1. Introduction
The neutral grounding modes of power grids mainly include ungrounded neutral, neutral grounded via low resistance, neutral grounded via high resistance, and neutral grounded via arc suppression coil [
1,
2]. In the traditional low-voltage power systems of ships, the ungrounded neutral mode is usually adopted [
3] because of its high power supply continuity [
4,
5]. When a single-phase ground fault occurs, the power systems can still operate continuously for one or two hours. However, with the increase in the capacity and load scale of large ship power systems, the traditional low-voltage AC systems are confronted with problems such as excessive current, huge cable usage, and over-limit fault current. Consequently, medium-voltage power systems have gradually become an inevitable choice.
In 6–10 kV ship power systems, due to the large distributed capacitance between the power grid and the ground, the capacitive current at the single-phase ground fault point tends to be very large, leading to the generation of an unstable intermittent grounding arc. This arc is difficult to extinguish by itself and may cause intermittent arc grounding overvoltage (with a maximum value close to 3.5 times the peak phase voltage [
6]). If the fault cannot be eliminated in time, it will further trigger more serious two-phase short circuits or even three-phase short circuits at weak insulation points, thereby causing more terrible hazards to the entire system [
4]. Therefore, it is essential to change the grounding mode of the medium-voltage systems [
7]. To ensure that the arc at the grounding point can be reliably extinguished by itself, the neutral points of medium-voltage power systems in large ships are mostly grounded via high resistance or arc suppression coils [
8]. Regardless of the grounding mode (via high resistance or arc suppression coil), the setting of their parameters requires the measurement of the system’s capacitance to ground as a reference.
In the large medium-voltage ship power systems, the neutral point is usually grounded through a high resistance. In such systems, after relevant calculations and comparisons, the selection of the grounding resistance value at the generator neutral point is very important. The resistance value selection needs to be appropriate; otherwise, if it is too large, when a single-phase grounding fault occurs in the generator stator winding, the insulation of the generator stator winding will be threatened by the arc flash transient overvoltage; if it is too small, the grounding fault current will not be limited within the safe range, which may cause the stator core of the generator to burn out. According to DNV’s Rules for Classification: Ships, “The neutral point of the system is grounded through a resistor, and the resistance value is equal to or slightly less than one-third of the reactance value between one phase and the ground.”
The capacitance to ground of a ship varies under different operating conditions. If this capacitance changes significantly, it is necessary to adjust the resistance value of the grounding resistor based on the capacitance to achieve a better grounding effect. To design a grounding device that can be adjusted in real time according to the operating state of the power grid and use a resistor with variable parameters, online real-time measurement of the capacitance to ground is necessary to provide a basis for parameter selection. However, the current flowing through the distributed capacitance and the capacitance itself cannot be directly measured by measuring instruments such as ammeters [
9]. Traditional capacitance measurement methods include direct methods and indirect methods. Nevertheless, due to various shortcomings of direct and indirect methods, such as poor safety and complex operation, the “signal injection method” has been proposed and widely applied.
Luo Ningzhao, Zhang Xiaofeng, et al. proposed that the setting of grounding parameters in the power systems requires the measurement of the ground capacitance as the basis [
2,
5,
6]. Zhang Hailang provided three methods for measuring the capacitance current to the ground of the grid based on the signal injection methods, namely the three-frequency method, the phasor method (dual-frequency method), and the sweep-frequency method (resonance method) [
4]. Zhang Wei proposed a method for measuring the capacitance current in the neutral point ungrounded systems [
9]. Wang Yuedi proposed an improved method for injecting signals at the neutral point in the systems under the grounding mode of the arc suppression coil [
10]. However, these methods have an influence on the measurement accuracy of the voltage transformer’s leakage reactance when measuring large capacitance. Song Xiaoyan proposed the high-frequency method, which can reduce the influence of the voltage transformer’s leakage reactance [
11]. Zheng Yifan further clarified the key technologies of the high-frequency method for measuring the ground capacitance current [
12], but the method used is still relatively complex, and there is no method for online real-time measurement of the capacitance to the ground of the medium-voltage high-resistance grounded power systems. Therefore, based on the dual-frequency method and the high-frequency method, the paper proposed an improved dual-frequency method, taking a combination method of high frequency and low frequency for capacitance measurement of medium-voltage power systems with high resistance grounding.
As mentioned, the existing signal injection methods are mainly divided into two categories. One is to inject two or three signals of different frequencies into the substation bus through the delta side of the voltage transformer (VT) and establish equations based on the measured feedback signal voltage and signal current to obtain the capacitance current to ground of the distribution network. The other is to inject a variable-frequency signal into the substation bus through the delta side of the VT and connect an inductor in parallel with the delta side of the VT, then calculate the capacitance current to ground of the distribution network by finding the resonant frequency [
11]. In practical applications, these methods are referred to as the three-frequency method, dual-frequency method (phase method), and resonance method (frequency sweeping method) [
13].
By reviewing relevant literature, the basic principles, advantages, and disadvantages of several current traditional signal injection methods are summarized and compared as follows (
Table 1):
In addition, since all signal injection methods require the addition of a voltage transformer (VT) to realize parameter measurement from the secondary side, the influence of the VT on the measurement results also needs to be considered. According to references [
6] and [
7], the following conclusions can be made (
Table 2):
It can be observed that the common problem of different measurement methods is that the leakage reactance of the voltage transformer affects the measurement accuracy when measuring the large distributed capacitance of the systems. In addition, the three-frequency method is only applicable when the system’s capacitance to ground is small [
4,
11,
14,
15], while the resonance method is generally used in systems where the neutral point is grounded via an arc suppression coil. Therefore, the applicability of the dual-frequency method for measuring the capacitance to ground of medium-voltage power systems with neutral grounded via high resistance is considered.
Based on the existing signal injection method, this paper analyzes the differences in the measurement principle of the signal injection method for power systems with neutral point high-resistance grounding and those without grounding. It explores the influence of the injection signal frequency and the leakage reactance of the voltage transformer on the capacitance measurement results in the traditional signal injection method. It proposes an improved dual-frequency signal injection method suitable for medium-voltage power systems with neutral point high-resistance grounding, namely the high–low frequency combination method. Theoretical analysis and simulation verification are conducted, and finally, a scale-down experiment is carried out to verify the measurement accuracy and feasibility of this method.
3. Inapplicability of the Traditional Dual-Frequency Method to Systems with High-Resistance Neutral Grounding
Figure 4 shows a power grid with neutral grounded via high resistance. The impedance is calculated by injecting a signal different from the power frequency into the open delta terminal of the VT secondary side to solve for the capacitance. This signal will induce a corresponding current on the VT primary side (
Figure 5). The equivalent circuit of the primary side for the injected non-power frequency signal is as follows (ignoring the excitation branch):
R’ is the parallel value of the three-phase leakage resistances
R,
L’ is the parallel value of the three-phase leakage inductances
L, and
R0 is the grounding resistance. Treating
R0 as the parallel combination of three resistors, the value of each resistor is 3
R0, and the single-phase equivalent circuit of the primary side can be drawn as follows (
Figure 6):
C is the single-phase capacitance to ground of the power grid. It is still defined that the total voltage drops generated by the current of each phase across the leakage resistance
R, leakage inductance
L, and the parallel branch of the capacitance to ground
C, and grounding resistance 3
R0 of the power grid are
Ua,
Ub, and
Uc, respectively.
To simplify the formula, we obtain
The relationship between the voltage and current at the open delta terminal of the secondary side can be obtained as follows
To simplify the calculation, only the imaginary part is considered
Z stands for the measured equivalent total impedance of the primary side. Using the idea of the dual-frequency method, it can be obtained from Formula (22)
Eliminating the parameter
L, we obtain
This is a quartic equation in one variable, which is difficult to solve and may have multiple solutions or no real solutions, bringing great difficulties to the solution of the capacitance C. Therefore, the traditional dual-frequency method is not applicable to the online measurement of the capacitance to ground of systems with neutral grounded via high resistance.
4. Proposal of the High–Low Frequency Combination Method
This paper proposes a signal injection method based on the high–low frequency combination to realize the online measurement of the capacitance to ground of medium-voltage power systems with neutral grounded via high resistance. For the injection position of the signal, three-phase transformers can be used to inject signals from the three-phase power grid, or a single-phase transformer can be used to inject signals from the neutral point. In the following, this paper derives the calculation formula for signal injection from the neutral point.
Figure 7 shows a power grid with neutral grounded via high resistance. A voltage signal is injected into the neutral point of the power grid through a single-phase voltage transformer, and a corresponding induced current will be induced on the VT primary side. The equivalent circuit of the primary side for the injected signal is the same as that in
Figure 8. If the three-phase capacitances
, the equivalent circuit is as follows:
R is the transformer leakage resistance,
L is the transformer leakage inductance, and
R0 is the grounding resistance value. The voltage drop on the high-voltage side of the transformer is defined as
U1, and the current in the circuit is
I1. Then
To simplify it, we obtain
Converting the voltage and current to the low-voltage side, we have the following
When the frequency of the injected signal is sufficiently high, only the inductive reactance can be considered while ignoring the other three impedances. Thus
Taking the imaginary part of the formula, we obtain
The original formula can be simplified to
Take Formula (31) into consideration, we have
To measure the capacitance to ground of the power grid using the high–low frequency combination method with signal injection from the neutral point, firstly, we need to inject a sufficiently high-frequency signal into the secondary side, measure the current amplitude on the transformer secondary side, and solve for the transformer leakage inductance L using the above formula. Then, a low-frequency signal needs to be injected into the secondary side, the amplitude of the current feedback and the phase difference between the voltage and current at the open delta terminal of the secondary side are measured, and the formula is used to solve for C.
5. Frequency Selection and Simulation Verification
5.1. Model Establishment
A ship medium-voltage power grid model was established using the MATLAB (2020)/Simulink module, with the neutral point grounded via high resistance. Signals were injected through the three-phase power grid, and a three-phase transformer was used instead of the voltage transformer (VT) to simulate the uncharged state of the power grid. Signals of different frequencies were injected, and the proposed high–low frequency combination method was used to solve for the VT leakage inductance L and capacitance to ground C. These values were compared with the set values to explore the most suitable frequency selection scheme.
The following simulation model was established (
Figure 9):
The parameters of each module were set as follows:
- (1)
Power grid voltage (offline measurement): 0 V.
- (2)
Single-phase capacitance to ground in different experiments: 1 μF, 5 μF, 10 μF, 15 μF, 20 μF.
- (3)
Voltage source of the measurement circuit: 1 V (variable frequency).
- (4)
Cable resistance: 5 Ω.
- (5)
Grounding resistance: 1 kΩ.
5.2. Selection of High-Frequency Signals
For the selection of the high-frequency signal frequency, this paper combines the basic principle of frequency selection in the traditional dual-frequency signal injection method and the conclusions from the error analysis in
Section 2. The frequency of the high-frequency signal should be so large that the system inductive reactance
XL is much larger than the VT leakage resistance
R, additional impedance
R1, and variable capacitance reactance
BXC, thereby greatly reducing the calculation workload within a reasonable error range. Under power frequency conditions, the leakage inductive reactance is approximately several thousand ohms, the capacitance reactance
BXC is approximately several hundred ohms, the equivalent resistance
R1 caused by the equivalent impedance grounding resistance is approximately several tens of ohms, while the VT leakage resistance
R is approximately tens of thousands of ohms [
16], which does not meet the condition of only considering the leakage inductive reactance while ignoring
R,
R1, and
BXC. If the frequency is increased to several thousand hertz, the difference between the inductive reactance and the capacitive reactance is 4–5 orders of magnitude, the inductive reactance is a hundred times larger than the leakage resistance, and 8 orders of magnitude larger than the additional resistance caused by the grounding resistance. In this case, the capacitive reactance and resistance can be completely ignored. In this paper, the simulation model established in the previous section was used to inject high-frequency signals of different frequencies to verify the correctness of this method and find a suitable frequency.
In this paper, the single-phase capacitance to ground in the model above was set to 10 μF, and voltage signals of different frequencies (500–20,000 Hz) with a fixed amplitude of 1 V were injected. The loop current
I0 was measured using an ammeter and an oscilloscope module, and the leakage inductance
L was solved. The results are shown in
Table 4 and
Figure 10.
According to the experimental measurement results in Reference [
11], the leakage inductance of the measured JSZW-10 type voltage transformer is approximately 9 H. It can be seen from
Figure 10 and
Table 4 that among the transformer leakage inductance values measured using high-frequency signals of 500–20,000 Hz, the measured values are around 9 H when the signal frequency is above 2000 Hz and basically stabilize at approximately 8.98 H after 5000 Hz. According to the analysis before, theoretically, the larger the high frequency, the smaller the error of the solved
L value. Therefore, it can be considered that the VT leakage inductance values measured at high frequencies of 5000 Hz and above are relatively accurate, and the measured value is taken as 8.98 H.
On the other hand, since the voltage transformer also has a small capacitance to ground, to avoid the injected voltage signal being filtered out by the VT’s capacitance to ground, this paper should also minimize the frequency of the injected signal under the premise of ensuring a relatively accurate measurement of the VT leakage inductance. Considering the above factors, the high-frequency signal frequency was selected as 5000 Hz in this paper.
5.3. Selection of Low-Frequency Signals
Since the injection of low-frequency signals directly solves for the system’s capacitance to ground, the correct selection of the low-frequency signals has a crucial impact on the accuracy of the measurement results. For systems with large capacitance to ground, if the selected low frequency is too high, the corresponding capacitance reactance BXC is much smaller than the VT leakage reactance XL, and the measurement error of the phase difference θ will lead to a large deviation in the calculated value of BXC, resulting in excessive calculation errors, which means, for large capacitance systems, the low frequency should be selected to be relatively small. However, signals with excessively low frequencies will make the excitation branch current unignorable, so the low frequency cannot be selected to be too low.
In this paper, the single-phase capacitance to ground in the model above was set to 1 μF, 5 μF, 10 μF, 15 μF, and 20 μF, respectively. Voltage signals of different frequencies with a fixed amplitude of 1 V were injected. The loop current
I0 and the phase difference
θ between the voltage and current were measured using an ammeter, a voltmeter, and an oscilloscope module, and the capacitance to ground C was solved. The results are shown in
Figure 11.
In general, the capacitance measurement error is small in the range of 70 Hz to 150 Hz. When the single-phase capacitance to ground is 1 μF, the measurement error is stable within ±5% in the frequency range of 70–330 Hz, with the smallest error near 110 Hz; when the single-phase capacitance to ground is 5 μF, the measurement error is stable within ±5% in the frequency range of 30–180 Hz, with the smallest error near 110 Hz; when the single-phase capacitance to ground is 10 μF, the measurement error is stable within ±5% in the frequency range of 40–140 Hz, with the smallest error near 130 Hz; when the single-phase capacitance to ground is 15 μF, the measurement error is stable within ±5% in the frequency range of 90–150 Hz, with the smallest error near 120 Hz; when the single-phase capacitance to ground is 20 μF, the measurement error is stable within ±5% in the frequency range of 100–150 Hz, with the smallest error near 110 Hz (although the error at 150 Hz is smaller, it is unstable, and the errors at adjacent frequencies are large). Since the capacitance of the medium-voltage power systems in large-scale ships is generally above 4 μF and below 10 μF, and it is necessary to avoid interference from the 50 Hz power frequency, the low frequency was selected as 120 Hz after careful consideration.
Since the injection of low-frequency signals is directly related to solving the value of the system’s capacitance to ground, whether the low-frequency signal is correctly selected or not plays a crucial role in the accuracy of the measurement results. For systems with a relatively small capacitance to ground, even if the low-frequency selection frequency is relatively high, the corresponding capacitive reactance BXC is also relatively large, and its size is comparable to that of the VT leakage reactance XL. The slight measurement error of the phase angle difference will not cause a large deviation in the calculated value of the capacitive reactance BXC. For systems with a large capacitance to ground, if the low-frequency selection is too high, the corresponding capacitive reactance value BXC is much smaller than the VT leakage reactance value XL. The measurement error of the phase angle difference will cause a large deviation in the calculated value of BXC, thereby resulting in excessive calculation error.
The above research also verified through simulation that the proposed high–low frequency combination method can accurately measure the capacitance to ground of the medium-voltage power systems with neutral grounded via high resistance offline under the appropriate frequency selection.
5.4. Simulation Verification of Online Measurement
In the previous section, while determining the frequency selection strategy through simulation, this paper also verified the accuracy of the high–low frequency combination method for offline measurement of the system’s capacitance to ground under the appropriate frequency selection scheme. In this section, the feasibility of the method for online measurement is verified through live measurement, providing a basis for the online real-time measurement of the capacitance to ground of ship medium-voltage power systems, thereby realizing the real-time adjustment of grounding resistance parameters.
The following is the simulation verification of online measurement using the neutral point signal injection method, and the following power grid model was established (
Figure 12):
In this model, a single-phase transformer is used to inject signals at the neutral point of the power grid, and the returned current value is measured for calculation.
When the power grid was live, the single-phase capacitance to ground was set to 1 μF, 5 μF, 10 μF, 15 μF, and 20 μF, respectively, and the frequency of 5000/120 Hz was selected for measurement. The results are as follows (
Table 5):
From
Table 5, it can be observed that in the range of single-phase capacitance to ground of 1–20 μF, the high–low frequency combination method with signal injection at the neutral point and frequency selection of 5000/120 Hz is used for capacitance measurement. The relative error between the measurement results and the set values is within 5%. Thus, it can be verified that when the power grid is live, the high–low frequency combination method with signal injection at the neutral point can realize the measurement of the capacitance to ground of the medium-voltage systems with neutral grounded via high resistance.
7. Conclusions
To address the critical practical demand for accurate and real-time online measurement of the capacitance to ground in medium-voltage (MV) power grids of large-scale ships, this study systematically investigates existing capacitance measurement methods and proposes an optimized solution. Through simulation verification and experimental verification, it is finally proved that the proposed method can accurately realize the online measurement of the capacitance to ground of the medium-voltage power system with neutral grounded via high resistance.
7.1. Key Research Findings
- (1)
Methodological Innovation: Traditional signal injection methods are unsuitable for MV systems with high-resistance neutral grounding—either due to narrow applicability (small capacitance only) or complex solving processes (quartic equations with multiple solutions). The proposed high–low frequency combination method overcomes these limitations by integrating the dual-frequency method and high-frequency method, enabling direct and reliable calculation of capacitance without complex equation solving.
- (2)
Optimal Frequency Scheme: Through simulation and experimental optimization, the frequency combination of 5000 Hz (high frequency) + 120 Hz (low frequency) is determined as optimal:
The 5000 Hz high-frequency signal effectively isolates the transformer leakage inductance (L) by ignoring other impedances, ensuring accurate extraction of L for error correction.
The 120 Hz low-frequency signal avoids interference from 50 Hz power frequency and minimizes phase measurement errors, achieving stable results for capacitances ranging from 1 μF to 20 μF.
- (3)
Measurement Accuracy Verification: Both simulation and scaled-down experiments confirm that the proposed method delivers high precision:
Online measurement relative errors are within ±5% for capacitances of 1–20 μF (covering the typical capacitance range of large ship MV systems: 4–10 μF).
Experimental results with actual voltage transformers (leakage inductance ≈ 19.1 H) show errors < 3% for target capacitances (0.33 μF, 2.2 μF, 4.7 μF), verifying robustness against parasitic parameters and hardware constraints.
7.2. Practical Applications
By providing accurate online capacitance data, the method enables dynamic adjustment of high-resistance grounding parameters, ensuring the grounding arc is reliably extinguished. The method uses conventional signal injection hardware (signal generators, oscilloscopes, current probes) and avoids complex algorithms, enabling easy integration into existing ship monitoring systems with low retrofitting costs.