1. Introduction
In battery electric vehicles, the DC side HV cables of the traction inverter are often assembled with individual shields. A cost- and design-relevant property of the shield and its connector system is the current stress resistance. Data sheets of an HV cable and connector define only a constant root-mean-square (RMS) value for the shield current stress resistance, typically 10 A [
1]. Due to the switching operation of power transistors in the traction inverter, differential mode (DM) ripple current is emitted into the HV system in the frequency range of [10 Hz–150 kHz] [
2,
3]. Ripple current can have an amplitude of up to 40% of the useful DC current [
2]. In the frequency range of the ripple current, the dominant inductive coupling between the cable core and the shield induces shield current [
4]. With the electrification of sport cars and heavy-duty vehicles, the nominal power of xEVs and the nominal DC current increase [
5]; hence the specified shield current limit can be violated, yielding sporadic faults and accelerated ageing processes [
6]. In this work, we provide a model and an analysis of shielded cables integrated into an automotive HV system in relation to system-level design parameters. The simulations aim to show the influence of design parameter changes to shield current. We also propose a new requirement for the current stress resistance of the shield and the connectors. The new requirement aims to predict the shield current stress over life-time of the vehicle. The results of this paper are validated with measurement data from real vehicles.
The HV power net of an electric vehicle can be designed with different shielding concepts. This work focuses on a vehicle with individually shielded HV cables, assembled between the traction inverter and the HV battery. Auxiliary loads with power of ≤10 kW are mostly connected to cables with a small radius (4–6 mm
) and common shielding. Individually shielded cables are usually used to connect the battery with the traction inverter usually individually shielded cables are used due to industrialisation advantages, but they can have both common mode and differential mode disturbances due to the inductive coupling of DM current. Numerous researchers have recently examined the modelling of the voltage ripple emission of automotive traction inverters [
7,
8,
9]. Studies motivated by electromagnetic compatibility (EMC) covered the properties of shielded systems in automotive applications in the frequency range of >150 kHz, such as [
6,
10,
11]. Moreover, the impact of the ripple voltage on the passive components such as the DC-link capacitors and on the HV battery were scoped in several studies, such as in [
5,
7,
12,
13]. Voltage ripple issues are also covered by automotive standards, such as in [
14]. Many researchers [
1,
6,
10,
15,
16,
17,
18] have examined the properties of shielding and shield current in automotive HV systems. They examined the AC cabling between the traction inverter and the electric machine, in the 3-phase AC system. If shielded cables are used, a part of the useful AC current occurs on the shielding due to inductive coupling, mostly in the frequency range of [0–1 kHz].
Section 5 [
15] briefly defines the role of individual shielding in the DC side ripple current calculation, following [
3]. However, existing research covers the modelling of the voltage ripple emission of a traction inverter, the ripple caused faults and accelerated ageing of some components in the HV system, and the modelling of an individually shielded cable, the existing literature poorly covers the behaviour of a shielded cable in real vehicular environment. Reference [
15] covers the basic modelling of an individually shielded cable in the HV system, but without the assessment of requirements on the cable or of the behaviour in drive-cycles. The standardised method on shield current stress provided in [
14] does not cover the voltage ripple modelling and the life-time shield current stress. Moreover, parameter optimisation in HV systems with respect to voltage ripple in the literature focuses on capacitor sizing [
13], but also the design parameter optimisation of the shielding system with respect to voltage ripple behaviour is a promising direction for avoiding accelerated ageing or sporadic faults.
Our objective in this research is to combine the knowledge about voltage ripple and cable modelling and system-level knowledge to define the current stress resistance requirement for shields, and grounding resistors and to examine the influence of shielding parameters on HV system modelling in the frequency range of [10 Hz–150 kHz]. We conducted a detailed system analysis and a simulation in a real vehicular environment with real system parameters to answer the research questions. We also analysed the system gradients with respect to design parameters, such as cable length, resistances, and capacitor sizes.
In designing shield connectors, the HV system specifications provided state that the maximal allowable RMS current, measurable in the shielding of HV cables, is typically 10 A. Meanwhile, in the automotive HV system specifications, the maximum shield grounding resistance is 10 m
[
13]. The grounding resistance determines the functional robustness of the connector against current stress. In recent measurements, high currents have been observed on individually shielded cables between the inverter and the battery. The spectral analysis of these currents has shown that the origin of these DM disturbances is the switching operation of the traction inverter. In this work, we analysed the physical phenomena of the shield current. Based on the analysis, we defined the maximal current levels emitted by the inverter in the frequency domain to secure maximal RMS current on the shield connectors. In addition, we examined the trade-off between reducing current ripple in the HV cables and preparing the shielding for higher RMS current stress. We also defined the properties and calculation of the shield current in the frequency range of [10 Hz–150 kHz], followed by the extrapolation of drive cycles and life-time current stress approximations. For life-time approximation, a new definition of shield current stress requirement was provided. The modelling built on the results of the latest modelling research on automotive HV systems, particularly ripple voltage properties [
2,
7,
13]. In this paper, we show the results of high-fidelity shield modelling integrated into a real vehicular environment, with a focus on modelling error and requirement definition on the shielding’s current stress resistance. According to [
2], the analytical modelling approach for system-level ripple simulations contains different errors. The individually shielded cables contribute to the modelling error, hence we propose a new approach to estimating this uncertainty and a co-simulation to enhance the fidelity of shield current simulations.
From a system integration perspective, the modelling of shield currents is essential in designing a shield and connector system. The proposed method aims to predict shield currents over realistic drive-cycles and use case near life-time approximations.
This work is structured as follows:
Section 2 presents the cable, system and drive cycle modelling approach.
Section 3 shows the results of the analysis for shield current calculation and modelling error determination, while in
Section 4 the extrapolation of drive-cycles is discussed.
Section 5 focuses on simulation and measurement results and our suggestions for requirement definitions.
3. Analysis
In this section, we present analytical calculations of parameter dependencies between shield and cable current. The bases for the analyses were calculations of the transfer function from the inverter current to the shield current and to the cable current. The analysis confirmed the influence of the shield parameters on the ripple current in the inner conductor. We also examined the effect of system parameters on the shield current. A sensitivity analysis was conducted to gauge the effect of design parameters on current properties.
The transfer function from inverter ripple current to shield current suggested a band-pass filter-like system. The exemplary HV system impedance had two parallel coupled LC DC-link filters with a high Q factor.
Figure 7 shows that resonance points also cause local maxima in the transfer function. The simulation results are presented in
Figure 7 with three different values for the grounding resistance. The simulation results showed the damping effect of the connecting resistance of the shield.
Corollary 1. The shield current in relation to system parameters can be written in closed mathematical form. The shield current function has a negative gradient against contact resistance, so . In practical terms, the lower connector resistance means higher shield current.
The transfer function from the inverter ripple current to the cable core current showed similarities with the transfer function of a low-pass filter, which can be explained by the DC-link capacitor of the inverter. The two resonance points can be observed due to the input filter of the HV auxiliary loads.
Figure 7 presents the exemplary transfer function with two HV loads and a real DC-link capacitor, with three different contact resistances. The influence of the design parameters on the filter performance of the DC-link capacitor has been studied; hence the following properties were simulated.
Corollary 2. For every system configuration and exists a frequency such that:
If then
Else .
There exists a frequency, below which the shield behaves as a reduction conductor, and above which the shield amplifies the measurable current in the conductor core.
3.1. Parameter Dependencies of Shield Current
To examine the effect of the design parameters and observe possibilities of the system-level parameter tuning, the transfer function between the inverter ripple current and the shield current was derived. The transfer function between the inverter ripple current and the shield current was also derived. The simulated transfer function is shown in
Figure 8. Calculations of the three different parameters showed significant changes in behaviour at the resonance frequencies of the auxiliary HV loads. Damping properties also changed in the grounding resistor parameter.
Figure 9 presents the calculated transfer function between the ripple current in the inverter and in the cable core. The effect of parameter changes was similar to that of the transfer function presented in
Figure 8.
Since the parameters in the transfer functions were not linearly independent, the simulation of
was conducted to visualise their effect on the ripple current.
Figure 10 shows The simulation results, indicating switching frequencies in the traction inverter. This suggest a resonance phenomena (e.g., at 11 kHz) tuning other system parameters and shield grounding resistor
damping the resonance current in the system. Moreover, with the tuning of the inverter switching frequency and the shield grounding resistance the shield current can be minimised, or the dumping of the shield on cable inductance can be maximised.
3.2. Effect of Shielding on System-Level Ripple Modelling
Figure 11 shows the qualitative impact of the design parameter changes on the transfer function from inverter ripple current to shield current. The results show the modification of the band-pass properties of the shielded system, the higher resistance values cause better damping, the modification of the cable length also modifies the shield currents.
Table 1 summarizes the qualitative impact of design parameters to transfer function from inverter ripple to shield current, the table also provides information on the possibilities of damping undesired shield current related phenomena in the HV system.
In the HV-system, the effect of an individually shielded cable on conducted DM disturbances in the low frequency range is caused by mutual inductance in the shield and the cable core. The individual shield slightly shifted the resonance points of the system and the current distribution between the DC-link capacitor of the inverter and the HV-system. The resonance point shift is critical in terms of maximal ripple current on side loads. As an analysis example, an auxiliary load is assumed with a DC-link capacitor
, a DM choke
, cable inductance
and shield inductance
. The resistance of the cable, connector and equivalent series resistor (ESR) of the capacitor is summarized in
. The effect of shield parameters on the resonance shift is obtained analytically in the following equations. In the formula below,
is the resonance frequency for the shielded system, and
is in the unshielded system.
Figure 12 shows the numerical results of the sensitivity analysis with respect to the coupling factor. The effect of shielding on the function of cable inductance was calculated as follows:
where
.
4. Shield Currents over Drive-Cycles
In this section, we aim to predict the shield current in a real drive cycle, to extend current stress requirements for shields and connector systems. Actual specifications and data sheets included a constant RMS current stress. Measurements (
Section 5.3) revealed that in some drive situations the shield current can be higher than the specified 10 A RMS. The thermal and ageing effect simulation of shield current on a connector system requires a predicted current profile as input.
In a real vehicular environment, the examination of the shield current considers parameter uncertainties, such as the shield contact resistance being temperature dependent or the spectrum of the inverter ripple current depending on the state of the electric motor [
2].
After setting up the drive-train, system impedance, and cable model, the drive-cycles were defined. During a drive cycle, electric machine speed, torque, and DC voltage must be measured. With these input parameters, the ripple emission of the traction inverter was simulated, and shield current was calculated in every discrete measurement point. Simulation outputs were shield current pulses with their frequency spectrum and amplitude, and length in the time domain. We examined two different drive cycles of a real electric vehicle. A Worldwide Harmonised Light Vehicle Test Procedure (WLTP) standardised and a sporty driver profile.
Figure 13 and
Figure 14 presents the simulated RMS current stress on the shield contact resistor in the two different drive-cycles.
Figure 13 shows the DC current and the RMS values of the ripple emission of the traction inverter as well as the cable core ripple current and the shield current. From these results we can determine the worst-case shield current pulses and a current profile for the thermal simulations. For the system design, we obtained the length of a high shield current period from the dataset.
Figure 14 visualises the comparison of the two driver profiles. Showing the effect of driver profile and the percentage of the share of time when a shield current appears larger than a specified level. With these results, we can validate a new requirement level, as they indicate the frequency of limit violations, as a percentage. These results also helped us to define a shield current stress level extended with the pulse length in the time domain.
5. Result Discussion and New Design Guidelines for the Shielding of HV Cables
In this section, we propose a method to predict current stress on the shield and connectors in BEV applications. The method is designed such that it can be applied in the early phase of vehicle development, using the inverter data sheet and the specified HV system topology. With this method, vehicle developers can predict shield currents in drive cycles and validate the usability of standard or custom shields and connectors for the vehicle life-time. The designed shield current profile can serve as an input for the thermal simulation of shields. We propose an estimated shield current profile for vehicle concepts. Accurate prediction method requires prior knowledge about the inverter, the HV system, and the drive cycles. The predicted current profile enables a lifetime prediction of shield grounding resistors.
We suggest conducting the shield current analysis during the vehicle concept design phase because shield current stress can influence the selection and type connector geometry and material.
5.1. Drive-Cycle Modelling
Current stress on a shield or on a contact resistance depends on the actual state of the drive-train. Reality near drive situations and driver profiles are modelled with standard drive-cycles like the WLTP - WLTC Class3 cycle or NEDZ [
24], which are also used for the homologation of the vehicle. In this research, we assume that the standard drive-cycles correspond to the behaviour of a real driver. For the simulations, the inputs a measured were a WLTP and a sporty drive cycle with aggressive acceleration and braking manoeuvres to model a worst-case scenario.
In the real drive situation the actual torque and speed of the electric machine and the HV voltage were measured over a drive-cycle with synchronised data acquisition equipment. For the simulations, we generated an input data set from the measurement results, which consisted of actual electric motor speed, torque, and HV voltage with a sampling frequency of 1 kHz. Simulation results of the ripple current stress on a shield provided the input for thermal simulations.
5.2. Simulation of Real Drive-Cycles
The high-level algorithm of the shield current simulation is presented in
Figure 15. This algorithm ensured satisfactory shield current predictions for the system engineering. To conduct the simulation, we first measured different driver profiles with 1 kHz sampling in an existing BEV. We then fed the shield current simulation with the measurement data from the battery and electric drives. Afterwards, the current ripple and the shield current for the two drive cycles was to be calculated and a profile was calculated with the frequency and length of shield current pulses. We propose using such a profile for the current stress resistance requirement of the shield.
5.3. Validation
The research questions are about unpredicted ageing phenomena and sporadic faults in real vehicle applications. We validated these by theoretical and simulation results (i.e., research related measurements). The measurement required a customised break out box that enables the measurement of the shield current and the cable core current without changing the cable length, geometry, and the system parameters. For the measurements, two Rogowski coils from the LEM company, with a maximal frequency of 200 kHz, were used on the interrupted shield and the cable core. Measurements were provided on a system test bench, where the measurement equipment can be assembled without any volume problem.
Regarding the measurement results shown in
Figure 16, the cable core current was filtered with a band-pass filter between [10 Hz–150 kHz], and the shield current was filtered with the same filter parameters. In
Figure 16, the measurement of a short acceleration and braking cycle of a real vehicle is presented, where the observed shield current corresponds to the predicted shield current in acceleration periods of the WLTP drive cycle, presented in
Figure 13. Notably the measurements are performed with real vehicular parameters without parameter optimisation.
The measurement results revealed that in the specified frequency range the current resulting from the inductive coupling between the cable core and shield allows the measurement of shield current with an amplitude of more than 40 % of the ripple current on the cable core. Moreover, the measurements showed that the 10 A RMS shield current limit can be violated during real drive situations. As a conclusion, the measurement results fulfil their validation purpose.