IJIRAE::Selective Harmonic Elimination in PWM Inverter Using Fire Fly and Fire Works Algorithm
Influence of Inverter Output Voltage Harmonic on Surface ...€¦ · Influence of Inverter Output...
Transcript of Influence of Inverter Output Voltage Harmonic on Surface ...€¦ · Influence of Inverter Output...
Draft
Influence of Inverter Output Voltage Harmonic on Surface Mounted Permanent Magnet Synchronous Motor
Performance
Journal: Transactions of the Canadian Society for Mechanical Engineering
Manuscript ID TCSME-2018-0121.R2
Manuscript Type: Article
Date Submitted by the Author: 12-Dec-2018
Complete List of Authors: Qiu, Hongbo; Zhengzhou University of Light Industry, College of electric and information engineeringZhang, Yong; Zhengzhou University of Light Industry, College of electric and information engineeringYang, Cunxiang; Zhengzhou University of Light Industry, College of electric and information engineeringYI, Ran; Zhengzhou University of Light Industry, College of electric and information engineering
Keywords: SMPMSM, harmonic voltage, air-gap magnetic density, torque ripple, loss
Is the invited manuscript for consideration in a Special
Issue? :Not applicable (regular submission)
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
1
Influence of Inverter Output Voltage Harmonic on
Surface Mounted Permanent Magnet Synchronous
Motor Performance
Hongbo Qiu , Yong Zhang , Cunxiang Yang and Ran Yi
Zhengzhou University of Light Industry
Hongbo Qiu He received the B.E.E. degree from the Harbin University of Science and Technology, Harbin, China, and the
Ph.D. degree in electrical engineering from the same university in 2014. He has been with the Zhengzhou University of Light
Industry, Zhengzhou, China, since 2014. His research interests include electromagnetic and thermal analysis on electrical
machine, especially in permanent magnetic machines.
Yong Zhang He is working toward the M.S. degree in electrical machines at Zhengzhou University of Light Industry,
Zhengzhou, China. His current research interests include electromagnetic and thermal analysis on electrical machines,
particularly on permanent magnetic machines.
Cunxiang Yang He received the B.E.E. degree from the Zhengzhou University of Light Industry, Zhengzhou, China, and
the Ph.D. degree from the College of Control Science and Engineering, Huazhong University of Science and Technology, Wuhan,
China in 2009. He has been with the Zhengzhou University of Light Industry, Zhengzhou, China, since 1988. His research
interests include intelligent control and electrical fault diagnosis technology.
Ran Yi She received the M.S. degree from the Harbin University of Science and Technology, Harbin, China, in 2012. She
has been with the Zhengzhou University of Light Industry, Zhengzhou, China, since 2014. Her research interests include research
on electromagnetic and thermal analysis on electrical machine, particularly in superconducting machines.
Corresponding Author: Yong Zhang
Telephone numbers:+8615603915641
E-mail:[email protected]
Address:Zhengzhou University of Light Industry, No.5 Dongfeng road , Zhengzhou , 450000, China
Page 1 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
2
Influence of Inverter Output Voltage Harmonic on
Surface Mounted Permanent Magnet Synchronous
Motor Performance
Hongbo Qiu * , Yong Zhang**, Cunxiang Yang*** and Ran Yi †
* Zhengzhou University of Light Industry
Abstract
The application of inverter is becoming more and more widespread in surface mounted permanent magnet synchronous motor
(SMPMSM). A large number of voltage harmonics can be generated by the inverter. The electromagnetic torque, loss and air-gap
magnetic density of SMPMSM are affected by voltage harmonic. In order to analyze its influence, taking a 3kW 1500r/min
SMPMSM as an example, a 2-D transient electromagnetic field model is established. The correctness of the model is verified by
comparing the experimental data with the calculated data. Firstly, the finite element method is used to calculate the electromagnetic
field of the SMPMSM, and the performance parameters of SMPMSM are obtained. Based on these parameters, the influence of
voltage harmonic on motor performance is analyzed quantitatively. Secondly, the influence of the voltage harmonic on the air-gap
magnetic field is analyzed, and the influence degree of the time harmonic on the air-gap magnetic field is determined. At the same
time, torque ripple, average torque and loss are studied, when the different harmonics orders, amplitudes, and phase angles are
contained in voltage, and the variation is obtained. Finally, the variation mechanism of eddy current loss is revealed. The conclusion
of this paper provides reliable theoretical guidance for improving motor performance.
Key words: SMPMSM; harmonic voltage; air-gap magnetic density; torque ripple; loss
I. INTRODUCTION
Because of the advantages of simple structure, high efficiency and high power factor, the SMPMSM has been widely used in
electronic information, mining, communication technology, aerospace, transportation and other fields (Chen et al. 2017; Lee and Ha
2012). In order to better start and control the SMPMSM, it is very necessary to combine the PWM frequency-converting techniques
Page 2 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
3
with the SMPMSM. However, it has an adverse effect on the performance of the SMPMSM because the output voltage contains
massive harmonic components. Compared with the fundamental voltage, the existence of harmonic makes the skin effect more
obvious, which will increase the losses and torque ripple (Xia et al. 2017). Meanwhile, when the different frequency, amplitude and
phase angle are contained in voltage harmonics, the influence of voltage harmonics on the SMPMSM performance will be obviously
different (Tawadros et al. 2013). Therefore, it is of great theoretical research significance and engineering practical value to study the
influence of inverter output voltage harmonics on motor performance.
In recent years, many scholars have carried out some research on the influence of harmonics on the SMPMSM. In reference
(Khomsi et al. 2014), the harmonic content and distortion of the voltage and the current of the pulse width modulation voltage source
inverter motor are analyzed. It is innovative that the static power converter can better control the motor. In reference (Duarte and
Kagan 2010), a new power-quality (PQ) index is proposed to combine the effects of voltage unbalance and harmonic distortions. It
will be used to determine how the asymmetric voltage is raised by the motor temperature. In reference (Kang et al. 2017), an
improved switching selection method was presented for the direct torque control (DTC) of five-phase induction motors (IMs). It can
be obtained from the torque ripple is reduced in the steady state, and the performance of the torque response speed is improved. In
reference (Feng et al. 2017), the torque ripple minimization for PMSM is investigated in this paper, and a novel analytical solution of
optimal stator current design for torque ripple minimization is proposed. The proposed design is theoretically proven to be able to
minimize the torque ripple with minimal machine losses. However, many researches are limited to the analysis of the performance
for the algorithm, and they analyze the effect of harmonic on motor performance without considering the motor noumenon.
In this paper, taking a 3kW, 1500r/min SMPMSM as an example, the two-dimensional finite element electromagnetic field
model is established. Using the finite element method, the air-gap magnetic field, torque and loss are calculated when the SMPMSM
is operated at different conditions. Through analysis of the air-gap magnetic field, torque ripple and loss, the variation laws are
obtained. When the SMPMSM is running at rated load, the distribution of the eddy current density is studied, and the change
mechanism of the eddy current loss is revealed. Through the above analysis, some useful conclusions are obtained, which could
provide the theoretical basis for further research on the SMPMSM.
II. PARAMETERS AND MODEL OF SMPMSM
A. Parameters and Model
In this paper, a 3kW and 1500r/min SMPMSM is taken as an example to study the effect of voltage harmonic on the motor
performance. Based on the actual structure and parameters of the prototype, the finite element model of the SMPMSM is
established, as shown in Fig. 1. The basic parameters of the SMPMSM are shown in Table I.
Page 3 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
4
In the SMPMSM electromagnetic field analysis process, in order to simplify the calculation, the following assumptions are
made (Xia and Li 2015):
(1) When the electromagnetic field is analyzed, the end effect of the motor can be ignored. It is assumed that the axial
magnetic field of the motor is constant.
(2) The influences of temperature on the material conductivity and permeability are negligible.
(3) The outward flux leakage with the SMPMSM stator core in radial direction should be ignored.
Based on the above assumptions, when the electromagnetic field is analyzed, the influence of the displacement current and
the parallel plane field of perpendicular on the motor shaft are not considered. The vector magnetic potential A only has
z-component.
B. Experimental testing and data comparison
In order to verify the correctness of the finite element model, the SMPMSM prototype is tested. The test system consists of
a Magtrol dynamometer machine, HIOKI PW6001 power analyzer, industrial condensing unit, DSP data acquisition system,
permanent magnet motor and other forms of equipment. The correctness of the calculated result is verified. The experimental
platform of the prototype is shown in Fig. 2.
Through the above experimental platform, the SMPMSM is tested, and the experimental data are compared with the
calculated results. Table II and Table Ⅲ are the experimental value and the calculated value of SMPMSM current, torque,
no-load back EMF losses and efficiency at different loads.
Based on the comparison of the above data, it is concluded that there is little difference between the experimental value and
calculated value of the prototype under different loads, and the errors are within 5%. The experimental data are in good
agreement with the calculated data, which verify the accuracy of the model.
III. THE INVERTER OUTPUT VOLTAGE HARMONIC ANALYSIS
When the SMPMSM is driven by the inverter, the voltage is not the standard sine wave. In order to analyze the harmonic
distribution of inverter output voltage, the Bessel functions and Fourier transforms are used. The three-phase bridge PWM
inverter circuit has a common carrier signal. In the output line voltage, the angular frequency of the component is (Endo et al.
2015):
(1)cn k
ωc is the carrier angular frequency and ωr is the modulated carrier frequency.
In the formula,
Page 4 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
5
1,3,5, 3 2 1 1, 1,2,3,
6 1 0,1,2,4,6,
6 1 1,2,
n k m m
m mn k
m m
L
LL
The following conclusions can be obtained from the formula (1): The output harmonic frequency of the inverter is related to
the carrier frequency and mainly distributes in the around integer multiples of the carrier frequency.
In order to verify the correctness of the above conclusions, power analyzer is used to decompose the output voltage of the
inverter, and the harmonic amplitude of each voltage is obtained as shown in Fig. 3.
In this prototype, besides the fundamental voltage, the largest harmonic order appears at 96th, 98th, 102th and 104th,
namely, 9.6 kHz, 9.8 kHz, 10.2 kHz and 10.4 kHz. They are 10.3%, 13.1%, 14.8%, and 12.3% of the fundamental voltage,
respectively. The inverter fc is 100Hz, and fr is 10kKz (fc is the carrier frequency and fr is the frequency of modulated signals).
The voltage harmonic distribution law and the amplitude of higher voltage harmonic amplitude are shown in Fig. 3 and Table Ⅳ,
and the correctness of the above analysis is verified.
It can be seen from Table Ⅳ that the inverter can output the zero-sequence voltage harmonic components with large
amplitude. However, the SMPMSM is star-type connection in three-phase three-wire symmetrical system, and there is no zero
sequence voltage harmonic current conduction circuit, so the 96th and 102th zero-sequence voltage harmonics have no effect on
SMPMSM. In order to verify the correctness of the above analysis, when zero-sequence harmonic components are contained in
the motor windings, the several performances are observed. The torque ripple is taken as an example to make specific analysis,
and the data is shown in Table V.
From Table V, it can be seen that the increase of the harmonic voltage amplitude has little influence on the torque ripple,
which proves the correctness of the above analysis. Combined with Table IV and Table V, it can be concluded that the inverter
can output zero-sequence voltage harmonic, but it has no effect on SMPMSM operation.
Based on above analysis, the influences of the 98th and 104th voltage harmonics on the motor performance will be
emphatically analyzed.
IV. THE EFFECT OF VOLTAGE HARMONICS ON THE AIR-GAP MAGNETIC DENSITY
The air-gap magnetic density is an important parameter in the SMPMSM. The air-gap magnetic density affects the power
density of the motor, which directly determines the ability of the motor to drag the load. There are many factors that influence the
air-gap magnetic density. For example, the change of the air-gap length, the choice of the rotating shaft material and the change
of the pole logarithm will have different influence on the motor (Dalal, Kumar 2015). In this section, the finite element method is
used to study the influence of the inverter output voltage harmonics on the air-gap magnetic density.
Page 5 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
6
A. Analysis of magnetic field under rated load of SMPMSM.
When the motor is running at rated load, the complex magnetic field is generated by coupling the magnetic field of the
permanent magnet and the armature magnetic field. This section mainly analyzes the air-gap magnetic field at the rated load
operation.
As can be seen from Fig. 4, the magnetic density is mainly distributed around the stator teeth. The maximum magnetic flux
density is about 1.7T. The silicon steel sheet of the prototype is DW465-50. The maximum magnetic flux density is the silicon steel
sheet saturation point, which shows that the motor has good output performance and the loss is relatively low. The SMPMSM has
the cogging effect, and the rotating magnetic field of air-gap will be affected by the cogging, producing space harmonics. When the
SMPMSM is controlled by the inverter, a large amount of time harmonics are generated. It will also have a certain influence on the
SMPMSM. The influence of voltage harmonic on the air-gap magnetic density is studied in detail.
B. Influence of voltage harmonic on air-gap magnetic density
The finite element method is used to calculate the air-gap magnetic density when the SMPMSM is operated at different
working conditions, and a series of air-gap magnetic density distribution curves are obtained, as shown in Fig. 5. In this paper,
taking the 98th voltage harmonic as an example, the influence of the voltage harmonic on the air-gap magnetic density is
analyzed.
When only the fundamental voltage is contained in the windings, the air-gap magnetic field is not a standard sine wave.
Because of the influences of the slots and windings, the spatial harmonics are formed. So the air-gap magnetic field is distorted,
as can be seen from Fig. 5.
When the harmonic is contained in the winding, the distribution of the air-gap magnetic density at a certain time has not
been great variation. It can be seen that when a small amount of time harmonics are contained in the windings, the variation of
the air-gap magnetic density is not very obvious. Although the variation of air-gap magnetic density is very small, it can cause
large torque ripple.
In order to eliminate the influence of the fundamental voltage, the air-gap magnetic density is analyzed when only the 98th
voltage harmonic is contained in the windings.
When the fundamental voltage is ignored and only 98th voltage harmonic is contained, there is a slight change in air-gap
magnetic density. Although the change of the air gap magnetic density is very small, it can still cause large torque ripple and loss.
In this paper, the influence degree of the voltage harmonic on the torque and loss are studied in the next chapter.
V. INFLUENCE OF VOLTAGE HARMONICS ON MOTOR TORQUE
The average torque and torque ripple of SMPMSM are an important index to measure the performance of the motor. The
average torque directly affects the output of SMPMSM, and the torque ripple is related to the vibration and noise of the motor
Page 6 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
7
running (Tripathi and Narayanan 2016).
In these factors, the higher harmonics are the main factors. The fundamental voltage and higher voltage harmonics generates
respective rotating magnetic fields in the armature windings. The electromagnetic torque is generated by the interaction of two
magnetic fields and it is unstable, so it has a pulsating property and the torque ripple is formed. Torque ripple can affect the
stability of the motor, cause motor vibration, shorten motor life, and increase electromagnetic loss (Zhu et al. 2017).
Based on the above analysis, it can be seen that the existence of voltage harmonic will have a significant effect on the torque
ripple. The variations of torque ripple and average torque are analyzed when the different harmonic orders, amplitude and phase
angles are contained in the windings.
A. The influence of the harmonic amplitude on the torque
a. Influence of harmonic voltage amplitude on motor torque ripple
Based on the finite element method, the torque ripple is calculated when only the fundamental voltage, additional 98th
harmonic voltage and additional 104th harmonic voltage with different amplitudes are contained in the armature windings,
respectively. The change of torque ripple is obtained, as shown in Fig. 6.
This paper uses the formula(2)to measure the torque ripple
(2)max minrippleT T T
Tmax is the maximum torque in one cycle. Tmin is the minimum torque in one cycle.
It is shown from Fig. 6 that the torque ripple of SMPMSM is 1.73 N•m when only the fundamental voltage is contained.
This torque ripple is caused by spatial harmonics. When the amplitudes of 98th and 104th voltage harmonics are 20V, that is,
10% of the fundamental voltage, the increase of the torque ripple is 0.31 N•m and 0.37 N•m respectively. The torque ripple
increased by 18% and 21%, respectively. It can be seen that the torque ripple obviously increases when harmonic is contained in
the windings. The torque ripple increases with the increase of harmonic voltage amplitude. The torque ripple shows a linearly
increasing trend with the increase of the voltage harmonic amplitude. Taking the 98th harmonic as an example, the amplitude of
the harmonic voltage increases by 15%, 20%, and 25% of the fundamental voltage amplitude, and the torque ripple increases by
nearly 2 times.
It can be seen that the influence of voltage harmonic on torque ripple cannot be ignored. Therefore, in practical applications,
in order to reduce the torque ripples and improve the operating stability of motor, the effective technology is used to suppress the
voltage harmonic content.
b. Influence of harmonic voltage amplitude on motor average torque
Voltage harmonic with different amplitudes are contained in the stator armature winding of SMPMSM. The influence of
voltage harmonic on the average torque is analyzed by the finite element method, and the specific data are shown in Table VI.
Page 7 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
8
It can be seen from Table VI that the maximum change of the average torque is 0.25N•m and 0.34N•m, respectively, when
the 98th voltage harmonic and 104th voltage harmonic are contained in the armature windings. The ripple range of the average
torque is less than 2%. With the increase of voltage harmonic amplitude, the average torque of SMPMSM is not significantly
affected.
B. Influence of harmonic phase angle on torque
The influence of the harmonic voltage amplitude on the torque is studied, and the phase angle of the harmonic voltage will
also affect the torque. The influences of the torque ripple and the average torque on the SMPMSM will be analyzed at the
different phase angle. Quantitative analysis method is used to analyze the influence of voltage harmonic phase angle on the
torque. The phase angle of the voltage harmonic increases 30 degrees each time. The specific data is shown in Table Ⅶ.
It can be seen from Table Ⅶ that with the increase of the voltage harmonic phase angle, the torque ripple also
corresponding changes. When the 98th voltage harmonic and 104th voltage harmonic are contained, the maximum variation of
torque ripple is 0.06 N•m and 0.04 N•m, and the ripple range is less than 3%.
Table Ⅶ also gives the change of the average torque when the voltage harmonic phase angle is different. By analyzing the
data, it can be concluded that the average torque has little effect when the phase angle is different, and the variation range of the
average torque is within 2%.
To sum up, the change of the voltage harmonic phase angle has little effect on the average torque and torque ripple of the
SMPMSM.
VI. INFLUENCE OF HARMONIC VOLTAGE ON MOTOR LOSS
Loss is one of the important indicators of measure the efficiency of the motor. When the inverter is used to control the
SMPMSM, the output voltage contains a large number of higher harmonics. These higher harmonics changes the magnetomotive
force and generates additional harmonic losses (Shin et al. 2018). Therefore, it is very valuable to study the loss of SMPMSM.
A. Calculation of motor core loss based on harmonic analysis method
In the core loss calculation model, the Steinmetz model and iron loss separation model are more commonly used. The core
loss consists of three parts, such as hysteresis loss, classical eddy current loss and excessive loss. The calculation formula of
motor core loss is (YouGuang et al. 2003):
(3)2 2 1.5 1.5Fe h c e h c eP P P P K fB K f B K f B
In the formula, PFe—core loss,Ph—hysteresis loss,Pc—classical eddy current loss,Pe—excessive loss, Kh Kc Ke —loss factor.
Page 8 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
9
It can be seen from the above formula that the core loss of the motor is related to the frequency and the magnetic amplitude.
In the sinusoidal wave voltage, the core loss calculation formula is:
(4) 1 1 2, ,Fe ts fs ts js fs jsP G K P B f G K P B f
In the formula, Gts—Core quality of stator tooth,Gjs—Core quality of stator yoke,Bts—Magnetic density amplitude of stator
teeth,Bjs—Magnetic density amplitude of stator yoke,K1—Correction coefficient of stator tooth core loss,K2—Correction
coefficient of stator yoke core loss.
The inverter output voltage contains higher harmonic components. These higher voltage harmonics will generate harmonic
magnetic field, which will increase the core loss of the stator and rotor. When higher harmonic components are contained in the
voltage source, the core loss calculation formula is:
(5)
1 22 ' '
1 2
, ,
, ,ts fs tsk k ts fs jsk k
Fektr fs trk k jr fs jrk k
G K P B f G K P B fP
G K P B f G K P B f
In the formula, Gtr—Core quality of rotor tooth, Gjr—Core quality of rotor yoke, Bjr—Magnetic density amplitude of rotor teeth,
Btr—Magnetic density amplitude of rotor yoke, K’1—Correction coefficient of rotor tooth core loss, K’
2—Correction coefficient of
rotor yoke core loss.
In summary, the approximate calculation formula for the total core loss can be obtained:
(6)1Fe Fe FekP P P
In this paper, harmonic analysis method and finite element method are combined to analyze the core loss of SMPMSM.
B Influence of voltage harmonic on the core loss
Core loss of stator is one of the major losses of SMPMSM. It is caused by the variation of the main magnetic field, which
produces hysteresis loss and eddy current loss in the stator and rotor. The core loss leads to the decrease of the efficiency and
increase temperature of the SMPMSM, which limits the output performance of SMPMSM (Evstatiev et al.2017).
By using the finite element analysis method, the voltage harmonics with different amplitudes are analyzed and calculated.
The stator core loss of the SMPMSM is obtained, as shown in Table Ⅷ.
From Table Ⅷ, it can be seen that with the amplitudes of 98th voltage harmonic and 104th voltage harmonic increasing, the
stator core loss of SMPMSM gradually increases. But there is no big change, and the maximum variation range is within 3.4%.
C Influence of voltage harmonics on eddy current loss
When the SMPMSM is controlled by inverter, the harmonic contents are large. And it can cause the larger eddy current loss
(Jung et al.2017.).
Page 9 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
10
Compared with the stator core loss, the eddy current loss of the rotor is relatively small, but it can increase the eddy current
density. In addition, the size of the motor is small and the heat dissipation of the rotor is poor. These reasons are not conducive to
the safety and reliability of motor operation. The study of the eddy current loss has become one of the most important
technologies in the field of SMPMSM (Dai et al. 2017).
When the different voltage harmonic orders and voltage harmonic amplitudes are contained in the armature winding, the
variation of the eddy current loss will be analyzed. The variation of the eddy current loss is shown as shown in Fig. 7.
From Fig. 7, it can be seen that the eddy current loss of the SMPMSM increases obviously when the harmonic voltage is
contained in the armature winding, and the eddy current loss increases exponentially. When the amplitudes of the 98th harmonic
voltage and 104th harmonic voltage increase by 10% of the fundamental voltage amplitude, that is, 20V, the increases of eddy
current loss are 0.93W and 0.68W, respectively, increasing by 40% and 29% respectively. When the amplitudes of the 98th
harmonic voltage and 104th harmonic voltage increase by 15% of the fundamental voltage amplitude, that is, 30V, the increases
of eddy current loss of SMPMSM are 2.1W and 1.88W, respectively, increasing by 90% and 80% respectively. It can be seen
that the existence of voltage harmonic has a great influence on the eddy current loss of the SMPMSM. The influence of 98th
voltage harmonic on the eddy current loss is relatively large.
In order to reveal the influence mechanism of the eddy current loss, voltage harmonic of 30V is taken as an example. The
eddy current density distribution of the SMPMSM is analyzed when the fundamental voltage and additional 98th harmonic
voltage are contained in armature windings.
Based on the finite element method, the eddy current density distribution can be obtained, as shown in Fig. 8. Fig. 8 (a)
shows the eddy current density distribution of the fundamental voltage, and Fig. 8(b) shows the eddy current density distribution
when the 98th voltage harmonic amplitude is 30V. In order to facilitate the analysis and comparison, the same scale is adopted.
The eddy current loss can be calculated by the formula (7) (Li et al. 2010).
(7)2 1
1
1
e
k
e e e r tiTe
P J l dtT
Where Pe is the eddy current losses, Je is the current density in each element, Δe is the element area, lt is the rotor axial
length, σr is the conductivity of the eddy current zone, and Te is the cycle of time.
According to the above formula, the eddy current losses are influenced by: (a) the current density in the eddy current zone;
(b) The region of eddy current distribution; (c) The conductivity of the zone where the eddy current losses appear.
From the above analysis, it is found that the eddy current density of the additional 98th voltage harmonic increases by 1.04
times compared with the eddy current density with the fundamental voltage. And the area of eddy current distribution also
increases obviously. These two factors make the eddy current loss increase obviously. Combined with Fig. 7, it can be seen that
the eddy current loss is 2.34 W when only the fundamental voltage is contained, and the eddy current loss is 4.43 W when the
Page 10 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
11
voltage harmonic with 30 V is contained, increasing by nearly 2 times.
It can be concluded that the eddy current density of SMPMSM is mainly concentrated on the permanent magnet. With the
increase of harmonic voltage amplitude, the maximum value of the eddy current density will also increase correspondingly, and
the region of the eddy current density distribution becomes larger. The change of the eddy current density corresponds to the
variation of the eddy current loss, and the change mechanism of the eddy current loss is revealed.
VII. CONCLUSIONS
In this paper, a 1500r/min 3kW SMPMSM is taken as an example. The finite element method is used to analyze and
calculate the air-gap magnetic density, torque and loss. The influence of voltage harmonic on the air-gap magnetic density,
torque and loss is studied and the mechanism of eddy current loss is revealed. The following conclusions could be obtained:
1) When only the fundamental voltage is contained in the stator windings of the SMPMSM, the eddy current loss is 2.34W.
However, the eddy current loss increased by 30%-40%, when the amplitude of the 98th voltage harmonic increased by10%. The
eddy current loss increased by 80%-90%, when the amplitude of the 98th voltage harmonic increased by15%. This rule also can
be applied to other higher harmonics. The eddy current loss shows an increasing exponential trend with the increase of the
voltage harmonic amplitude.
2) The eddy current loss caused by 98th voltage harmonic is greater than the eddy current loss of 104th voltage harmonic.
With the increase of voltage harmonic amplitude, the disparity between them gradually becomes larger. The difference between
the maximum core loss and the minimum core loss is 3.4%. The voltage harmonics amplitude has little effect on the core loss.
3) The torque ripple is 1.7N•m when only the fundamental voltage is contained. However, the torque ripple increased by
20%, when the amplitude of the 104th voltage harmonic increased by10%. The torque ripple shows a linearly increasing trend
with the increase of the voltage harmonic amplitude.
4) When the different amplitudes of voltage harmonic are contained in the stator windings, the average torque of the
SMPMSM has little effect. The average torque also has little effect when the phase angles are different. Their variation ranges
are within 2%. Therefore, it is not necessary to consider the phase angle too much in the motor control system.
5) By analyzing the air-gap magnetic density, the influence of harmonic on motor performance cannot be well displayed.
Because the main magnetic field intensity is very large, the influence of the voltage harmonic on the air-gap magnetic density is
not obvious. The variation of air-gap magnetic density is very small, but it can cause the large torque ripple and loss.
Page 11 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
12
ACKNOWLEDGEMENTS
This work was supported in part by the National Natural Science Foundation of China under Grant 51507156, in part by the
University Key Scientific Research Programs of Henan province under Grant 17A470005, in part by the Key R & D and
Promotion Projects of Henan Province under Grant 182102310033, in part by the Doctoral Program of Zhengzhou University of
Light Industry under Grant 2014BSJJ042, and in part by the Foundation for Key Teacher of Zhengzhou University of Light
Industry.
REFERENCES
Chen, W., Zhao, Y., Zhou, Z., Yan, Y., and Xia, C. 2017. Torque ripple reduction in three-level inverter-fed permanent magnet
synchronous motor drives by duty-cycle direct torque control using an evaluation table. J Power Electron. 17(2): 368-379.
doi:10.6113/JPE.2017.17.2.368.
Duarte, S.X., and Kagan, N. 2010. A power-quality index to assess the impact of voltage harmonic distortions and unbalance to
three-phase induction motors. IEEE T Power Deliver. 25(3): 1846-1854. doi:10.1109/TPWRD.2010.2044665.
Dalal, A., and Kumar, P. 2015. Analytical model for permanent magnet motor with slotting effect, armature reaction, and
ferromagnetic material property. IEEE T Magn 51(12). doi:10.1109/TMAG.2015.2459036.
Dai, R., Zhang, F., Liu, G., and Hao, Y. 2017. Eddy Current Loss Analysis of High Speed Permanent Magnet Motor with Partial
Shielding. IEEE 12th International Conference on Power Electronics and Drive Systems (PEDS), Honolulu, HI, USA. 12-15 Dec. 2017.
pp. 758-760.
Endo, S., Kanazawa, Y., and Yamamoto, M. 2015. Analytical calculation of the voltage ripple on the input capacitor of the
voltage-PWM inverter for high frequency operation. IEEE International Telecommunications Energy Conference (INTELEC), Osaka,
18-22 Oct 2015. IEEE Power Elect Soc. Osaka. pp. 1-4.
Evstatiev, B. I., Kiriakov, D. V., and Beloev, I. H. 2017. A different approach for measurement of hysteresis losses in magnetic
cores. IEEE 23rd International Symposium for Design and Technology in Electronic Packaging (SIITME). Constanta,Romania 26-29
Oct. 2017. pp. 138-140.
Feng, G., Lai, C., and Kar, N.C. 2017. An analytical solution to optimal stator current design for PMSM torque ripple minimization
with minimal machine losses. IEEE T Ind Electron. 64(10): 7655-7665. doi:10.1109/TIE.2017.2694354.
Jung, J. W., Lee, B. H., Kim, K. S., and Hong, J. P. 2017. Design of IPMSM for reduction of eddy current loss in permanent
magnets to prevent irreversible demagnetization. IEEE International Electric Machines and Drives Conference (IEMDC), Miami, FL,
21-24 May 2017. pp. 1-6.
Khomsi, C., Bouzid, M., and Jelassi, K. 2014. Investigation of the harmonic content and its impact on the performance of
induction motor. International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM) Tunis, Tunisia. 03-06, Dec
2014. IEEE Tunis, Tunisia.pp. 1-9.
Page 12 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
13
Kang, S., Shin, H.U., Park, S., and Lee, K. 2017. Optimal voltage vector selection method for torque ripple reduction in the direct
torque control of five-phase induction motors. J Power Electron. 17(5): 1203-1210. doi:10.6113/JPE.2017.17.5.1203.
Li, W. L., Wang, J., Zhang, X. C., and Kou, B. Q., 2010. Loss calculation and thermal simulation analysis of high-speed PM
synchronous generators with rotor topology. International Conference on Computer Application and System Modeling (ICCASM 2010),
Taiyuan, China, 22-24 Oct. 2010. pp. 612-616.
Lee, K., and Ha, J. 2012. Evaluation of back-emf estimators for sensorless control of permanent magnet synchronous motors. J
Power Electron. 12(4): 604-614. doi:10.6113/JPE.2012.12.4.604.
Shin, K., Hong, K., Cho, H., and Choi, J. 2018. Core loss calculation of permanent magnet machines using analytical method.
IEEE T Appl Supercon 28(3). doi:10.1109/TASC.2018.2800706.
Tawadros, M., Rizk, J., and Nagrial, M. 2011. Estimation of commutation instances using back emf mapping for sensorless control
of brushless permanent magnet motors. IET Electr Power App. 7(4): 270-277. doi:10.1049/iet-epa.2011.0382.
Tripathi, A., and Narayanan, G. 2016. Influence of three-phase symmetry on pulsating torque in induction motor drives. 7th India
International Conference on Power Electronics (IICPE), Patiala, India. 17-19 Nov. 2016. IEEE, Patiala, India. pp. 1-6.
Xia, K., Li, Z., Lu, J., Dong, B., and Bi, C. 2017. Acoustic noise of brushless dc motors induced by electromagnetic torque ripple.
J Power Electron. 17(4): 963-971. doi:10.6113/JPE.2017.17.4.963.
Xia, C., and Li, X. 2014. Z-Source inverter-based approach to the zero-crossing point detection of back emf for sensorless
brushless dc motor. IEEE T Power Electr. 30(3): 1488-1498. doi:10.1109/TPEL.2014.2317708.
YouGuang, G., Jian, G.Z., Jin, J.Z., and Wei, W. 2003. Core losses in claw pole permanent magnet machines with soft magnetic
composite stators. IEEE T Magn. 39(5): 3199-3201. doi:10.1109/TMAG.2003.816057.
Zhu, C., Zeng, Z., and Zhao, R. 2017. Torque ripple elimination based on inverter voltage drop compensation for a three-phase
four-switch inverter-fed PMSM drive under low speeds. IET Power Electron. 10(12): 1430-1437. doi:10.1049/iet-pel.2016.0936.
Fig .1. Finite element model of prototypeFig.2. Prototype test platformFig. 3. Harmonic voltage distribution spectrogramFig. 4. The distribution of the magnetic density and the magnetic force lineFig. 5. The air gap magnetic density distribution curveFig. 6. The variation curve of torque ripple with the harmonic voltage amplitudeFig. 7. Eddy current loss and growth trend(The curve 1 and the curve 2 represent the growth curve of the eddy current loss when
the amplitude of the 98th and 104th harmonic voltages increases.)
Fig. 8. Eddy current density distribution of the PMSMTable I Basic parameters of the PMSM prototypeTable II Comparison of the test data and calculated resultsTable Ⅲ.Comparison of the test data and calculated results of loss and efficiencyTable IV Accounts for the percentage of higher harmonic Table V Change of torque rippleTable VI Average torque at different voltage harmonic amplitudeTable Ⅶ The data torque ripple and average torqueTable Ⅷ The core loss of PMSM
Page 13 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
DraftFig .1. Finite element model of prototype
Page 14 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
DraftFig.2. Prototype test platform
Page 15 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
198
Vol
tage
(V)
Harmonic order
20.4
2629.4
24.3
198
Fig. 3. Harmonic voltage distribution spectrogram
Page 16 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
DraftFig. 4. The distribution of the magnetic density and the magnetic force line
Page 17 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Only first harmonicAdd 98th harmonicOnly 98th harmonic
Right Y-axial
Left Y-axial
Fig. 5. The air gap magnetic density distribution curve
Page 18 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
DraftFig 6. The variation curve of torque ripple with the harmonic voltage amplitude
Page 19 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
DraftFig. 7. Eddy current loss and growth trend(The curve 1 and the curve 2 represent the growth curve of the eddy
current loss when the amplitude of the 98th and 104th harmonic voltages increases.)
Page 20 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
8.24
6.454.672.88
1.09-0.25-2.48-4.26-6.05-7.84
5 2(10 / )J A m
(a) The eddy current density distribution under the fundamental voltage
(b) The eddy current density distribution under the 98th voltage harmonic
Fig. 8. Eddy current density distribution of the PMSM
Page 21 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table I
Basic parameters of the PMSM prototypeParameters Value
Rated power 3 kWRated speed 1500 r/min
Pole number 8
Axial length 72.5 mmRotor magnetic circuit structure Surface-mounted type
Stator outer diameter 168 mm
Stator inner diameter 107 mm
Slot number 36Number of parallel branches 1
Winding connection type Y
Page 22 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table II
Comparison of the test data and calculated resultsPower 2 kW 3 kW 3.5 kW
Average torque 12.6(N•m) 19.2(N•m) 22.1(N•m)Armature current 5.9(A) 8.9(A) 10.1(A)Calculated results
No-load back EMF 151 (V)
Average torque 12.7(N•m) 19.1(N•m) 22.3(N•m)
Armature current 5.8(A) 8.7(A) 10.09(A)Test data
No-load back EMF 150 (V)
Average torque 1.7% 2.3% 0.1%
Armature current 0.8% 0.5% 0.9%Change rate
No-load back EMF 0.7%
Page 23 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
TableⅢ.Comparison of the test data and calculated results of loss and efficiencyPower 2 kW 3 kW 3.5 kW
Copper loss 43.5(W) 95.2(W) 128.6(W)Core loss and mechanical loss 91(W) 110.5(W) 121.3(W)
Total losses 134.5 (W) 205.7(W) 249.9(W)Calculated results
Efficiency 93.69% 93.58% 93.34%Copper loss 41(W) 90(W) 122.7(W)
Core loss and mechanical loss 87(W) 106(W) 125.3(W)Total losses 128 (W) 196(W) 248(W)
Test data
Efficiency 93.98% 93.87% 93.38%Copper loss 6.1% 5.8% 4.8%
Core loss and mechanical loss 3.7% 4.2% 3.2%Total losses 5.1% 4.9% 0.8%
Change rate
Efficiency 0.31% 0.3% 0.04%
Page 24 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table IV Accounts for the percentage of higher harmonic
Inverter parameters
Frequency(Hz)
Harmonic order
Percentage(%)
100 Hz 1 100.0
9600 Hz 96 10.39800 Hz 98 13.110200 Hz 102 14.8
fc=10kHz
fr=100Hz
10400 Hz 104 12.3
Page 25 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table V Change of torque ripple
Torque ripple under different harmonic orders( N·m)Harmonic voltage amplitude
3th 60th 90th 96th 102th Maximum error0% 1.73 1.73 1.73 1.73 1.73 0%
25% 1.78 1.78 1.75 1.73 1.75 2.8%
50% 1.75 1.75 1.82 1.72 1.73 5%
75% 1.81 1.82 1.81 1.80 1.81 1.1%
100% 1.81 1.79 1.73 1.75 1.75 4.4%Maximum error 4.4% 5% 4.6% 4% 4.4%
Page 26 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table VIAverage torque at different voltage harmonic amplitude
average torque(N•m)Amplitude of harmonic voltage(V) 98th 104th
0 19.20 19.20
20 19.12 19.11
25 19.03 19.03
30 19.12 18.94
35 19.12 19.03
40 18.95 19.20
45 19.12 18.94
50 19.03 18.86
Page 27 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table Ⅶ The data torque ripple and average torqueTorque ripple(N•m) Average torque(N•m)Phase angle
98th 104th 98th 104th0° 2.12 2.13 19.20 19.0330° 2.13 2.10 19.12 19.2060° 2.13 2.10 19.03 19.1190° 2.11 2.08 19.12 19.29120° 2.15 2.12 19.12 19.03150° 2.12 2.11 19.03 18.94180° 2.10 2.11 19.20 19.03210° 2.11 2.13 19.21 19.12240° 2.16 2.15 18.86 19.03270° 2.13 2.14 19.12 18.95300° 2.14 2.11 19.12 19.12330° 2.13 2.13 19.03 19.13
Page 28 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering
Draft
Table ⅧThe core loss of PMSM
Core loss(W)Voltage amplitude(V) 98th 104th
0 39.54 39.54
20 39.81 39.81
25 39.91 39.90
30 40.00 40.08
35 40.29 40.23
40 40.40 40.38
45 40.65 40.66
50 40.85 40.86
Page 29 of 29
https://mc06.manuscriptcentral.com/tcsme-pubs
Transactions of the Canadian Society for Mechanical Engineering