Sensors 22 08236 i010 ( 3 h 2 + 1 ) 1 h 2 1 h ( h h 2 + 3 ) + 1 3 h ( h h 2 + 3 ) 2 + 3 2
Sensors 22 08236 i011 2 ( 2 h + ( h + 2 ) ( 7 h 2 + h + 1 ) 2 ) 9 h 2 10 9 3 ( 3 h 2 2 h 3 ( h 2 + h + 1 ) ) ( h + 2 ) 2 + 1 9 h ( 3 h 2 3 ( h 2 + h + 1 ) ) 2 ( h + 2 ) 2 + 3 2
Sensors 22 08236 i012 3 ( 3 h 2 2 h 3 ( h 2 + h + 1 ) ) ( h + 2 ) 2 + 1 ( h + 2 ) ( 2 7 h 2 + h + 1 ( h + 2 ) ) 9 h 2 1 ( h + 2 ) ( 2 7 h 2 + h + 1 ( h + 2 ) ) 6 h 2 3 2
1 According to NEMA MG1 [7], i.e., by means of Equation (5) in per unit. 2 According to IEEE Std. 141 [29], i.e., by means of Equation (7) in per unit. 3 According to IEEE Std. 936 [30], i.e., by means of Equation (9) in per unit. h = remaining voltage with respect to rated voltage (1 = no voltage drop; 0 = 100% voltage drop).
Table 3. Ten measurements of 3 consecutive maximum values of the DC voltage and 4 consecutive time values in which the DC voltage has its minimum values. The values correspond to the DC voltage profile shown in Figure 3.
Table 3. Ten measurements of 3 consecutive maximum values of the DC voltage and 4 consecutive time values in which the DC voltage has its minimum values. The values correspond to the DC voltage profile shown in Figure 3.
Meas. 1tmin 1 (ms)Vmax 1 (V)tmin 2 (ms)Vmax 2 (V)tmin 3 (ms)Vmax 3 (V)tmin 4 (ms)
M13.36243.696.65237.889.94238.2713.36
M213.36243.7316.65238.0419.94238.2723.36
M323.36243.7326.65237.9229.94238.2533.36
M433.36243.7536.65238.0439.94238.2743.36
M543.36243.7546.65237.949.94238.2753.36
M653.36243.7156.65237.959.94238.3163.36
M763.36243.6966.65237.9469.94238.3873.36
M873.36243.6776.65238.0079.94238.2783.36
M983.36243.7186.65237.9289.94238.2993.36
M1093.36243.7596.65238.0499.94238.29103.36
1 This table is fully updated with 10 new measurements every 5 cycles.
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Bogarra, S.; Saura, J.; Rolán, A. New Smart Sensor for Voltage Unbalance Measurements in Electrical Power Systems. Sensors 2022, 22, 8236. https://doi.org/10.3390/s22218236

AMA Style

Bogarra S, Saura J, Rolán A. New Smart Sensor for Voltage Unbalance Measurements in Electrical Power Systems. Sensors. 2022; 22(21):8236. https://doi.org/10.3390/s22218236

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Bogarra, Santiago, Jaime Saura, and Alejandro Rolán. 2022. "New Smart Sensor for Voltage Unbalance Measurements in Electrical Power Systems" Sensors 22, no. 21: 8236. https://doi.org/10.3390/s22218236

APA Style

Bogarra, S., Saura, J., & Rolán, A. (2022). New Smart Sensor for Voltage Unbalance Measurements in Electrical Power Systems. Sensors, 22(21), 8236. https://doi.org/10.3390/s22218236

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