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Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved. 1
Cyber-Resilient Control of Inverter Based
Microgrids
IEEE Global Signal & Information Processing
Conference
Martine Chlela
McGill University Electric Energy Systems Laboratory
http://www.power.ece.mcgill.ca/
7-9 December 2016
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Outline
Background
Microgrid Power Electronic Interfaced DERs Types & Control
Microgrid Control Architecture
Cyber Security for Microgrids
Proposed Cyber Resilient Control Strategy
Microgrid Benchmark System & Simulation Results
Conclusion
2
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Background – Renewable Energy Penetration
3
Source: Government of Canada
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Background – Power Electronic Interfaces
Power electronic inverters are used to interface the extensively deployed
renewable DERs in microgrids
Decouple the rotating masses from the grid i.e. type 4 wind turbine
Interface systems with no inertia i.e. photovoltaics and energy storage
Provide poor V&f response in the event of disturbances due to the
lack of inertia
Control of PEI DERs is a major concern, specially in 100% inverter-
interfaced islanded microgrids
4
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Microgrid PEI DERs Types & Control– Renewable DER Current-Controlled VSI
Grid-tie inverters with DC-links fed from DC-DC converters with power
control loops following MPPT curves. No active regulation of V&f
The VSI outer loop generates an inverter current reference to maintain a
DC-link voltage
5
PMPPTSolar irradiance (kW/m2)
MPPT curve
PMPPTWind speed (m/s)
MPPT curve
mabc
Vdc-ref
Vdc-link
ΔV
Imin
PI
Imax
idref
iqrefup
u
lo
y
Iq ref limit
idmeas
iqmeas
ωLRL
RRL
RRL
ωLRL
vdmeas
vqmeas
md
mq
dqabc
θPLL PI
PI
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Microgrid PEI DERs Types & Control– Isochronous ESS Voltage-Controlled VSI
The ESS is operated as the isochronous resource to set & regulate the
islanded microgrids voltage and frequency
The VSI outer loop regulates the grid voltage to its reference value. The
inner loop controls the inverter current. The grid-side frequency is
readily imposed by a virtual PLL
6
mabc
Vd ref = 1
Vd meas
Id min
PI
Id max
idref
idmeas
iqmeas
dqabc
θPLL virtual
Vq ref = 0
Vq meas
Iq min
PI
Iq max
iqref
0
PI
1
mdref
0
PI
1
mqref
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Microgrid Control Architecture – Reliance on Communications
7
Main Grid
Point of Common
Coupling
Solar Energy Storage Controllable Loads
Microgrid Controller
Communication Network
Wind
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Cyber Security for Microgrids – Types of Cyber-Attacks
Block, delay or corrupt communications to make the network resources unavailable
Eavesdrop on communication network to acquire confidential information
Malicious modification or corruption of measurements and commands exchanged in the grid
8
Integrity
Confidentiality
Availability
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Cyber Security for Microgrids – Data Integrity Cyber-Attack & Performance Metrics
The cyber-attack tampers with the protection and control commands
sent to the DERs circuit breakers to modify their status causing their
sudden disconnection
A DER disconnection requires a surge in power from the
isochronous generator - more current to be supplied by the PEI
In 100% inverter-interfaced microgrids, active power is proportional
to voltage
Large active power imbalances cause severe voltage excursions at the
grid side that could not be remediated by local controllers
Cyber-resilient & intelligent control algorithms need to be employed
to mitigate the attack
9
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Proposed Cyber-Resilient Control Strategy – Supplementary Control Loop for the Voltage-Controlled VSI
In analogy with the virtual inertia concept applied to regulate frequency
excursions, a virtual inertial controller is added to the PEI DERs primary
control loops to provide transient voltage support
The inner current regulation control loop of the ESS VSI modified
∆V 𝐼𝑑 𝑖𝑛𝑒𝑟𝑡𝑖𝑎 𝑟𝑒𝑓 𝐼𝑑 𝑟𝑒𝑓 - The resulting contribution is limited by
the maximum inverter current
10
ΔV
Inertial control
Kinertia Id inertia ref
Local supplementary controller
Vd ref
Vd meas
Id min
PI
Id max
idref
idmeas
0
PI
1
mdref
𝑇𝑤𝑠
𝑇𝑤𝑠 + 1
Vd meas
Vd ref = 1
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Proposed Cyber-Resilient Control Strategy – Supplementary Control Loop for the Current-Controlled VSI
The MPPT controller of the WTG is also modified to incorporate virtual
inertia
The virtual inertia active power contribution is added to MPPT reference
to set the WTG power reference. The supplementary control
contribution is limited by the WTG dynamics
11
Pref
Vref
Vmeas
ΔV
Inertial control
Kinertia𝑇𝑤𝑠
𝑇𝑤𝑠 + 1
Pinertia
Local supplementary controller
PMPPT
MPPT curve
ωrotor
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Proposed Cyber-Resilient Control Strategy – Conventional Load Shedding Scheme
In the event of large active power disturbances causing the grid-forming
ESS and WTG to saturate, virtual inertial control would not be sufficient
to provide complete compensation and voltage regulation
Traditional UVLS employed to shed % of loads in proportion to voltage
excursions – in analogy to UFLS of the NERC standard.
12
Voltage
Threshold (p.u.) Total time (s)
Load shed at
stage (%)
Cumulative load
shed (%)
0.9750 10.0 3 31
0.9816 0.30 7 28
0.9850 0.30 7 21
0.9883 0.30 7 14
0.9916 0.30 7 7
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Proposed Cyber-Resilient Control Strategy – Adaptive Load Shedding Scheme
The adaptive load shedding
scheme developed activate if
1) ∆𝑉𝑝𝑐𝑐 ≤ ∆𝑉𝑡ℎ
2) the current reference of the
isochronous DER VSI reaches
its maximum rated value
Load is shed only when voltage
excursions are due to the
inability of the isochronous
DER to generate more power
and provide balance
13
Start𝑡𝑘 = 𝑡0
𝑉 𝑡𝑘 − 𝑉𝑟𝑒𝑓 ≥ ∆𝑉𝑡
𝑖𝑑𝐸𝑆𝑆 𝑡𝑘 = 𝐼𝑔𝑟𝑖𝑑 𝑐𝑜𝑛𝑣𝑒𝑟𝑡𝑒𝑟
𝑚𝑎𝑥
𝑘 = 𝑘 + 1;
𝑡𝑘 = 𝑡𝑘−1 + ∆𝑡 NO
YES
YES
NO
𝑃𝐿𝑜𝑎𝑑𝑆𝑒𝑑
𝑡𝑘 = (𝑖𝐸𝑆𝑆 𝑡𝑘 + 𝑖𝑊𝑇𝐺 𝑡𝑘 + 𝑖𝑃𝑉 𝑡𝑘 ) × ∆𝑉(𝑡𝑘))
Measure 𝑉 𝑡𝑘 at PCC, isochronous generator
converter current 𝑖𝑑𝐸𝑆𝑆 (𝑡𝑘) and grid side
currents of DERs 𝑖𝑊𝑇𝐺(𝑡𝑘), 𝑖𝑃𝑉(𝑡𝑘) and 𝑖𝐸𝑆𝑆(𝑡𝑘)
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Microgrid Benchmark System
25kV distribution system adapted from a utility feeder and reconfigured
as a microgrid
Microgrid PEI DERs & control employed:
150 kW WTG
50 kW PV source
125 kW/125kWh ESS – operated as the grid forming DER regulating
& forming the voltage and frequency of the islanded microgrid
Cyber-attack considered: Attacker with valid user credential gains access
to the operator workstation and tampers with the command sent to the
PV unit circuit breaker causing a sudden disconnection of the renewable
source at 20 seconds
14
interfaced through a current controlled grid-tie
inverter, following the corresponding MPPT curves
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Impact assessment – Data integrity cyber-attack on Inverter-interfaced microgrids
15
Available active power Shortage of active power
20 30 40 50 60-50
0
50
100
150
200
Time (s)
Active
Po
we
r (k
W)
Load
ESS
WTG
PVPV disconnection
20 30 40 50 600
50
100
150
200
250
Time (s)
Active
Po
we
r (k
W)
Load
ESS
WTG
PV
PV disconnection
20 30 40 50 600.8
0.85
0.9
0.95
1
1.05
Time (s)
Vo
lta
ge
(p
.u.)
20 30 40 50 600.9
0.92
0.94
0.96
0.98
1
Time (s)
Vo
lta
ge
(p
.u.)
(a)
(b)
(c)
(d)
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Case Study 1 – Available Active Power Mitigation Performance & Validation
16
20 30 40 50 60-50
0
50
100
150
200
Time (s)
Active
Po
we
r (k
W)
Load
ESS
WTG
PV
18 19 20 21 22 23 24 250.9
0.92
0.94
0.96
0.98
1
Time (s)
Vo
lta
ge
(p
.u.)
No Control
Traditional UVLS + VI
Adaptive UVLS + VI
18 19 20 21 22 23 24 250
0.05
0.1
Time (s)
Active
Po
we
r (p
.u.)
ESS contribution
WTG contribution
10 20 30 40 50 60
0
10
20
30
Time (s)
Lo
ad
Sh
ed
(kW
)
Traditional UVLS
Adaptive UVLS
(a)
(c)
(b)
(d)
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Case Study 2 – Shortage of Active Power Mitigation Performance & Validation
17
20 30 40 50 600
50
100
150
200
250
Time (s)
Active
Po
we
r (k
W)
Load
ESS
WTG
PV
10 20 30 40 50 60
0
20
40
60
Time (s)
Lo
ad
Sh
ed
(kW
)
Traditional UVLS
Adaptive UVLS
20 25 30 35 40 45 500.8
0.9
1
1.1
1.2
1.3
Time (s)
Vo
lta
ge
(p
.u.)
No control
VI
Traditional UVLS + VI
Conventional UVLS + VI
20 25 30 35 40 45 500
0.05
0.1
0.15
0.2
Time (s)
Active
Po
we
r (p
.u.)
ESS contribution
WTG contribution
(a)
(c)
(b)
(d)
Adaptive UVLS +VI
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Results Summary
Virtual inertia provides sufficient compensation
Unnecessary load shedding due to traditional UVLS
18
Voltage nadir (p.u.) Load shed (kW)
Case 1
No control 0.9139 --
Virtual Inertia 0.9757 --
Traditional UVLS + VI 0.9757 31
Adaptive UVLS + VI 0.9757 0
Case 2
No control 0.8653 --
Virtual Inertia 0.8682 --
Traditional UVLS + VI 0.9655 67.2
Adaptive UVLS + VI 0.9666 17.13
Virtual inertia does not provide sufficient compensation as the DER
capacity limits are reached
Unnecessary load shedding due to traditional UVLS
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Conclusion
Impact assessment of data integrity cyber-attacks on the power
management strategies of 100% inverter-interfaced islanded microgrids
Two-layer cyber-resilient control consisting of supplementary local
control loops and load management schemes to enhance resilience to
attacks
Virtual inertial control added to the WTG and the ESS primary
controllers provides transient voltage regulation by smoothing the
ramps streaming from the cyber-attack
Adaptive load management strategy to overcome the DERs rated
capacity limits ensures post-attack active power balance
19
Cyber-Resilient Control of Inverter Based Microgrids Martine Chlela | © 2016 McGill University. All rights reserved.
Q&A
20
Thank you!!
Martine Chlela
Electric Energy Systems
Laboratory
http://www.power.ece.mcgill.ca/
McGill University