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TELKOMNIKA, Vol.16, No.6, December 2018, pp.2930~2942
ISSN: 1693-6930, accredited First Grade by Kemenristekdikti, Decree No: 21/E/KPT/2018
DOI: 10.12928/TELKOMNIKA.v16i6.9647 ◼ 2930
Received April 19, 2018; Revised September 10, 2018; Accepted October 24, 2018
Sensorless Control of a Fault-tolerant Multi-level
PMSM Drive
Kamel Saleh*, Mark Sumner
An-Najah National University, Nottingham University,
Palestine, United Kingdom
*Corresponding author, e-mail: kamel.saleh@najah.edu
Abstract
This paper presents a new technique to track the saliency position in a permanent magnet
synchronous motor (PMSM) post a single phase open-circuit fault. The PMSM is driven by a fault-tolerant
multi-level inverter that is utilized to implement a fault-tolerant control strategy to minimize system
performance degradation post the fault.The fault-tolerant multi-level inverter is consisting of a number of
insulated-gate bipolar transistors (IGBTs). The dynamic current reponses of the PMSM motor due to the
switching actions of these IGBTs are used extract the saliency position. This process is not introducing any
modification to the operation of the fault-tolerant multil-level inverter as it uses only the fundamental pulse
width modulation (PWM) waveform. Moreover,it considers the modifications introduced to the PMSM motor
and the multi-level inverter post the fault.Simulation results are provided to verify the effectiveness of the
proposed strategy of saliency tracking of a PMSM motor driven by a fault-tolerant four-leg multi-level
inverter over a wide range of speeds in the case of a single-phase open circuit fault.
Keywords: four-leg multi-level inverter, sensorless, single-phase open circuit, space vector pulse width
modulation
Copyright © 2018 Universitas Ahmad Dahlan. All rights reserved.
1. Introduction
Sensorless control of motor drives has been widely researched for systems employing
standard two-level inverters [1-6]. These techniques introduce a significant additional current
distortion which causes audible noise, torque pulsations and increases the system losses. In the
other hand, a Multi-level inverter can achieve a higher voltage and power capability with
conventional switching devices compared to two-level inverter and is now used for high power
drives [7-9]. The particular structure of some of these converters offers significant potential for
improving sensorless control of motors, as they employ H-bridge circuits with a relatively low DC
link voltage. [10-12] are introducing different techniques to achieve sensorless control of multi-
level inverter drives in healthy mode i.e no open circuit fault. Under faulty conditions, a number
of fault-tolerant strategies to control two-level motor drives [13-18] and multi-level motor drives
[19-22] have been used to enhance system operation under open circuit phase faults in sensor
mode. [23-24] introduced a four-leg two-level (PMSM) drive to track the saturation saliency in
the case of single-phase open circuit faults. This paper is introducing a new method to track the
saturation saliency in a surface mounted permanent magnet motor in case of an open circuit
fault. This motor is driven by a four-leg multi-level inverter. The objective is to maintain
continuous system operation with a satisfactory performance to meet the safety procedure for
the whole system and increase the reliability of the system.
2. Research Method
2.1. Fault Tolerant Multi-level Four-leg Converter Drive Topology
The proposed fault-tolerant multi-level drive topology is shown in Figure 1. A new Leg
(fourth leg) is leg is added to the conventional multi-level inverter. The redundant fourth leg is
permanently connected the motor neutral point. Under healthy operating conditions, the two
IGBTs in this fourth leg will be inactivated making it redundant (not used). This will make the
fault-tolerant multi-level inverter running as conventional three-leg mutlti-level as shown in
Figure 2. When a single phase open-circuit fault is introduced to one phase of the PMSM motor,
the switches on the faulty phase are disabled and the IGBTs the fourth leg are immediately
activated in order to control the voltage at the neutral point of the motor.
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2931
Ia
Ic
Ib
lσa
ea
+
-
+-
lσb
rs
rs
lσc
ec
rs
+
-eb
-
V2V
2V
V
V
2V
V
In
2V
Figure 1. Four-leg asymmetric cascaded H-Bridge seven level converter
2.2. Healthy Operation of the Multi-level Inverter
The seven-level cascaded H-bridge inverter cangenerate the voltage 3V, 2V, V, 0, -V,
-2V and -3V from eah leg as shown in Figure 2. According to the switching state of each cell in
the multilevel converter, it is possible to generate 27 switching states (vector in space). These
vectors can be transformed into αβ coordinates (600 coordinate system) according to the
following (1), (2) as shown in Figure 3:
Figure 2. Operation of the seven level asymmetric hybrid cascaded H-bridge converter
V
2V
N
2V
0
-2V
2V
0
-2V
V
3V
-V
-3V
-V
V
0
H-Bridge 1
H-Bridge 2
V1V2V1+V2
◼ ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942
2932
SECTOR 6
SECTOR 5
SECTOR 1
SECTOR 2
SECTOR 3
SECTOR 4
V_ref
(6,0)
α
(5,0)(4,0)(3,0)(2,0)(1,0)(0,0)
(0,1)
(0,2)
(0,3)
(0,4)
(0,5)
(0,6)
(1,1)
(1,2)
(1,3)
(1,4)
(1,5)
(2,1)
(2,2)
(2,3)
(2,4)
(3,1)
(3,2)
(3,3)
(4,1)
(4,5)
(5,1)
β
(-3,0)(-4,0)(-5,0)(-6,0)
(0,-1)
(0,-2)
(0,-3)
(0,-4)
(0,-5)
(0,-6)
(-2,0) (-1,0)
(-1,1)(-2,1)(-3,1)(-4,1)(-5,1)(-6,1)
(-1,2)(-2,2)(-3,2)(-4,2)(-5,2)(-6,2)
(-1,3)(-2,3)(-3,3)(-4,3)(-5,3)(-6,3)
(-1,4)(-2,4)(-3,4)(-4,4)(-5,4)(-6,4)
(-1,5)(-2,5)(-3,5)(-4,5)(-5,5)(-6,5)
(-1,6)(-2,6)(-3,6)(-4,6)(-5,6)(-6,6)
(5,-1)(4,-1)(3,-1)(2,-1)(1,-1)(-3,-1)(-4,-1)(-5,-1) (-2,-1) (-1,-1) (6,-1)
(5,-2)(4,-2)(3,-2)(2,-2)(1,-2)(-3,-2)(-4,-2) (-2,-2) (-1,-2) (6,-2)
(5,-3)(4,-3)(3,-3)(2,-3)(1,-3)(-3,-3) (-2,-3) (-1,-3) (6,-3)
(5,-4)(4,-4)(3,-4)(2,-4)(1,-4)(-2,-4) (-1,-4) (6,-4)
(5,-5)(4,-5)(3,-5)(2,-5)(1,-5)(-1,-5) (6,-5)
(5,-6)(4,-6)(3,-6)(2,-6)(1,-6) (6,-6)
A
B
C
D

Figure 3. Seven level SVPWM state diagram in αβ coordinates
Vα = Vcosθ −
Vsinθ
√3
(1)
Vβ =
2Vsinθ
√3
(2)
where Vα and Vβ are the coordinates of the vector V in the 600 coordinate system, V and θ are
the amplitude and phase angle of the reference vector respectively. The whole modulation
technique that is used in this paper when the motor is running under healthy operating condition
isillustrated in [8].
2.3. Open Phase Fault Operation
To maintain the system performance after a single phase open-circuit fault is introduced
to one phase of the motor, the the rotating magnetomotive force should be maintained post the
fault [18-24].To do so, many modification should be introduced to the operation of the PMSM
drive system.Firstly, the phase where the open circuit fault is introduced to should be isolated by
disabling the IGBTs in that leg. This is acieved by settingthe reference voltageof that phasezero.
Secondly the IGBTs in the Fourth leg should be activated immediately to make the zero
sequence current to circulate through it. And Finally, the two remaing motor currents post the
fault shoud be increased by a √3 as well as phase shifted 30 degrees away from the faulted
phase compared to the currents generated under normal operation, as given in (3).
[
𝐼0
𝐼𝑏
𝐼𝑐
] = [
−cos(θ) −sin(θ)
√3 cos(θ − 150) √3 sin(θ − 150)
√3 sin(θ − 150) √3 sin(θ + 150)
] [
𝑉𝑞
𝑉𝑑
] (3)
These steps are illustrated in the vecture control structure shown in Figure 4. It is
assumed that an open-circuit fault is introduced to phase’a’ of the PMSM motor so that the
current in phase ‘a’ drops to zero and the referenc voltage of phase ‘a’ (Va ref) is set to zero as
well.Whereas the motor neutral current, which is the sum of the two remaining output currents
(Ib and Ic), can circulate through the fourth phase of the multi-level inverter.
The simulation of the vector control structure shown in Figure 4 was carried out using
SABER. Figure 5 shows the simulation results of a four-leg multi-level inverter PMSM drive
system under healthy and faulted conditions. The motor was driving a 30 Nm load torque at
300rpm speed and running under healthy operating condition. Then a successive speed steps
are applied to the system till the speed reaches 1500 rpm. It is clear that the controller could
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2933
regulate the motor speed to follow the reference speed properly. The controlled currents id and
iq are stable at the reference levels while the motor currents are balanced 3-phase sinusoidal.
At t=1 s , an open circuit fault is introduced to phase ‘a’. At this time the switch of the fourth leg
is activated, which means that the neutral is connected to the supply. Then different reference
speed commands are applied to the system. The simulation results show that ripple in the
torque is almost the same as under normal operating conditions. The currents id and iq are now
controlled properly.
PI
PI
PI
d
q
a
b
c
PMSM
d/dt
Id_ref=0 Vd_ref
Vq_refwr_ref Iq_ref
θ
Rotor
position
Ia=0
Ib
Ic
Va_ref=0
Vb_ref
Vc_ref
3- phase input supply
d
q
a
b
c
Multilevel SVPWM V
2V
In
Four-leg multi-level inverter
3
In
Figure 4. The vector control structure for the four-phase multi-level inverter PMSM drive under a
phase 'a' open-circuit fault
Figure 5 Performance of a 4-phase multi-level inverter PMSM drive system under different
operating conditions
◼ ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942
2934
2.4. Tracking the Saturation Saliency of PMSM under Healthy Condition
The stator leakage inductances of the induction motor are modulated by anisotropy
either from the rotor slotting or from the saturation of the main flux. The modulation can be
expressed by the following (4) to (6).
𝑙𝜎𝑎 = 𝐿0 + ∆𝐿𝑐𝑜𝑠(𝑛 𝑎𝑛 𝜃 𝑎𝑛) (4)
𝑙𝜎𝑏 = 𝐿0 + ∆𝐿𝑐𝑜𝑠 (𝑛 𝑎𝑛(𝜃 𝑎𝑛 −
2𝜋
3
) (5
𝑙𝜎𝑐 = 𝐿0 + ∆𝐿𝑐𝑜𝑠 (𝑛 𝑎𝑛(𝜃 𝑎𝑛 −
4𝜋
3
) (6)
where 𝐿0 is the average inductance and ∆𝐿 is the variation of leakage inductance due to the
rotor anisotropy (𝑛 𝑎𝑛=2for saturation anisotropy)
This modulation of the stator leakage inductances will be reflected in the transient
response of the motor line current to the test vector imposed by the multi-level inverter.So by
using the fundamental PWM wave form and by measuring the transient current response to the
active vectors it is possible to detect the inductance variation and track the rotor position for
three-leg multilevel inverter. After obtaning the scalar quantities pa, pb and pc then the position
of the saliency can be constructed as shown in (7).
p⃗ = pα + 𝑗𝑝β = pa + 𝑎𝑝b + a2
pc (7)
The algorithm to track the saliency in 3-leg multi-level inverter that is proposed in [9] is
used to track the saliency for four-leg multilevel inverter and the results is shown in Figure 6.
Under the healthy operation, the switches in the fourth leg will not be activated and so the
algorithm proposed in [9] could track the saliency from t=0.1 s till t=1 s at different speeds. In
case of an open phase fault (t=1s to 2.2s), the algorithm is no longer able to track the saliency
as shown in Figure 6. This because the measurement of the current response (di/dt) associated
with the faulty phase will become zeros as ia=0. Which means that these position scalars will be
zero as seen in Figure 6.
Figure 6. Tracking the saturation saliency in healthy mode and phase a open circuit case
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2935
2.5. Tracking the Saliency in Multilevel Inverter under Unhealthy Condition
Figure 7 shows the Type0 switching sequence of the four-leg multi-level inverter under
phase ‘a’ open circuit fault and activating the fourth leg. The stator circuit when the vectors V1,
V2 and V0 are applied are shown in Figure 8 (a), 8 (b) and 8 (c) respectively.
dt
di
V
b
)2(
dt
di
V
c
)2(
Vc
Vb
Va
4
0T
2
1T
2
2T
2
0T
2
1T
2
2T
4
0T
dt
di
V
b
)0(
dt
di
V
c
)0(dt
di
V
b
)1(
dt
di
V
c
)1(
V1 V2 V0
V_ref
(0,0)
(2,2)
(2,3)
(3,2)
(3,3)A
B
C
D
( 0,0,-3,3)
( 0, 0,-2,3)
( 0, 1,-2,3)
(0, 0,-2,2)
(0, 0, 0,0)
V0
V1
V2
( 0, 0,-3,2)
( 0, -1,-3,2)
Vn
Figure 7. Switching sequence for Type0 in sector 1 in the multi-level space diagram under
phase a open circuit fault and the fourth leg is activated
lσa
ea
+
-
ib
ic
+
-
lσb
rs
rs
lσc
ec
rs
+
-eb
+
-
(a) (b)
(c)
in lσa
ea
+
-
ib
ic
+
-
lσb
rs
rs
lσc
ec
rs
+
-eb
VDC
+
-
in
lσa
ea
+
-
ib
ic
+
-
lσb
rs
rs
lσc
ec
rs
+
-eb
in
VDC
Figure 8. Stator circuits when: (a) V1 is applied; (b) V2 is applied; (c) V0 is applied
Using the circuit in Figure 8 (a), the following equations hold true:
0 = 𝑟𝑠 ∗ 𝑖 𝑏
(𝑉1)
+ 𝑙 𝜎𝑏 ∗
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
+ 𝑒 𝑏
(𝑉1)
(8)
VDC = 𝑟𝑠 ∗ 𝑖 𝑐
(𝑉1)
+ 𝑙 𝜎𝑐 ∗
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
+ 𝑒 𝑐
(𝑉1)
(9)
the following equations are obtained using Figure 8 (b):-
−VDC = 𝑟𝑠 ∗ 𝑖 𝑏
(𝑉2)
+ 𝑙 𝜎𝑏 ∗
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
+ 𝑒 𝑏
(𝑉2)
(10)
◼ ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942
2936
0 = 𝑟𝑠 ∗ 𝑖 𝑐
(𝑉2)
+ 𝑙 𝜎𝑐 ∗
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
+ 𝑒 𝑐
(𝑉2)
(11)
finally when V0 is applied as shown in Fig 8 (c), the following equations hold true:
0 = 𝑟𝑠 ∗ 𝑖 𝑏
(𝑉0)
+ 𝑙 𝜎𝑏 ∗
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
+ 𝑒 𝑏
(𝑉0)
(12)
0 = 𝑟𝑠 ∗ 𝑖 𝑐
(𝑉0)
+ 𝑙 𝜎𝑐 ∗
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
+ 𝑒 𝑐
(𝑉0)
(13)
Assuming that the voltage drop across the stator resistances are small and can be
neglected and the back emf can be cancelled if the time separation between the vectors is
small. Subtracting (12) from (10) and (13) from (9) respectively yields:
−VDC = 𝑙 𝜎𝑏 ∗ (
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (14)
−VDC = 𝑙 𝜎𝑐 ∗ (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
) (15)
Finally:
𝑃𝑏 = 𝑙 𝜎𝑏 ∗ (
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (16)
𝑃𝑐 = 𝑙 𝜎𝑐 ∗ (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
) (17)
𝑃𝑎 can’t be obtained from measuring the current response in phase a as it is zero in the case of
an open circuit phase fault. But it can be deduced from 𝑃𝑏and 𝑃𝑐according to the
following (18):
𝑃𝑎 = 𝑃𝑏 − 𝑃𝑐 (18)
By doing the same procedures for other sectors, Tables 1 to 6 can be constructed to
track the saliency in case of phase ‘a’ open circuit. Figure 9 shows the results of the simulation
after modifying the tracking saliency algorithm as introduced in Tables 1 to 6. The figure shows
that the new algorithm can track the saliency in the case of an open-circuit fault is introduced to
phase ‘a’ fault with the same quality as in healthy conditions.
Table 1. Selection of pa, pb, and pc in Sector 1 for a Star-connected Machine Driven by 4-leg
Multi-level Inverter in Case of Phase a Open Circuit Fault
Sector 1
Triangle Vectors Pa Pb Pc
Type0
∆BCD
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type 3
∆BCA
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2937
Table 2. Selection of pa, pb, and pc in sector 2 for a star-connected Machine Driven by 4-leg
Multi-level Inverter in Case of Phase a Open Circuit Fault
Sector 2
Triangle Vectors Pa Pb Pc
Type0
∆BCD
V1,V2,Vo
−(𝑃𝑏 − 𝑃𝑐) (
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo
−(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type 3
∆BCA
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Table 3. Selection of pa, pb, and pc in Sector 3 for a Star-connected Machine Driven by 4-leg
Multi-level Inverter in case of Phase a Open Circuit Fault
Sector 3
Triangle Vectors Pa Pb Pc
Type0
∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) (
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type 3
∆BCA
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Table 4. Selection of pa, pb, and pc in Sector 4 for a Star-connected Machine Driven by 4-leg
Multi-level Inverter in case of Phase a Open Circuit Fault
Sector 4
Triangle Vectors Pa Pb Pc
Type0
∆BCD
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type 3
∆BCA
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
◼ ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942
2938
Table 5. Selection of pa, pb, and pc in Sector 5 for a Star-connected Machine Driven by 4-leg
Multi-level Inverter in Case of Phase a Open Circuit Fault
Sector 5
Triangle Vectors Pa Pb Pc
Type0
∆BCD
V1,V2,Vo
−(𝑃𝑏 − 𝑃𝑐) (
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type 3
∆BCA
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
)
Table 6. Selection of pa, pb, and pc in Sector 6 for a Star-connected Machine Driven by 4-leg
Multi-level Inverter in Case of Phase a Open Circuit Fault
Sector 6
Triangle Vectors Pa Pb Pc
Type0
∆BCD
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type1
∆BCA
V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
)
Type 2
∆BCD
V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉1)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Type 3
∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐)
(
𝑑𝑖 𝑏
(𝑉0)
𝑑𝑡
−
𝑑𝑖 𝑏
(𝑉2)
𝑑𝑡
) (
𝑑𝑖 𝑐
(𝑉2)
𝑑𝑡
−
𝑑𝑖 𝑐
(𝑉1)
𝑑𝑡
)
Figure 9. The algorithm to track the saliency in of multilevel inverter using the fundamental PWM
algorithm given in [12] for helathy mode and the algorithm presented above for unhealthy
condition
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2939
3. Results and Analysis
3.1. The Sensorless Vector Control Structure
The sensorless speed control for PMSM motor driven by a fault-tolerant multi-level
inverter has been implemented in simulation in the SABER modeling environment. The
saturation saliency postion signal Pαβ are used as the input to a mechanical observer [25] to
obtain a filtered signal for the estimated speed ω^ and a cleaned position θ^. Note that the
simulation includes a minimum pulse width of 10 u s when di/dt measurements are made,
similar to the experimental results of [6]. This estimated speed ω^ and position θ^ are used to
obtain a fully sensorless speed control as shown in Figure 10.
PI
PI
PI
d
q
0
a
b
c
PMSM
Id_ref=0 Vd_ref
Vq_refwr_ref Iq_ref
θ
Ia=0
Ib
Ic
Va_ref=0
Vb_ref
Vc_ref
3- phase input supply
d
q
0
a
b
c
Multilevel SVPWM
V
2V
Mechanical observer
dia/dt
θr
^
Kt
dic/dt
did/dt
d/dt
θr
^
ωr
^
In
3
In
Figure 10. The sensorless vector control structure for the 4-leg multi-level inverter PMSM drive
under a phase a open-circuit fault
3.2. Fully Sensorless Speed Control of Four-leg Multilevel Inverter
Figure 11 shows the results of a fully sensorless speed control of a PMSM motor driven
b afault-tolerant muli-levelinverter at loaded condition using the algorithm proposed in [12] for
the healthy case and the method proposed above in the case of phase ‘a’ open circuit fault.The
results of this test illustrates the capability of the PMSM motor drive system to work at very low
and zero speeds in helathy operating condition and when a single phase open-circuit fault is
introduced to the operation of the motor. The motor was working in sensorless healthy mode at
speed 30 rpm, and then at time t=7.5 s a speed step change from 30 rpm to 0 rpm (until t=9 s)
is applied to the system. Figure 11 shows that the motor responded to the speed step with a
good transient and steady state response. At time t=9 s, an open circuit fault in phase a was
introduced to the system, and this can be noticed from In #0 and the current waveforms ( Ia=0,
Ib, and Ic are multiplied by√3and and shifted by 60 degrees). Figure 11 shows that performance
of the whole system under faulty conditions is in the same level of performance in healthy mode.
Moreover, the motor responded to a speed step from 0 rpm to 30 rpm at t=10.5 s with
acceptable transient and steady state performance.
◼ ISSN: 1693-6930
TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942
2940
Figure 11. Fully sensorless speed steps between 0.5 Hz, 0 to 0.5 Hz, half under healthy
condition and half under open phase a fault condition
Figure 12. Fully sensorless speed steps between 10 Hz, 0 to 10 Hz, half under healthy condition
and half under open phase a fault condition
Figure 13 demonstrates the stability of the fully sensorless system when a load
disturbance is applied at low speed (30 rpm) in both healthy mode and under open phase fault
conditions. The results show that the system maintains the speed in all the cases.
TELKOMNIKA ISSN: 1693-6930 ◼
Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh)
2941
Figure 13. Fully sensorless half load steps under healthy condition and under open phase a
fault condition
4. Conclusion
This paper has outlined a new scheme for tracking the saliency of a motor fed by a four-
leg multi-level inverter in the case of a single phase open circuit fault through measuring the
dynamic current response of the motor line currents due to the IGBT switching actions. The
proposed method includes software modification to the method proposed in [12] to track the
saliency of the motor under healthy conditions to make it applicable in the cases of open circuit
phase condition. The new strategy can be used to track the saturation saliency in PM motors
(2 fe) and the rotor slotting saliency in IMs (14*fr) similar to the method used in a healthy motor
drive and the only difference between the PM and IM will be the tracked harmonic number. The
results have shown the effectiveness of the new method in increasing the safety measures in
critical systems that need continuous operation. The drawbacks of this method are increasing
the total harmonic distortion of the motor's current, especially at a very low speed, due to the
minimum pulse width in addition to the need for 3 di/dt sensors.
References
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machines. IEEE T Ind Appl 1995; 31:240–247.
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[7] MD Manjrekar, PK Steimer, TA Lipo. Hybrid Multilevel Power Conversion System: A competitive
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Drive System (IJPEDS). June 2016; 7(2): 397-415.
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Sensorless Control of a Fault-tolerant Multi-level PMSM Drive

  • 1. TELKOMNIKA, Vol.16, No.6, December 2018, pp.2930~2942 ISSN: 1693-6930, accredited First Grade by Kemenristekdikti, Decree No: 21/E/KPT/2018 DOI: 10.12928/TELKOMNIKA.v16i6.9647 ◼ 2930 Received April 19, 2018; Revised September 10, 2018; Accepted October 24, 2018 Sensorless Control of a Fault-tolerant Multi-level PMSM Drive Kamel Saleh*, Mark Sumner An-Najah National University, Nottingham University, Palestine, United Kingdom *Corresponding author, e-mail: kamel.saleh@najah.edu Abstract This paper presents a new technique to track the saliency position in a permanent magnet synchronous motor (PMSM) post a single phase open-circuit fault. The PMSM is driven by a fault-tolerant multi-level inverter that is utilized to implement a fault-tolerant control strategy to minimize system performance degradation post the fault.The fault-tolerant multi-level inverter is consisting of a number of insulated-gate bipolar transistors (IGBTs). The dynamic current reponses of the PMSM motor due to the switching actions of these IGBTs are used extract the saliency position. This process is not introducing any modification to the operation of the fault-tolerant multil-level inverter as it uses only the fundamental pulse width modulation (PWM) waveform. Moreover,it considers the modifications introduced to the PMSM motor and the multi-level inverter post the fault.Simulation results are provided to verify the effectiveness of the proposed strategy of saliency tracking of a PMSM motor driven by a fault-tolerant four-leg multi-level inverter over a wide range of speeds in the case of a single-phase open circuit fault. Keywords: four-leg multi-level inverter, sensorless, single-phase open circuit, space vector pulse width modulation Copyright © 2018 Universitas Ahmad Dahlan. All rights reserved. 1. Introduction Sensorless control of motor drives has been widely researched for systems employing standard two-level inverters [1-6]. These techniques introduce a significant additional current distortion which causes audible noise, torque pulsations and increases the system losses. In the other hand, a Multi-level inverter can achieve a higher voltage and power capability with conventional switching devices compared to two-level inverter and is now used for high power drives [7-9]. The particular structure of some of these converters offers significant potential for improving sensorless control of motors, as they employ H-bridge circuits with a relatively low DC link voltage. [10-12] are introducing different techniques to achieve sensorless control of multi- level inverter drives in healthy mode i.e no open circuit fault. Under faulty conditions, a number of fault-tolerant strategies to control two-level motor drives [13-18] and multi-level motor drives [19-22] have been used to enhance system operation under open circuit phase faults in sensor mode. [23-24] introduced a four-leg two-level (PMSM) drive to track the saturation saliency in the case of single-phase open circuit faults. This paper is introducing a new method to track the saturation saliency in a surface mounted permanent magnet motor in case of an open circuit fault. This motor is driven by a four-leg multi-level inverter. The objective is to maintain continuous system operation with a satisfactory performance to meet the safety procedure for the whole system and increase the reliability of the system. 2. Research Method 2.1. Fault Tolerant Multi-level Four-leg Converter Drive Topology The proposed fault-tolerant multi-level drive topology is shown in Figure 1. A new Leg (fourth leg) is leg is added to the conventional multi-level inverter. The redundant fourth leg is permanently connected the motor neutral point. Under healthy operating conditions, the two IGBTs in this fourth leg will be inactivated making it redundant (not used). This will make the fault-tolerant multi-level inverter running as conventional three-leg mutlti-level as shown in Figure 2. When a single phase open-circuit fault is introduced to one phase of the PMSM motor, the switches on the faulty phase are disabled and the IGBTs the fourth leg are immediately activated in order to control the voltage at the neutral point of the motor.
  • 2. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2931 Ia Ic Ib lσa ea + - +- lσb rs rs lσc ec rs + -eb - V2V 2V V V 2V V In 2V Figure 1. Four-leg asymmetric cascaded H-Bridge seven level converter 2.2. Healthy Operation of the Multi-level Inverter The seven-level cascaded H-bridge inverter cangenerate the voltage 3V, 2V, V, 0, -V, -2V and -3V from eah leg as shown in Figure 2. According to the switching state of each cell in the multilevel converter, it is possible to generate 27 switching states (vector in space). These vectors can be transformed into αβ coordinates (600 coordinate system) according to the following (1), (2) as shown in Figure 3: Figure 2. Operation of the seven level asymmetric hybrid cascaded H-bridge converter V 2V N 2V 0 -2V 2V 0 -2V V 3V -V -3V -V V 0 H-Bridge 1 H-Bridge 2 V1V2V1+V2
  • 3. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2932 SECTOR 6 SECTOR 5 SECTOR 1 SECTOR 2 SECTOR 3 SECTOR 4 V_ref (6,0) α (5,0)(4,0)(3,0)(2,0)(1,0)(0,0) (0,1) (0,2) (0,3) (0,4) (0,5) (0,6) (1,1) (1,2) (1,3) (1,4) (1,5) (2,1) (2,2) (2,3) (2,4) (3,1) (3,2) (3,3) (4,1) (4,5) (5,1) β (-3,0)(-4,0)(-5,0)(-6,0) (0,-1) (0,-2) (0,-3) (0,-4) (0,-5) (0,-6) (-2,0) (-1,0) (-1,1)(-2,1)(-3,1)(-4,1)(-5,1)(-6,1) (-1,2)(-2,2)(-3,2)(-4,2)(-5,2)(-6,2) (-1,3)(-2,3)(-3,3)(-4,3)(-5,3)(-6,3) (-1,4)(-2,4)(-3,4)(-4,4)(-5,4)(-6,4) (-1,5)(-2,5)(-3,5)(-4,5)(-5,5)(-6,5) (-1,6)(-2,6)(-3,6)(-4,6)(-5,6)(-6,6) (5,-1)(4,-1)(3,-1)(2,-1)(1,-1)(-3,-1)(-4,-1)(-5,-1) (-2,-1) (-1,-1) (6,-1) (5,-2)(4,-2)(3,-2)(2,-2)(1,-2)(-3,-2)(-4,-2) (-2,-2) (-1,-2) (6,-2) (5,-3)(4,-3)(3,-3)(2,-3)(1,-3)(-3,-3) (-2,-3) (-1,-3) (6,-3) (5,-4)(4,-4)(3,-4)(2,-4)(1,-4)(-2,-4) (-1,-4) (6,-4) (5,-5)(4,-5)(3,-5)(2,-5)(1,-5)(-1,-5) (6,-5) (5,-6)(4,-6)(3,-6)(2,-6)(1,-6) (6,-6) A B C D  Figure 3. Seven level SVPWM state diagram in αβ coordinates Vα = Vcosθ − Vsinθ √3 (1) Vβ = 2Vsinθ √3 (2) where Vα and Vβ are the coordinates of the vector V in the 600 coordinate system, V and θ are the amplitude and phase angle of the reference vector respectively. The whole modulation technique that is used in this paper when the motor is running under healthy operating condition isillustrated in [8]. 2.3. Open Phase Fault Operation To maintain the system performance after a single phase open-circuit fault is introduced to one phase of the motor, the the rotating magnetomotive force should be maintained post the fault [18-24].To do so, many modification should be introduced to the operation of the PMSM drive system.Firstly, the phase where the open circuit fault is introduced to should be isolated by disabling the IGBTs in that leg. This is acieved by settingthe reference voltageof that phasezero. Secondly the IGBTs in the Fourth leg should be activated immediately to make the zero sequence current to circulate through it. And Finally, the two remaing motor currents post the fault shoud be increased by a √3 as well as phase shifted 30 degrees away from the faulted phase compared to the currents generated under normal operation, as given in (3). [ 𝐼0 𝐼𝑏 𝐼𝑐 ] = [ −cos(θ) −sin(θ) √3 cos(θ − 150) √3 sin(θ − 150) √3 sin(θ − 150) √3 sin(θ + 150) ] [ 𝑉𝑞 𝑉𝑑 ] (3) These steps are illustrated in the vecture control structure shown in Figure 4. It is assumed that an open-circuit fault is introduced to phase’a’ of the PMSM motor so that the current in phase ‘a’ drops to zero and the referenc voltage of phase ‘a’ (Va ref) is set to zero as well.Whereas the motor neutral current, which is the sum of the two remaining output currents (Ib and Ic), can circulate through the fourth phase of the multi-level inverter. The simulation of the vector control structure shown in Figure 4 was carried out using SABER. Figure 5 shows the simulation results of a four-leg multi-level inverter PMSM drive system under healthy and faulted conditions. The motor was driving a 30 Nm load torque at 300rpm speed and running under healthy operating condition. Then a successive speed steps are applied to the system till the speed reaches 1500 rpm. It is clear that the controller could
  • 4. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2933 regulate the motor speed to follow the reference speed properly. The controlled currents id and iq are stable at the reference levels while the motor currents are balanced 3-phase sinusoidal. At t=1 s , an open circuit fault is introduced to phase ‘a’. At this time the switch of the fourth leg is activated, which means that the neutral is connected to the supply. Then different reference speed commands are applied to the system. The simulation results show that ripple in the torque is almost the same as under normal operating conditions. The currents id and iq are now controlled properly. PI PI PI d q a b c PMSM d/dt Id_ref=0 Vd_ref Vq_refwr_ref Iq_ref θ Rotor position Ia=0 Ib Ic Va_ref=0 Vb_ref Vc_ref 3- phase input supply d q a b c Multilevel SVPWM V 2V In Four-leg multi-level inverter 3 In Figure 4. The vector control structure for the four-phase multi-level inverter PMSM drive under a phase 'a' open-circuit fault Figure 5 Performance of a 4-phase multi-level inverter PMSM drive system under different operating conditions
  • 5. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2934 2.4. Tracking the Saturation Saliency of PMSM under Healthy Condition The stator leakage inductances of the induction motor are modulated by anisotropy either from the rotor slotting or from the saturation of the main flux. The modulation can be expressed by the following (4) to (6). 𝑙𝜎𝑎 = 𝐿0 + ∆𝐿𝑐𝑜𝑠(𝑛 𝑎𝑛 𝜃 𝑎𝑛) (4) 𝑙𝜎𝑏 = 𝐿0 + ∆𝐿𝑐𝑜𝑠 (𝑛 𝑎𝑛(𝜃 𝑎𝑛 − 2𝜋 3 ) (5 𝑙𝜎𝑐 = 𝐿0 + ∆𝐿𝑐𝑜𝑠 (𝑛 𝑎𝑛(𝜃 𝑎𝑛 − 4𝜋 3 ) (6) where 𝐿0 is the average inductance and ∆𝐿 is the variation of leakage inductance due to the rotor anisotropy (𝑛 𝑎𝑛=2for saturation anisotropy) This modulation of the stator leakage inductances will be reflected in the transient response of the motor line current to the test vector imposed by the multi-level inverter.So by using the fundamental PWM wave form and by measuring the transient current response to the active vectors it is possible to detect the inductance variation and track the rotor position for three-leg multilevel inverter. After obtaning the scalar quantities pa, pb and pc then the position of the saliency can be constructed as shown in (7). p⃗ = pα + 𝑗𝑝β = pa + 𝑎𝑝b + a2 pc (7) The algorithm to track the saliency in 3-leg multi-level inverter that is proposed in [9] is used to track the saliency for four-leg multilevel inverter and the results is shown in Figure 6. Under the healthy operation, the switches in the fourth leg will not be activated and so the algorithm proposed in [9] could track the saliency from t=0.1 s till t=1 s at different speeds. In case of an open phase fault (t=1s to 2.2s), the algorithm is no longer able to track the saliency as shown in Figure 6. This because the measurement of the current response (di/dt) associated with the faulty phase will become zeros as ia=0. Which means that these position scalars will be zero as seen in Figure 6. Figure 6. Tracking the saturation saliency in healthy mode and phase a open circuit case
  • 6. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2935 2.5. Tracking the Saliency in Multilevel Inverter under Unhealthy Condition Figure 7 shows the Type0 switching sequence of the four-leg multi-level inverter under phase ‘a’ open circuit fault and activating the fourth leg. The stator circuit when the vectors V1, V2 and V0 are applied are shown in Figure 8 (a), 8 (b) and 8 (c) respectively. dt di V b )2( dt di V c )2( Vc Vb Va 4 0T 2 1T 2 2T 2 0T 2 1T 2 2T 4 0T dt di V b )0( dt di V c )0(dt di V b )1( dt di V c )1( V1 V2 V0 V_ref (0,0) (2,2) (2,3) (3,2) (3,3)A B C D ( 0,0,-3,3) ( 0, 0,-2,3) ( 0, 1,-2,3) (0, 0,-2,2) (0, 0, 0,0) V0 V1 V2 ( 0, 0,-3,2) ( 0, -1,-3,2) Vn Figure 7. Switching sequence for Type0 in sector 1 in the multi-level space diagram under phase a open circuit fault and the fourth leg is activated lσa ea + - ib ic + - lσb rs rs lσc ec rs + -eb + - (a) (b) (c) in lσa ea + - ib ic + - lσb rs rs lσc ec rs + -eb VDC + - in lσa ea + - ib ic + - lσb rs rs lσc ec rs + -eb in VDC Figure 8. Stator circuits when: (a) V1 is applied; (b) V2 is applied; (c) V0 is applied Using the circuit in Figure 8 (a), the following equations hold true: 0 = 𝑟𝑠 ∗ 𝑖 𝑏 (𝑉1) + 𝑙 𝜎𝑏 ∗ 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 + 𝑒 𝑏 (𝑉1) (8) VDC = 𝑟𝑠 ∗ 𝑖 𝑐 (𝑉1) + 𝑙 𝜎𝑐 ∗ 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 + 𝑒 𝑐 (𝑉1) (9) the following equations are obtained using Figure 8 (b):- −VDC = 𝑟𝑠 ∗ 𝑖 𝑏 (𝑉2) + 𝑙 𝜎𝑏 ∗ 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 + 𝑒 𝑏 (𝑉2) (10)
  • 7. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2936 0 = 𝑟𝑠 ∗ 𝑖 𝑐 (𝑉2) + 𝑙 𝜎𝑐 ∗ 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 + 𝑒 𝑐 (𝑉2) (11) finally when V0 is applied as shown in Fig 8 (c), the following equations hold true: 0 = 𝑟𝑠 ∗ 𝑖 𝑏 (𝑉0) + 𝑙 𝜎𝑏 ∗ 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 + 𝑒 𝑏 (𝑉0) (12) 0 = 𝑟𝑠 ∗ 𝑖 𝑐 (𝑉0) + 𝑙 𝜎𝑐 ∗ 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 + 𝑒 𝑐 (𝑉0) (13) Assuming that the voltage drop across the stator resistances are small and can be neglected and the back emf can be cancelled if the time separation between the vectors is small. Subtracting (12) from (10) and (13) from (9) respectively yields: −VDC = 𝑙 𝜎𝑏 ∗ ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) (14) −VDC = 𝑙 𝜎𝑐 ∗ ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) (15) Finally: 𝑃𝑏 = 𝑙 𝜎𝑏 ∗ ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) (16) 𝑃𝑐 = 𝑙 𝜎𝑐 ∗ ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) (17) 𝑃𝑎 can’t be obtained from measuring the current response in phase a as it is zero in the case of an open circuit phase fault. But it can be deduced from 𝑃𝑏and 𝑃𝑐according to the following (18): 𝑃𝑎 = 𝑃𝑏 − 𝑃𝑐 (18) By doing the same procedures for other sectors, Tables 1 to 6 can be constructed to track the saliency in case of phase ‘a’ open circuit. Figure 9 shows the results of the simulation after modifying the tracking saliency algorithm as introduced in Tables 1 to 6. The figure shows that the new algorithm can track the saliency in the case of an open-circuit fault is introduced to phase ‘a’ fault with the same quality as in healthy conditions. Table 1. Selection of pa, pb, and pc in Sector 1 for a Star-connected Machine Driven by 4-leg Multi-level Inverter in Case of Phase a Open Circuit Fault Sector 1 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 )
  • 8. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2937 Table 2. Selection of pa, pb, and pc in sector 2 for a star-connected Machine Driven by 4-leg Multi-level Inverter in Case of Phase a Open Circuit Fault Sector 2 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Table 3. Selection of pa, pb, and pc in Sector 3 for a Star-connected Machine Driven by 4-leg Multi-level Inverter in case of Phase a Open Circuit Fault Sector 3 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Table 4. Selection of pa, pb, and pc in Sector 4 for a Star-connected Machine Driven by 4-leg Multi-level Inverter in case of Phase a Open Circuit Fault Sector 4 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 )
  • 9. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2938 Table 5. Selection of pa, pb, and pc in Sector 5 for a Star-connected Machine Driven by 4-leg Multi-level Inverter in Case of Phase a Open Circuit Fault Sector 5 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 ) Table 6. Selection of pa, pb, and pc in Sector 6 for a Star-connected Machine Driven by 4-leg Multi-level Inverter in Case of Phase a Open Circuit Fault Sector 6 Triangle Vectors Pa Pb Pc Type0 ∆BCD V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type1 ∆BCA V1,V2,Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 ) Type 2 ∆BCD V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉1) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Type 3 ∆BCA V1+Vo −(𝑃𝑏 − 𝑃𝑐) ( 𝑑𝑖 𝑏 (𝑉0) 𝑑𝑡 − 𝑑𝑖 𝑏 (𝑉2) 𝑑𝑡 ) ( 𝑑𝑖 𝑐 (𝑉2) 𝑑𝑡 − 𝑑𝑖 𝑐 (𝑉1) 𝑑𝑡 ) Figure 9. The algorithm to track the saliency in of multilevel inverter using the fundamental PWM algorithm given in [12] for helathy mode and the algorithm presented above for unhealthy condition
  • 10. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2939 3. Results and Analysis 3.1. The Sensorless Vector Control Structure The sensorless speed control for PMSM motor driven by a fault-tolerant multi-level inverter has been implemented in simulation in the SABER modeling environment. The saturation saliency postion signal Pαβ are used as the input to a mechanical observer [25] to obtain a filtered signal for the estimated speed ω^ and a cleaned position θ^. Note that the simulation includes a minimum pulse width of 10 u s when di/dt measurements are made, similar to the experimental results of [6]. This estimated speed ω^ and position θ^ are used to obtain a fully sensorless speed control as shown in Figure 10. PI PI PI d q 0 a b c PMSM Id_ref=0 Vd_ref Vq_refwr_ref Iq_ref θ Ia=0 Ib Ic Va_ref=0 Vb_ref Vc_ref 3- phase input supply d q 0 a b c Multilevel SVPWM V 2V Mechanical observer dia/dt θr ^ Kt dic/dt did/dt d/dt θr ^ ωr ^ In 3 In Figure 10. The sensorless vector control structure for the 4-leg multi-level inverter PMSM drive under a phase a open-circuit fault 3.2. Fully Sensorless Speed Control of Four-leg Multilevel Inverter Figure 11 shows the results of a fully sensorless speed control of a PMSM motor driven b afault-tolerant muli-levelinverter at loaded condition using the algorithm proposed in [12] for the healthy case and the method proposed above in the case of phase ‘a’ open circuit fault.The results of this test illustrates the capability of the PMSM motor drive system to work at very low and zero speeds in helathy operating condition and when a single phase open-circuit fault is introduced to the operation of the motor. The motor was working in sensorless healthy mode at speed 30 rpm, and then at time t=7.5 s a speed step change from 30 rpm to 0 rpm (until t=9 s) is applied to the system. Figure 11 shows that the motor responded to the speed step with a good transient and steady state response. At time t=9 s, an open circuit fault in phase a was introduced to the system, and this can be noticed from In #0 and the current waveforms ( Ia=0, Ib, and Ic are multiplied by√3and and shifted by 60 degrees). Figure 11 shows that performance of the whole system under faulty conditions is in the same level of performance in healthy mode. Moreover, the motor responded to a speed step from 0 rpm to 30 rpm at t=10.5 s with acceptable transient and steady state performance.
  • 11. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2940 Figure 11. Fully sensorless speed steps between 0.5 Hz, 0 to 0.5 Hz, half under healthy condition and half under open phase a fault condition Figure 12. Fully sensorless speed steps between 10 Hz, 0 to 10 Hz, half under healthy condition and half under open phase a fault condition Figure 13 demonstrates the stability of the fully sensorless system when a load disturbance is applied at low speed (30 rpm) in both healthy mode and under open phase fault conditions. The results show that the system maintains the speed in all the cases.
  • 12. TELKOMNIKA ISSN: 1693-6930 ◼ Sensorless Control of a Fault-tolerant Multi-level PMSM Drive (Kamel Saleh) 2941 Figure 13. Fully sensorless half load steps under healthy condition and under open phase a fault condition 4. Conclusion This paper has outlined a new scheme for tracking the saliency of a motor fed by a four- leg multi-level inverter in the case of a single phase open circuit fault through measuring the dynamic current response of the motor line currents due to the IGBT switching actions. The proposed method includes software modification to the method proposed in [12] to track the saliency of the motor under healthy conditions to make it applicable in the cases of open circuit phase condition. The new strategy can be used to track the saturation saliency in PM motors (2 fe) and the rotor slotting saliency in IMs (14*fr) similar to the method used in a healthy motor drive and the only difference between the PM and IM will be the tracked harmonic number. The results have shown the effectiveness of the new method in increasing the safety measures in critical systems that need continuous operation. The drawbacks of this method are increasing the total harmonic distortion of the motor's current, especially at a very low speed, due to the minimum pulse width in addition to the need for 3 di/dt sensors. References [1] Jansen PL, Lorenz RD. Transducerless position and velocity estimation in induction and salient AC machines. IEEE T Ind Appl 1995; 31:240–247. [2] Jung-IkH, OhtoM, Ji-Hoon J, Seung-Ki S. Design and selection of AC machines for saliency-based sensorless control. In: IEEE2002Industrial Applications Conference. Pittsburgh, USA. NewYork, NY, USA: IEEE. 13-18 October 2002: 1155–1162. [3] Linke M, Kennel R, Holtz J. Sensorless speed and position control of synchronous machines using alternating carrier injection. In: IEEE 2003 International Electric Machines and Drives Conference. Wisconsin, USA. New York, NY, USA: IEEE. 1-4 June 2003: 1211–1217. [4] Schroedl M. Sensorless control of AC machines at low speed and standstill based on the INFORM method. In:IEEE 1996 Industry Applications Conference. San Diego, USA. New York, NY, USA: IEEE. 6 -10 October 1996: 270-277. [5] HoltzJ, Juliet J. Sensorless acquisition of the rotor position angle of induction motors with arbitrary stator winding. In: IEEE 2004 Industry Applications Conference. Washington, USA. NewYork, NY, USA: IEEE. ; 3-7 October 2004: 1321-1328. [6] Qiang G, Asher GM, Sumner M, Makys P. Position estimation of AC machines at all frequencies using only space vector PWM based excitation. In: IET 2006 International Conference on Power Electronics, Machines and Drives. Dublin, Ireland. Savoy Place, London, UK: IET. 4-6 April 2006: 61-70
  • 13. ◼ ISSN: 1693-6930 TELKOMNIKA Vol. 16, No. 6, December 2018: 2930-2942 2942 [7] MD Manjrekar, PK Steimer, TA Lipo. Hybrid Multilevel Power Conversion System: A competitive Solution for High-Power Applications. IEEE transactions on industry applications. 2000; 36: 834-841. [8] Sanmin Wei, Bin Wu, Qianghua Wang. An Improved Space Vector PWM Control Algorithm for Multilevel Inverters. Power Electronics and Motion Control Conference. Aug, 2004; 3: 1124-1129. [9] K Saleh, GM Asher, M Sumner, M Tomasini, G Qiang. Low Speed Sensorless Control of an Induction Motor Fed by Multilevel Converter to Reduce Current Distortion. 13th European Conference on Power Electronics and Applications. Barcelona. 2009. [10] Jie Zhang. Speed sensorless AC drive fed by three-level inverter with full-dimensional spiral vector control for improved low-speed performance. Industry Applications Conference, 1996. Thirty-First IAS Annual Meeting, IAS '96. Conference Record of the 1996 IEEE, San Diego, CA, 1996; 1: 243-249. [11] O Chandra Sekhar, K Chandra sekhar. A novel five-level inverter topology for DTC induction motor drive. 2012 IEEE International Conference on Advanced Communication Control and Computing Technologies (ICACCCT), Ramanathapuram. 2012: 392-396. [12] K Saleh, M Sumner. Modelling and Simulation of a Sensorless Control of a True Asymmetric Cascade H-Bridge Multilevel Inverter PMSM Drives. International Journal of Power Electronics and Drive System (IJPEDS). June 2016; 7(2): 397-415. [13] MS Mendes, AJ Cardoso. Fault-tolerant operating strategies applied to three-phase induction motor drives. IEEE Transaction on Industrial Electronic. 2006; 53: 1807-1817. [14] N Bianchi, S Bolognani, M Zigliotto, M Zordan. Innovative remedial strategies for inverter faults in IPM synchronous motor drives. IEEE Transaction on Engergy Convervsion. 2003; 18: 306-314. [15] F Meinguet, J Gyselinck. Control strategies and reconfiguration of four-leg inverter PMSM drives in case of single-phase open-circuit faults. IEEE International Electric Machines and Drives Conference, Miami, FL. 2009: 299-304. [16] S Kwak, T Kim, O Vodyakho. Four-leg based Matrix Converter with Fault Resilient Structures and Controls for Electric Vehicle and Propulsion Systems. IEEE Vehicle Power and Propulsion Conference, Arlington, TX. 2007: 519-523. [17] BA Welchko, TA Lipo, TM Jahns, SE Schulz. Fault tolerant three-phase ac motor drive topologies: a comparison of features, cost, and limitation. IEEE Transaction o Power Electronic. 2004; 19: 1108-1116. [18] S Khwan On, L De Lillo, PW Wheeler, L Empringham. Fault tolerant four-leg matrix converter motor drive topologies for aerospace applications. in Proc. IEEE ISIE. 2010: 2166–2171. [19] Mohammad Ali Paymani, Mohammad Saleh Marhaba, H Iman Eini. Fault-tolerant operation of a medium voltage drive based on the Cascaded H-bridge inverter. 2011 2nd Power Electronics, Drive Systems and Technologies Conference, Tehran. 2011: 551-556. [20] G Grandi, P Sanjeevikumar, Y Gritli, F Filippetti. Experimental investigation of fault-tolerant control strategies for quad-inverter converters. Electrical Systems for Aircraft. Railway and Ship Propulsion, Bologna, 2012: 1-8. [21] M Alavi, D Wang, M Luo. Model-based diagnosis and fault tolerant control for multi-level inverters. IECON 2015-41st Annual Conference of the IEEE Industrial Electronics Society, Yokohama, 2015: 001548-001553. [22] K Thantirige, SK Panda, AK Rathore, S Mukherjee, MA Zagrodnik, AK Gupta, Fault-tolerant cascaded multi-level inverter with improved output quality. 2016 IEEE International Conference on Sustainable Energy Technologies (ICSET), Hanoi. 2016: 332-337. [23] K Saleh, M Sumner. Modeling and simulation of sensorless control of four-leg inverter PMSM drives in the case of a single-phase open circuit fault. Turkish Journal of Electrical Engineering & Computer Sciences. 2016; 24: 3807-3820. [24] K Saleh, M Sumner. Sensorless Control of a Fault Tolerant PMSM Drives in Case of Single-phase Open Circuit Fault. International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM). 2016; 7:1061-1074. [25] Lorenz RD, Van Patten KW. High-resolution velocity estimation for all-digital, ac servo drives. IEEE Transaction in Industrial Applications. 1991; 27: 701-705.