Performance improvements of auxiliary drives for automotive pump and fan applications

The need to increase electrification in the automotive industry has been well recognized. Overshadowed by their larger counterparts used for the car’s traction is the increasing number of small electric drives used in automotive applications. As a matter of fact, up to 100 of such drives are used within a typical mid-sized car. This includes performance-, safety-, and comfort-related auxiliary drives, of which around 10 % are used as parts of pumping and fan systems. With such “small drives,” i.e., fractional horsepower (FHP) drives at the lower end of the power spectrum, volume, mass, and efficiency have so far only been attributed secondary importance. Yet, the increasing demands on the automotive industry have also resulted in renewed interest not only in the performance parameters of these auxiliary drives, such as energy conversion efficiency, size, and cost, but also in electromagnetic emission, noise, and fault tolerance. This survey article presents selected results on recent achievements in these rather new fields of research and outlines fundamental research questions.


Introduction
For most, the current trend "transportation electrification," driven by climate change and concerns on resources, relates to the replacement of the conventional combustion engine(s) with modern, power-electronics based electric drive systems. Yet, such electrification also applies to the less visible auxiliary drive systems that relate to the performance, safety, and comfort of the overall system, in which electric drives have been replacing conventional hydraulic systems. Examples of such systems include heat pumpbased thermal systems for electric vehicles [1], electromechanical brake boosters [2], electric water pumps for engine cooling [3], electric oil pumps for gearbox lubrication to avoid hydraulic drag losses [4], and LED-headlight fans for cooling and dehumidification [5].
The number of auxiliary drives in use in traction systems has increased further as the demands on the safety and comfort of transportation, notably within the automotive industry, have continuously become more stringent in recent years. Taking an average mid-sized passenger car as an example, some 100 auxiliary drives are used for different functions, which relate to the performance, safety, and comfort of the car, as illustrated in Fig. 1. Almost three-fourth of these drives are comfort-related. To illustrate this point, Table 1 shows the number of auxiliary drives used to increase the comfort of the Mercedes S-Class in 2013, as published in [6]. This clearly mirrors not only the significant absolute number of auxiliary drives, but also the large portion of such drives used for comfort related functions, such as the ventilation and air cooling system or the magnetic valves for the massage seat.  2. Increasingly demanding operating requirements on the auxiliary drives As the drives are used for different purposes, the demands on the drives may vary, with emphasis on one or the other performance criteria, such as reliability or cost. Considering the different functions for which the auxiliary drives are used, three types of such auxiliary drives may be distinguished between: 1. Performance-related drives, 2. Safety-related drives, and 3. Comfort-related drives.
While performance-related drives are directly linked to the engine or power train, safety-related drives are directly or indirectly connected to the car's drivability and handling, whereas comfort-related drives are not necessary for the functioning of the car, but do enhance the driving experience. Examples for the different categories are given by the oil pump or the engine cooling pump, by the windshield wipers or the LED-headlight cooling and dehumidification fan (e.g., see Fig. 2), or by ventilation and air conditioning or seat actuators, respectively.
These auxiliary drives all have rated powers in the FHP, or even sub-FHP range, and thus are not subject to standardization. In contrast to "larger" drives, where even so-called customized solutions often revert to modular building blocks, these small drives are developed for each case of utilization, which is, in turn, often a massapplication. The continuing decrease of the length of product development cycles over the recent years has called for new design and development tools.

. Research problems with modern auxiliary drives for automotive pump and fan applications
As inherent with mass-applications, cost has long been (and often still is) the main design factor, as long as the requirements on the functionality of the product are met. Thus, other performance parameters, such as energy conversion efficiency, fluctuating power and torque, electromagnetic compatibility, and fault-tolerance have often been compromised. Depending on the application, these aspects may then be addressed at the system level in a form of retrofit, such as the modification of the mechanical structure to reduce noise, or the use of additional filters to reduce electromagnetic emissions.
With the continuing price-drop of electronics, electronics-based brushless motors have recently been replacing their brushed counterparts, notably for long-term applications, such as ventilation or pumping systems. The increasing demands of the customer on the drive performance significantly affect such drives. Thus, a large field of research is opening up that is yet to be addressed, see Fig. 3.
The following sections present selected results on recent achievements in these fields of research, including • small drive design aspects, • drive system modeling, • cogging torque reduction, • performance improvement through drive control, and • noise development.

Electric machine
When compared with the design of "larger" machines, specific design criteria apply, by and large, to the FHP and sub-FHP drives which are of interest for the pump and fan applications in question here: • FHP drives have small electric time constants due to their geometry-related low inductance and high resistance.
heft 0.0000 • FHP drives often have outer rotor motors because the winding can easily be wound from the outside using linear or flyer winders instead of needle winders. • FHP fan drives typically feature outer rotor motors in which the impeller is directly integrated with the rotor, making optimum use of all available space and ensuring a smooth operation due to the increased inertia. • FHP pump drives are typically implemented with wet-runners to omit a shaft seal having inner rotor motors due to the reduced viscous friction torque. • Despite their inherent lower efficiency and fluctuating output power, single-phase machines are often preferred over threephase variants due to the significantly reduced manufacturing cost. • FHP drives generally have large cogging torque (due to suboptimal slot-pole combinations) and torque ripple (because of the cogging torque and also commutation torque ripple as well as inherent torque ripple due to the nonideal voltage and current waveforms). • In single-phase drives, bifilar windings are often preferred over their unifilar counterparts due to the reduced count of power electronic switches (two instead of four) and the use of the more cost-effective low-side drivers. • When dimensions become very small, it can be advantageous to punch and bend steel sheets to achieve a claw-pole stator which has only one simple ring winding. • The application of established methods to reduce the cogging torque (e.g., skewing) is limited for very small drives due to increased cost and manufacturing challenges. • Small components are typically more vulnerable to manufacturing tolerances and their influence on the performance. • The relative air-gap is larger compared to integral horsepower electric machines reducing the efficiency.

Electronics
The constant increase in the number of control units in modern cars calls for a decrease in the complexity of the control of auxiliary systems themselves so as to reduce the risk of failure. Aiming to reduce the component count, application specific integrated circuits (ASICs) that only provide the functions absolutely necessary for an application are used (see Fig. 4), in contrast to common universal solutions with microcontrollers. Typically, state-of-the art solutions of single-phase and three-phase FHP brushless motors for pump and fan applications are used. The number of appropriate driver circuits is limited because of the automotive industry's special requirements, such as the compliance to the "Stress Test Qualification for Integrated Circuits" specification by the Automotive Electronics Council (AEC) AEC-Q100. This, in turn, significantly influences the motor design, since the specific characteristics of the circuit, such as certain (minimum) levels of the back EMF and current limits, directly influence the motor design. In addition, integrating the switches with the control circuit on one chip can significantly increase the on-state resistance and hence the losses. In contrast, in-house development of the electronics and hence customized design may allow further performance improvement.

New tools for shorter system development cycles
As electric machines have been designed for many years, also new design questions are typically addressed in in-house, experience- based approaches within the established companies. Often, the design requirements conflict, and for each application, a trade-off between the extents to which these different aims are met must be made. Performance spaces can describe such relationships, but they can only be computed if the relevant, underlying models are available, and if the different possible drive system topologies and operating possibilities have been investigated.
Modeling all the different characteristics of interest requires multiphysics simulations, which may be very time-consuming. Often, the mutual interaction between the motor and the electronics is only investigated in subsequent steps. Thus, the system optimization is reduced to the optimization of the individual components under the constraints of the other. As for the design of FHP and sub-FHP machines, mostly time-consuming brute-force 3D finite element analysis (FEA) together with experience-based trial and error are used to consider the aspect ratios specific for these drives. This contrasts the need for rapid system evaluation as required by the decreasing of the product development cycles' length.
Approximation-based approaches have gained attention as they bridge the gap between analytic and numerical approaches in manifold engineering disciplines [8][9][10][11]. Examples of such approaches are kriging, response surface, space mapping, and artificial neural networks [12][13][14]. The setup of these models requires some training, and the models are then valid for a certain parameter space and topology, as it may by given by a certain FHP drive. The application of space mapping for modeling the overall machine is exemplarily outlined in the following. This model can then be amended by refined submodels, as shown by iron loss loss-surface modeling and modeling of the leakage paths in FHP PM machines.

Space mapping
Space mapping splits optimization and validation into a coarse and a fine model of the system. It thus allows using simple models both for the optimization and for the multi-physics simulations. Thereby, it jointly accelerates the design process while allowing searches in a larger parameter space at reasonable computational effort and thus time.
The applicability of this approach is illustrated for a small PM outer rotor brushless motor [15]. The corresponding coarse and fine models, as well as a picture of a prototype, are shown in Fig. 5. The evaluation time t eval and the efficiency η of the different models are used for comparison, quantified by the respective differences t eval and η. For t eval , the baseline is the analytic model's evaluation time, whereas η is compared with respect to the efficiency computed by the 3D-FEA model that has been validated experimentally. As per Table 2, the surrogate model produced the same results as the time consuming 3D-FEA for one particular design option, at evaluation times of only fractions of a second.  Although the difference in performance between the analytic model and the 3D-FEA is rather small, the analytic model is not able to cover nonlinear behavior; the surrogate model, however, trained with several such supporting points, is able to do so. In addition, the surrogate model allows for the straightforward analysis of the effects of selected input parameter on one or several output parameters, as an alternative to time consuming 3D-FEA and their computation over a wide parameter range.
The output data of the surrogate model can be used as parts of multi-physical models, for example, coupled with electric circuit simulators. This, in turn, allows for the desired comprehensive performance analysis within acceptable times, such as the computation of drive system efficiency maps or development of performance spaces for given design spaces.

Iron loss computation based on the loss-surface method
The loss-surface method allows for the consideration of the influence of the different manufacturing and operating characteristics, such as the strongly non-sinusoidal flux density waveforms, the temperature, and mechanical stress occurring during the manufacturing process [16,17]. It is based on preliminary measurements of the losses occurring for data points (B, dB/dt) over a certain range of flux densities B and rates of change of flux density dB/dt, from which the loss surface is obtained. It is significantly more accurate than the common approaches based on empirical factors, which are often solely available for larger machines [18]. The samples from which the loss-surface is obtained need to be carefully prepared so as to mirror the final machine. For example, in FHP machines, the eddy heft 0.0000 Table 3. Measured and predicted mean iron loss densities of a toroidal lamination stack [16]; P EP,w and P EP,n are based on loss-surfaces determined from Epstein frame samples with wide (P EP,w , width of the strips: 30 mm) and narrow (P EP,n , width of the strips: 5 mm) strips. P ring is obtained from a loss-surface based on the toroidal iron stack  currents occurring due to the iron sheets' stacking have proven to play a central role in the final results. Table 3 compares three mean iron loss densities of a toroidal lamination stack that have been determined from different loss-surfaces, P EP,w , P EP,n , and P ring , and compares it with the directly measured reference loss density P meas . Two different waveforms, sinusoidal signals with an additional third harmonic component (30 % of the main amplitude, 180 • and 0 • phase shift for waveform I and II, respectively) with frequencies of 50 and 200 Hz, are chosen for evaluation. The different waveforms and measured losses are shown in Fig. 6. The results show a certain immunity to change of frequency and waveform of magnetic flux density. On the other hand, the preparation of the samples (e.g., material degradation due to cutting, shown by the significant difference between wide and narrow Epstein samples in Fig. 6), used to determine the respective losssurfaces, has a significant impact.

Investigation of flux stray paths in FHP machines
The stray paths of FHP machines, too, are significantly more influenced by data uncertainty than in the case of larger machines. Furthermore, the specific aspect ratios do not allow the use of the correction factors established for larger machines.
Exemplarily, Fig. 7 shows two 3D-FEA models of the example case motor, one with the realized rotor overhang, one without. The 3D model with a modeled winding overhang but without the rotor overhang produced the same results for the computed back EMF as the 2D-FEA model (not shown in Fig. 7), illustrating the importance of 3D-FEA in considering such details as rotor overhang. This error is as large as 25 %, see Fig. 8.
As a further example, the computation of the main inductance is reported on here: The results obtained from a straightforward 3D-FEA model with straightforward settings for coil configuration,  Fig. 9. Improved modeling of the bifilar winding, whereby the straightforward representation of two lumped windings is replaced by an eight-layer winding; [19]. This measure improved the modeling accuracy by 5 % material settings according to the respective datasheets, and simplified magnet setup, as shown in Fig. 9(a) differ by 47 % from the measured value. The bifilar winding of the example case machine has thus been modeled as an eight layer winding, as shown in Fig. 9(b), and the material parameters of the core back adjusted by data determined experimentally from single core backs, hence, material data that included the manufacturing process. Thereby, the computational error could be reduced to 22 %.

Cogging torque reduction
Cogging torque is a characteristic of permanent-magnet (PM) motors. It describes the interaction between the PM rotor and the slotted stator structure because the former is constantly trying to minimize the reluctance. This results in a typically parasitic no-load torque component. However, cogging torque can cause noise [20, Fig. 10. Exploded view of a low cogging torque single-phase brushless claw-pole motor design [25] 21], as it is superposed upon the alignment torque leading to a torque ripple which can excite system resonances.
The cogging torque strongly depends on (and can be influenced by) factors such as the slot-pole combination, slot width, pole geometry, air-gap length, strength, width, shape, and position of the magnets, magnetization pattern, material properties, manufacturing irregularities, and manufacturing impact. If it remains still too high, despite an optimization of the above mentioned factors, the following cogging torque mitigation methods have been proposed in the literature [22][23][24]: • implementation of rotor or stator skewing, and • implementation of dummy slots or teeth.
Being primarily cost-driven, mass-produced FHP motors often have suboptimal slot-pole combinations with a low number of slots and a rather large slot width to facilitate the winding process. Both characteristics lead to high cogging torque and hence a high output torque ripple, which is especially true for low-cost single-phase motors.
However, cogging torque reduction methods such as skewing are hardly applied to mass-produced FHP motors as their implementation usually increases the number of manufacturing steps, the manufacturing complexity, and hence the cost [22]. In an effort to reduce the high cogging torque of low-cost single-phase brushless PM motors, [25] proposed the claw-pole motor design exhibited in Fig. 10. The stator consists of punched and subsequently deep-drawn steel sheets. As opposed to conventional reduction methods, owing to a special punching layout, it is possible to implement both auxiliary slots and stator skewing for cogging torque minimization with no increase to the manufacturing cost. Figure 11 contrasts the cogging torque of the proposed design (auxiliary slots and skewed claw-poles, see Fig. 10) and that of the baseline design (straight claw-poles, not shown in Fig. 10). In this example, apart from an efficiency reduction of three percentage points (i.e., from 36 to 33 %), the cogging torque and torque ripple have been successfully reduced by 70 % and 17 %, respectively.
The cogging torque of such sub-FHP motors is often in the submilli-Newton meter range, making the measurement a very challenging task. A rheometer-based measurement method has recently been presented (see Fig. 12) to cope with these small torques [26]. In addition, it is also possible to accurately determine the iron losses as well as the hysteresis torque of sub-FHP motors. The fact that said investigations inherently include all manufacturing influences proves to be advantageous.

Performance improvement through drive control
In most cases, a PWM approach is used to control the switches of the inverter which drives the brushless motor. Optimizing the switching strategy, performance parameters of the drive, such as the efficiency or the radiated electromagnetic emissions, can be improved, as illustrated in the following.

Drive control with delayed turn-on angle
The seemingly simple refinement of the control of not only advancing the turn-off angle α p , but also delaying the turn-on angle α d can lead to significant performance improvements [27]. Such control at the optimal commutation angle combination allows • reducing copper losses, • preventing braking torques, and generally • improving the motor behavior, notably its efficiency. heft 0.0000 Table 4. Performance improvement due to the additional introduction of a delayed turn-on angle α d ; example case drive with R phase = 8.5 , L s,phase = 260 µH, L m = 2.8 mH, U dc = 12 V, and C = 16.6 mF, as reported on in [ Exemplarily, Table 4 shows the performance improvements over a wide operating range of a single-phase brushless motor with bifilar winding.

Angle modulated switching strategy (AMSS)
PWM related issues of electromagnetic compatibility have been subject to research for a considerable time. The increase of electric drives used for safety-relevant applications has further enhanced the importance of addressing these aspects. The problem has, e.g., been addressed by spreading the energy in the frequency spectrum through varying the switching frequency, thus reducing the single peaks [28][29][30][31]. Furthermore, as the limits demanded by the standard CISPR25 [32] decrease with higher switching frequencies, reducing the switching frequency can help the device pass the EMC tests [33].
When compared with "larger" drives, FHP and sub-FHP drives have a smaller ratio of supply voltage to phase resistance and thus a smaller short circuit current. Hence, typically, the switching frequency can be significantly reduced without any risk of thermal overload or demagnetization of the magnets. This property is taken advantage of by the so-called "Angle Modulation Switching Strategy" (AMSS), which reduces the switching to its minimum, i.e., the electrical frequency. As a result, only one switching cycle per electrical period is needed. The speed is adjusted by the length of the conduction angle, resulting in a speed-dependent switching period. Thereby, the method differs from the well-established six-step mode of rotating field machines, where the base/fundamental frequency determines the machine's speed.
The switching frequency of the AMSS corresponds to the electrical frequency. Consequently, the switching period is longer than the electrical time constant of the winding. If the on-time is longer than the electrical time constant, the current increases until either the switch is turned off again, or until it reaches its final value determined by the R-L circuit. Thus, the maximum current cannot be controlled, and is higher for AMSS than for the PWM control. Therefore, the low order harmonics are increased and the high order harmonics are decreased in the spectrum of the cable harness current, which is also reflected in the measured conducted emissions, see Fig. 13(a). Although the AMSS increases the conducted emissions in the low frequency range, the span to the limits is still sufficient. The measurement results in Fig. 13 are for measurements with a reduced size of the EMC filter. The number of capacitors on the PCB was reduced from nine to four. The proposed AMSS still passes the EMC test, while the frequency hopping PWM (FHPWM), that has already less emissions than conventional PWM, exceeds the limits.
Due to the bifilar characteristic of the motor winding, the current has very steep edges. Thus, the switching frequency and their har- monics are clearly mirrored in the spectra. The phase current in combination with the phase winding and the PCB are the main sources of the radiated emissions. Figure 13(b) shows the radiated emissions measured according to [32]. The reduced harmonic content in the spectrum of the phase currents decreases the radiated electromagnetic emissions by almost 10 dB µ V/m in a wide frequency range.

Noise development
Given the overall noise level reduction in vehicles, the noise development of auxiliary drives has become vitally important [20]. Once hidden by the combustion engine or other dominant noise sources, the noise of automotive pumps and fans may now become disturbing to the passenger. In fact, proper noise standards for auxiliary drives did not exist for a long time and have only recently come into existence. It has been found that the requirements these drives have to meet are becoming more strict. Using a radial fan drive as an example [35], air-borne and structure-borne noise measuring results are shown below.
The air-borne noise measurements of a selected radial fan drive have been performed in a low reflection chamber using a microphone array in accordance with the industrial standard VW 82 469 [36] but at half the specified distance (0.5 m instead of 1 m). Figure 14 shows the A-weighted one-third octave band spectrum. Limit 3 presents the maximum sound pressure levels for an auxiliary drive which is automatically operating when the engine is switched off. As can be seen, the range of 1000 to 4000 Hz is critical because the one-third octave bands are in close proximity to limit 3. The structure-borne noise measurements have been performed using three acceleration sensors mounted onto the housing of the same fan drive in the x-, y-, and z-directions. The one-third octave band spectrum of the total rms force (in which the results of the three axes have been added to yield the total force) is shown in Fig. 15. As can be seen, the fan system under investigation shows several distinct peaks below 1000 Hz.

Summary
The need for the increased electrification in the automotive industry and constant pressure for performance improvement also affects the multitude of auxiliary drives used in today's passenger cars. From this, a variety of new research problems arises, as the development cycles decrease, manufacturing techniques advance, mitigation of parasitic effects through retrofitting becomes too costly, and energy conversion efficiency continues to gain importance. The particularities of these small drives, such as short time constants, small aspect ratios, and the design for mass-production in most cases do not allow for the direct application of techniques that have been developed for larger machines. This survey paper has provided some examples of different fields of research related to modern FHP and sub-FHP drives. These include design and modeling processes, parasitic effects such as cogging torque, noise development, electromagnetic emissions, and control. The examples mirror the wide area of the research problems that these recent developments in the applications of small drives have brought forward.
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