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Fault Tolerant Power Systems Using
a System of Systems Protection Strategy
Saeed LotfifardAssistant Professor, Washington State University
NNovember 29, 2018 1/39
• Overview of system of systems protection
• Cascading failure protection strategy consists of digital
protection algorithms and special protection scheme (SPS)
• Summary
Outline
2/39
System of systems protection
➢ Decentralized, component level protection methods
At different time scales
from milliseconds to several minutes
➢Distributed system level protection in the
form of wide area protection
• Special Protection Systems (SPS) / Remedial Action
Schemes (RAS)
• Wide area protection
• Under frequency load shedding
• Transient stability protection
• Voltage stability protection
• Digital protective algorithms for renewable
energy
• Digital protective algorithm for transformers,
synchronous generators
• Fault ride through capability of renewable
energy,
3/39
1) Integration of large amounts of renewable energy sources
2) Digital protection, substation automation (e.g. IEC61850) and
communication based protection
3) High sampling rate data acquisition and synchro-phasor
technology (big data)
4) Integrated hybrid AC-DC power systems
5) Multi-area power systems with different system operators in
deregulated power systems
Paradigm shift in modern power systems
4/39
5/39
6/39
Condition monitoring and protection of multi-physics hybrid systems
7/39
Energy based monitoring method based on graph theory
A. Mojallal, S. Lotfifard, “Enhancing Fault Ride Through Capability of PV Systems” IEEE Transactions on Smart Grid, Accepted
A. Mojallal, S. Lotfifard, “DFIG Wind Generators Fault Diagnosis Considering Parameter and Measurement Uncertainties ” IEEE
Transactions on Sustainable Energy, Accepted.8/39
Stator
Rotor
R
T
5
G
T
3
G
T
5
G
T
1
Gearbox
Rotor Side Controller Grid Side Controller
Proposed FDI Module
Pitch Controller
Control and Protection Block
GSC Voltage and
CurrentPitch Angle
Sensor RSC Voltage
and
Current
Stator Voltage and
Current
DC-Link Voltage
Protection of wind turbine as a multi-physic hybrid system
9/39
Electrical
Model
AI ModelGenerated
Signals
Generalized Model of PV farm
Feature
Extracti
on
DC system protection
N. M. Akram, S. Lotfifard, “Modeling and Health Monitoring of DC side of Photovoltaic Array” IEEE Transactions on
Sustainable Energy, vol. 6, no. 4, pp. 1245–1253, 2015
DC Microgrid
10/39
Dynamic topology change
11/39
PV ArrayL
3-level DC/AC
Inverter
C vdc
idc
Diode
Rf Lf
3
iabc Feeder Line
Power Grid
Yg/Δ
150 kVA
260V/25kV
Δ/Yg
5 MVA
25kV/120kV
3 MVA
Cos(φ)=1.0
vpv
ipv
MPPT using
Incond.
PWM
Generator
Duty Cycle
MAF-PLL
Vabc
abc
dq0
θ
Active/
Reactive
Power
Calculation
P Q
vd vq id iq
P
vpv
ipv
vdc
idc
FTSMC
controller
LVRT
Decision
vd
Grid-Code
Requirement
Assesment
iq*
idlim
LVRT
Decision
PBSMC
controller
PID
controller
vdc* vdc
+-
edc
u
iq*
idlim
PID
controller
id*
vdlim
vqlim
vd* vq
*
PWM
Generator
dq0
abc
vabc*
mabc
Enhancement of fault ride through capability
Type 1 LimitType 2 Limit
Must Remain
Connected Disconnection
Permitted
A. Mojallal, S. Lotfifard, “Enhancement of Grid Connected PV Arrays Fault Ride Through and Post Fault Recovery
Performance” IEEE Transactions on Smart Grid, In Pres.
12/39
Grid Code for LVRT
A. Mojallal, S. Lotfifard, “Improving During and Post Fault Response of Fuel Cells in Symmetrical and Asymmetrical Fault
Cases” IEEE Transactions on Sustainable Energy
DC/AC
InverterCconv
vdc Rf Lfiabc Feeder Line
Power System
Y/Y
500 kVA
208V/12.5kV
DC/DC
Converter
Controller
PWM
Generator
Vabc
φ
P0des
Q0
vdLVRT
Requirement
iq*
idlim
PBSMC
iref-d+
mabc
DC/DC
Converter
PEMFC Power Plant
DC/DC
Converter
PEMFC1
PEMFC10
20 kW
Cos(φ)=1.0
RL Filter
Sequence Separation and
abc/dq0 transformation
iq+
id+vq
+vd
+iq
-id
-vq-
vd-
PLL
Reference Current
Calculation based on
(11)-(13)
u
vq+
vq-
iref-q+
iref-d-
iref-q-
+
-
id+
iref-d+
+
-
iq+
iref-q+
PBSMC
PBSMC +
-
id-
iref-d-
+
-
iq-
iref-q-
PBSMC
dq0
abc
dq0
abc
PWM
Generatorφ -φ
Proposed
Controllers
Cf
id+
iq+
id-
iq-
Enhancement of fault ride through capability
13/39
Fault location in distribution systems with distributed generation
Smart
Garage
S. Lotfifard, M. Kezunovic, M.J. Mousavi, "A Systematic Approach for Ranking Distribution Fault Location Algorithms and Eliminating
False Estimates” IEEE Transactions on Power Delivery, vol. 28, no. 01, pp. 285 - 293, 2013.
S. Lotfifard, M. Kezunovic, M.J. Mousavi,” Distribution Fault Location Using Voltage Sag Data” IEEE Transactions on Power
Delivery, vol. 26, no. 2, pp 1239-1246, 2011
14/39
Adaptive digital protection algorithms with high sampling rate
High Impedance Fault Detection 15/39
Communication based protection and substation automation using
IEC61850
16/39
Communication based protection and substation automation using
IEC61850
17/39
Wide area protection of multi-area hybrid AC-DC power system
with big data
18/39
Wide area protection of multi-area hybrid AC-DC power system
with big data
19/39
M. Rostami, S.Lotfifard, "Scalable Coordinated Control of Energy Storage Systems for Enhancing Power Systems
Stability" IEEE Transactions on Sustainable Energy, Accepted.
14
15
16
13
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27
9 25
8
8
54
1
1
53
47
48
40
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37
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68
21
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6
6
67
19
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44
65 64
63
20
55
23
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7
62
33
57
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22
59
60
31
10
10
3846
33
32
1111
61
36
17
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12
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44
45
34
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39
5150
16
18
42
15
49
55
52
30
Area1
Area2
Area3
9
M. Rostami, S.Lotfifard, “Distributed Dynamic State Estimation of Power Systems" IEEE Transactions on Industrial
Informatics, Accepted.
Area# 2
Area# 3
Area# 1
Area# 4
Wide area protection of multi-area hybrid AC-DC power system
with big data
20/39
Cascading Failure Protection using Digital Protection
and Special Protection System (SPS)
21/39
Although the synchronous generator
remains synchronized to the grid, it is
disconnected due to mis-operation of
relays
The synchronous generator loses
synchronism and is disconnected from
the grid
Solution: Secure digital
protection algorithm
Solution: Special Protection
Systems/Remedial Action
Schemes (RAS)
Cascading failure of power systems under oscillations
22/39
S
RLSlay Z
k
jkkZZZZ −
+−
−−
++=
22Re)(sin)cos(
sin)cos(
2
)(
G
Relay
Bus S Bus RESER
ZL ZRZS G
δ
Zone 1
Zone 2+X
+R
Unstable
Swing
Stable
Swing
K=1
Electrical
center
δ
ZS
ZR
ZL
Load
Pointθ1 θ2
Inner
BlinderOuter
Blinder
stable
nom
f
FPSBD
360
)((cycle) 21 −
=
θ1, θ2, Fnom and fstable are the machine angles at the
outer and inner blinder reaches (degree), system
nominal frequency (Hz) and power swing rate (Hz)
(which is assumed to be 1.2 Hz ).
S. Lotfifard, J. Faiz, M. Kezunovic, "Detection of Symmetrical Faults by Distance Relays during Power Swings,"
IEEE Transactions on Power Delivery, vol. 25, no. 1, pp. 81-87, 2010
Line distance protection
(1)
(2)
23/39
22
2
22
22
*
2
QP
QVj
QP
PV
jQP
V
S
VjXRZ
+
+
+
=
−==+=
2- Two Zone with directional
• The impedance circles diameters are equal to 1.0 p.u. for Zone 1 and Xd for zone 2. The downward offset of the
zones is equal to half of the generator transient reactance. The typical time delay of LOE is 3 to 5 cycles (0.1 s) for
zone 1, and 30- 45 cycles (0.5- 0.75 s) for zone 2.
Zone 1
Zone 2
+X
+R
Xd
1.0
pu
Xd’/2
Unstable
Swing
Stable
Swing1- Two Zone:
Generator loss of excitation protection
24/39
S.lotfifard, et all, Representation, Modeling, Data Development and Maintenance of Appropriate Protective
Relaying Functions in Large Scale Transient Stability Simulations (S-66), PSERC report
CAPE:
• Read and build the network topology
• Define the protection zones and relay settings
PSS/E:
• Run Load flow and Dynamic data
• Build Buses and Branches map files
CAPE-TS link:
• Define Δt for dynamic simulations
• Specify fault type, location, simulation time
• Initilize the CAPE TS-link
CAPE
• Update all mapped bus voltages from PSS/E
• Build sequence equivalent networks
• Calculate relay currents
• Evaluate relay operation, build the new grid
topology based on the breaker status
• Pass the new grid topology to PSS/EApply disturbance
CAPE: While time < Total simulation time
Init
iali
zati
on
Tra
nsi
ent
Sta
bil
ity
Cal
cu
lati
on
PSS/E:
• Advance simulation by one Δt
• Run dynamic simulation
• Calculate new voltages at all buses
Mai
n S
imula
tion L
oop
CAPE:
• Plot the output results
Co-simulation of protective relays response and dynamics of power systems
25/39
WECC system (western electricity
coordinating council)
Buses LinesTransfor
mers
Genera
torsLoads
20681 16794 7814 3247 10717
• California- Oregon Intertie (COI) has three500-kV lines which deliver 4800 MW fromnorth to south in this peak load case.
• The inter ties over 100 kV between differentareas of WECC system are shown in the frontfigure.
26/39
1- Stable Swing Condition
Disconnecting two lines of COI
Area #30
PG&E
Area #40
Northwest
30005R. M.
30020Olinda
999762 999765 999702
40687
45035
40684Malin
Substation
Captain JackSubstation
Area #73
WAPA RM)-
Colorado
45262Kfalls
500 kV COI
500 kV Lines
Substaion
Rest of the Grid
WECC system co-simulation
2- Unstable Swing Condition
Disconnecting all the COI lines
27/39
Generator#1 LOE protection
zones (SEL 300G)
Distance relay protection
zones on branch 2-4
(SEL321)
Distance relay
protection zones on
branch 2-3(SEL321)
G
Relay 2
Relay 3
Relay 1
~
Bus 1
Bus 2 Bus 4Bus 3
E1 E2
ΔY
22/400 kV
600 MVA
Flt1
28/39
G
Relay 2
Relay 3
Relay 1
~
Bus 1
Bus 2 Bus 4Bus 3
E1 E2
ΔY
22/400 kV
600 MVA
Flt1
Relay operation in co-simulation
LOE relay
•During the stable swing, impedance
trajectory enters zone 2 of the LOE relay
at 0.65 s, then moves slowly inside the
protection zone, and exits zone 2 at 1.46 s.
•The delay of protection zones are less
than the time interval impedance passes
through the LOE relay zones (tsetting_Z2 <
0.81 s), LOE relay mis-operates.
29/39
G
Bus A Bus BEI ES
XL XSXG
δ 0Breaker
G
LPF
A/D
FCDFT
Positive
SequenceZ=V/I
LOE Relay
VT
CT
)(sin)(
)()(
2
ttX
tkEtP
Te
S =
S
I
E
tEtk
)()( =
SysGT XXX +=
)(sin)(
)(
)()(cos
)(
)()(sin
)(
)( 2
222
tdt
tdX
tX
tkEt
dt
d
tX
tkEt
dt
tdk
tX
E
dt
dP T
TTT
e SSS
−+=
)(tan)(
1)(t
tkdt
tdk
dt
d
−=
Secure LOE relay during power swing
int2
105.1
fTD
Fault
cleared
Time (sec)
1 cycle
dδ/d
t
(1)
(2)
(3)
(4)
(5)
(6)
30/39
Secure distance relay during power swing
==
(1)
(2)
(3)
(4)
(5)
(6)
(7)
31/39
=
−=M
k
nkk zhnx
1
1ˆ
kjkk eAh
=
Skk Tfjk ez
)2( +=
Performance of classical Prony method and
GTLS-Prony method for a signal
Generalized Total Least Squares (GTLS)-Prony method for a signal
I. Kiaei, S. Lotfifard, A. Bose “Secure Loss of Excitation Detection Method for Synchronous Generators
during Power Swing Conditions ” IEEE Transactions on Energy Conversion, vol. 33, no. 4, 201832/39
Special Protection System (SPS)/Remedial Action Scheme (RAS)
1400 MW Chief Joseph dynamic braking resistor
33/39
)1( −= isi
)(1
0qifi
dqi EE
TE
i
−
=
))1(1
(1
−−+−= ii
cimigi
miR
PPT
P
Power system dynamic model
))1()(( −−−−= iDisimis
i KPPPM i
)(1
refii
i
i sss
s PPT
P +−=
=
−−=
n
j
ijjiijqjdi YEI
1
)cos(
=
−−=
n
j
ijjiijqjqi YEI
1
)sin(
di
iitiqi
di
tidiqiei
x
VE
x
VIEQ
−−
==
)cos(2
di
iitiqiqiqiei
x
VEIEP
−==
)sin(
( ) fiadidididiqiqi IxIxxEE =−+=
qidiiitidi IxVV =−= )sin(
didiqiiitiqi IxEVV −=−= )cos(
34/39
tosubject
kukxJ
N
k
kux
=1
,))(),((min
Nkkukxfkx ,...,10))(),(()1( ==−+
Nkkukxg ,...,10))(),(( =
Where
k : time step, x: system dynamic states, u: the available control options.
J: the control objectives, f: the set of equations that govern the system
dynamics, g: The constraints
Model Predictive Control (MPC)
tk tk+TS tk+TC tk+TP
Prediction horizon TP
tk-1 ... ... Time
Magnitude
Future / PredictionPast
uk
up
Control horizon TC
Future Control Signal
Previous Control Signal
Reference Signal
Previous State Trajectory
Predicted State Trajectory
xk
xp
(1)
(2)
35/39
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1
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40
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41
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5668
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22
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6
67
19
66
44
65 64
63
20
55
23
24
7
7
62
33
57
58
22
59
60
31
10
10
38
46
33
32
111130
61
36
17
13
13
43
1212
44
45
34 35
39
51
50
1616
18
42
15
15
49
New-England 68-bus
36/39
Rotor angle of generators without any controller
Rotor angle and speed of generator 11 37/39
Summary
• New protection schemes should be developed to address new
challenges of protecting modern hybrid AC-DC power systems
with high penetration of renewable energy
• Protection schemes should take full advantage of new
technologies in modern power systems
38/39
Thanks!
Saeed Lotfifard
School of Electrical Engineering & Computer Science
Washington State University (WSU)
E-mail: [email protected]
39/39