1. Introduction
Eccentricity is one of the widely diffused unexpected working conditions in electrical machines. When an eccentricity anomaly occurs in a machine, the length of the air gap between rotor and stator has a non-uniform distribution. As is well known, if the rotation axis of the rotor is fixed in time and parallel to that of the stator, the eccentricity is called “static”; otherwise it is named “dynamic”. Many technical papers in literature deal with the study of the effects of eccentricity in induction machines’ performance [
1,
2].
In the last two decades, brushless drives have largely been used due to the necessity to increase the power density and the overall efficiency of electric drives. Also, for this type of electric machine, eccentricity is one of the most common faults [
3,
4]. Regarding the study of the behavior of brushless electrical machines in the presence of eccentricity, some researchers are oriented to identifying anomalies during operation using mechanical vibrations and related noise [
5]. Other authors proposed novel approaches based on stator current signatures [
6].
The study of eccentricity effects using finite element analysis (FEA) is proposed in [
7,
8]; these techniques are characterized by accurate results, but the high computational cost is not always compatible for use in a real-time diagnostic process.
An analytical approach appears more useful for the diagnosis of eccentricity; different methodologies are applied in the literature [
9,
10,
11,
12] in order to develop an accurate mathematical model suitable for correctly taking eccentricity into account.
With the aim to reduce the complexity of the models, it is possible to introduce some simplifying hypotheses on the length of magnetic flux-density in the air gap and on the magnetization law of the permanent magnets [
13,
14]. Using these assumptions, in the paper the authors deepen a simplified mathematical model, already introduced in [
15], capable of simulating the effects of static eccentricity. Referring to PM motors with surface-mounted permanent magnets, the paper is focused on the comparison between waveforms and spectra of some relevant quantities evaluated with and without static eccentricity. The results of the model are verified by means of finite element method (FEM) analysis in terms of no-load electromotive force (e.m.f.) and armature voltages and electromagnetic torque in an assigned steady state condition with impressed armature currents.
4. Induced Voltages and Armature Equations
With reference to the instantaneous values of the different quantities involved and neglecting the elasticity of the shaft, the mathematical model of the PM motor considered is composed by the set of equations:
where the different symbols represent:
me—electromagnetic torque;
mL—load torque;
ωr—rotation speed;
J—total rotor inertia;
R—armature phase resistance;
LS,ε synchronous inductance in presence of eccentricity, with LS,ε = Lσ + Lm,ε;
Lσ—armature phase leakage inductance;
Lm,ε—air gap mutual inductance in presence of eccentricity;
the expression of
Lm,ε is given in [
15] and here reported as:
with
n = 1, 5, 7, 11, 13, …;
D—internal diameter of the stator;
L—motor length;
I—instantaneous space vector of the armature current;
v—instantaneous space vector of the armature voltage;
erot— instantaneous space vector of the back e.m.f. in stator windings due to the rotor magnets.
The aforementioned space vectors are equal to:
where
vk(
t) and
ik(
t) are instantaneous voltage and current values of the
kth armature phase; all the coils of each phase winding are considered in series.
Using this hypothesis, the back e.m.f.
erot,k (
t) induced in the
kth stator phase by the rotor magnets is the sum of the back e.m.f.
erot,k,ν (
t) induced in the
p coils of the considered phase:
Obviously, if there is eccentricity, the different rotor fluxes
ϕk,γ (
t) (with
γ = 1, …,
p) linked with the various
γ th coils of the
kth phase are not equal, because of their different positions with respect to the axis
λ in
Figure 2b.
The expression of
ϕk,γ (
t) can be obtained by means a suitable integration of
rotor flux-density (15). The final expression of
ϕk,γ (
t) (see also [
15]) is:
From (23) we deduce that only the rotor flux-density components of order equal to an odd multiple of p contribute to the ϕk,γ (t) flux linked with the γ th coil, while the terms are zero if h= pn or h = 0.
Moreover, by adding the various ϕk,γ (t) (for γ = 1, …, p) in order to obtain the total flux ϕk (t) linked with the arbitrary kth phase, many components introduced by eccentricity do not give contribution to ϕk (t), even if present in the expression of the resulting air gap flux-density. Only the terms of with periodicity multiple of p contribute to ϕk (t).
Combining (22) and (23), the resulting
erot,k(
t) can be expressed as:
Consequently, considering the
expression (16), the
erot (
t) space-vector (21) is equal to:
where
ωr is the instantaneous rotor speed with
ωr = d
ϑ/d
t, and the rotor flux components have expression:
Based on the different quantities introduced in this section, the first equation of the set (19) can be written as:
5. Electromagnetic Torque
The instantaneous electromagnetic torque developed by the motor can be evaluated by means of the well-known expression:
Replacing the
and
quantities with their expressions (11) and (17) (without approximating
), we have:
where
W1(
t) and
W2(
t) are separately evaluated below. For
W1(
t):
the non-null terms are only those with
or
; therefore, the previous equation can be written as:
where:
since from (7) we can deduce that:
the quantity
is null and, consequently, also
W1(
t) = 0.
Likewise, the quantity
W2(
t) in (29) is expressed by:
In this case, the non-null terms are only those with
or
; therefore, the previous equation can be written as:
where:
from (7) we derive:
Synthesizing the above considerations, the torque expression (29) becomes:
The air gap flux-density
is the sum of the contributions of stator and rotor (see Equations (10), (16) and (18)), then the instantaneous torque
me(
t) can be expressed as:
(a) Interaction Stator–Rotor
The rate
of the torque can be obtained replacing in (31) the quantity
with
expressed by (16). Moreover, the terms with
n =
ν are separated from the others; we obtain:
(b) Interaction Stator–Stator
The rate
of the torque is obviously due to the magnetic anisotropy introduced by eccentricity. It can be obtained replacing in (31) the quantity
with
expressed by (10), i.e.,:
where
Lm,1 is the air gap mutual inductance relating to the 1st spatial harmonic of the armature field in presence of eccentricity:
For ν = n, both the quantities and in (34) are real; consequently, their corresponding contribution to the torque is zero.
The resulting instantaneous torque is then the sum of (40) and (41).
6. Numerical Investigation
In this section, some numerical results of the model introduced above are compared with those obtained using analysis with finite elements methods. The results refer to the PM motor of
Table 1, under steady state operating conditions at constant
ωr speed. In these conditions, the
erot,k(
t) back e.m.f. (24) induced in the
kth phase of armature by the rotor flux-density
can be expressed as:
where
is the fundamental angular frequency and the phasor
for the
nth harmonic of back e.m.f. is expressed by:
The angle ϑ0 is the position of the rotor at instant t = 0 (12), while Φr,n is the amplitude of the nth harmonic of the rotor flux linked with a stator phase (26).
With reference to a rotor speed of 1500 rpm,
Figure 9 shows the no-load induced voltage in an armature phase (diagram
a) and the related frequency spectrum (b). The
f1 fundamental frequency of the induced voltage is 100 Hz. In the spectrum of
Figure 9b the harmonic amplitudes are expressed in
p.u. of the fundamental E
1,FEM obtained in the FEM analysis. Blue lines refer to the results of FEM analysis obtained with the rotor flux-density in
Figure 8; brown lines are used for the theoretical curves. An acceptable approximation can be observed, especially for the most significant harmonics.
In order to evidence the variations introduced by static eccentricity, in
Figure 10 the spectrum of the e.m.f. induced in a stator phase in the case of healthy (green line) is compared to the spectrum in presence of eccentricity (blue line), both obtained through FEM simulation; all harmonic amplitudes are in p.u. of the fundamental one in the healthy case.
The eccentricity does not introduce any harmonic of different order than those of the symmetric case; moreover the amplitudes of fundamental and other harmonics are a little higher (a few percent) when the eccentricity is present.
A load condition is examined with impressed armature currents. The latter are assumed to be symmetrical and sinusoidal with angular frequency , as occurs in the steady state operation of brushless AC drives controlled in feedback and with a current loop for motor feeding.
At steady state, the voltage
v of Equation (27) can be written as:
whose different
Vn components can be evaluated through the equations:
In (46) En is given by (44) and In = 0 for n ≠ 1, by hypothesis.
With reference to the motor of
Table 1 in a load condition with rated armature currents,
Figure 11 shows the waveforms of the three armature phase voltages; the diagram (
a) refers to the voltages evaluated using FEM analysis, while the voltages draw in the diagram (
b) are evaluated by means of the above presented model. The three voltages remain symmetrical, as predicted by the model; the two sets of curves (
a) and (
b) are quite similar. The same occurs for the corresponding frequency spectra shown in
Figure 12.
The electromagnetic torque at steady state can be derived from (39), (40) and (41). The average value of the torque
Me,med in a period
can be approximated through the expression:
where:
is the phasor of the impressed sinusoidal armature current at angular frequency ;
is the phasor of the fundamental harmonic of the rotor flux linked with the armature winding;
the complex coefficients
and
derived respectively from (40) and (41), are equal to:
The term (a) in (46) is extracted from (40) and represents the contribution to the average torque due to the interaction between stator and rotor fields. The term (b) is extracted by (41) and depends only by the armature currents. Compared to the healthy case, the eccentricity slightly changes the term Φr,1 and all the various ; however, the contribution of the latter terms is very low. The air gap magnetic anisotropy introduced by eccentricity gives rise to the term (b), whose contribution to the average torque is also quite modest and can generally be neglected.
By analyzing Equation (40) at steady state, some sinusoidal components of the torque can be deduced at angular frequency 6ω, 12ω, … They depend on the interaction between the spatial harmonics of the linear current density and the spatial harmonics of the rotor field in the air-gap. Their analytical expressions are here omitted for simplicity, also because the magnitude of these components is not significantly different from those in the absence of anisotropy. Moreover, Equation (41) at steady state yields additional sinusoidal torque components at angular frequency 2ω due to the magnetic anisotropy caused by eccentricity. However, the amplitude of these components is very small and can be neglected.
With reference to the rated steady state operating condition, the electromagnetic torque is plotted as a function of the time in
Figure 13a, where the waveform evaluated with the model equations (brown line) is compared with that obtained by the FEM analysis (blue line); the figure shows also the instantaneous torque in non-eccentric case (gray line). A magnification of a section allows to better highlight the differences between the three curves. The spectrum of the torque is shown in
Figure 13b; the amplitude values are expressed in p.u. of the average value
Me,med evaluated by FEM in the healthy non-eccentric case. Only harmonics of order 6
n are visible, even if all of them are very small with respect to the torque average value. Also in this case there is a good correspondence between the results of the model and those of FEM analysis. In broad terms, we can notice that eccentricity does not modify the shape of the instantaneous torque but slightly increases its average value.
Finally, for the motor considered in the case-study, the expression (20) of the air gap mutual inductance
Lm,ε is plotted in
Figure 14 as a function of the eccentricity
ε (brown line) and is compared with the results of the evaluation through FEM analysis (blue line). A very slight increase of
Lm,ε can be observed as eccentricity increases.
7. Conclusions
By some geometrical considerations and a set of simplifying hypotheses, an analytical lumped-parameter model was derived for a surface-magnets PM motor affected by static eccentricity. The equations presented apply for a distributed 3-phase winding with only series connections between coils of a given phase. The analytical model was validated successfully through FEM analysis for a case-study in which sinusoidal currents were assumed to be impressed in the motor, as common for AC brushless motors fed with current-controlled voltage source inverters. The trends of the results show the goodness of the proposed analytical model: in fact, the difference in the magnitude of the considered electrical quantities is very low, and the spectra of FEM results and analytical model are coincident.
The numerical validation confirms the analytical model as an adequate mean to gain further insight into the effects of static eccentricity on the operation of the PM motors. These effects can be broadly summarized as follows.
Static eccentricity translates into magnetic anisotropy and thus introduces infinite additional harmonic components in the airgap flux-density distributions generated by stator currents and permanent magnets; the resulting spatial distributions are modulated and lose their periodicity along a double pole pitch.
Due to the assumed full-pitch armature winding and the series connection between phase coils, these additional spatial harmonics do not introduce in the linked fluxes and back e.m.f.s different harmonics from those already observable during healthy operation. Symmetric behavior in the three phases is preserved as well.
The eccentricity affects the values of some parameters in the model. In particular, the amplitude of the first harmonic of rotor flux experiences a little increase, resulting in a correspondent small increase in the mean value of the electromagnetic torque with respect to the healthy case. The mutual inductance is slightly increased as well. However, both variations appear rather modest.
These results suggest that, for the considered layout of the machine, static eccentricity cannot be easily detected through time or frequency inspection of the main electromagnetic variables. The highlighted variation in the machine parameters appears as the only potential indicator of the considered fault, although weak and hardly detectable in real applications.