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Smart Grid with Large-Scale Integration of Renewable Energy
1
Chen-Ching Liu and Chih-Che Sun
Energy Systems Innovation Center
Washington State University
Pullman, WA, USA
26th Modern Engineering & Technology Seminar, Taiwan, 2016
Challenges for Taiwan Power Grid
2
High penetration of renewable energy
Installation and operation costs
Intermittent resources
Grid controllability and observability
Protection
Smart grid for operation and control of a complex system
Infrastructure
Applications
Nuclear power plants will be phased out by 2025
Renewable Energy
3
Solar power
High installation cost
Construction requires land
Land-based wind farms
Wind and wind power
forecast
Occupies land
Off-shore wind farms
High costs
Source: inhabitat.com
Smart Grid Development in U.S.
4
Transmission Distribution
Synchrophasors
Substation Automation
Renewable Energy Remote Controlled
Switches
Distributed Energy Resources
Advanced Metering
Infrastructure
Source: General Electric and CG global
Investment of Smart Grid in U.S.
5
► Smart grid demonstration
projects (SGDPs).
* Investments include federal and
industry cost-share.
* Updated on March 13, 2015.
◄ Smart grid investment grants
(SGIGs) asset investment.
* Investments include federal and
industry cost-share.
Source: smartgrid.gov
AMI Assets Customer
Systems
Assets
DER Assets Distribution
Assets
Transmission
Assets
$0
$40
$80
$120
$160
$200
$ M
illio
ns
Reported to date
$0
$1200
$2400
$3600
$4800
$6000
$ M
illio
ns
Distribution Assets Transmission Assets AMI and Customer
System Assets
Reported to date Estimated at completion
Future Development of Taiwan Power Grid
6
Renewable Energy
AMI
Cyber Security
Demand Response
Reliability and Stability
Source: ASI Energy, Powercor and ISO-New
England
7
Off-Shore Wind Farm-HVDC-AC Grid
AC
DC
DC
AC
Offshore wind
farms
AC mainland grid
Offshore wind
power
Wind Farm
side VSCGrid Side
VSC(GSVSC)
DC Cable Point of
Common
Coupling
(PCC)
Generation capacity of off-shore wind farms is large
Impact on system security of the integrated power grid
Smart Grid Application: Demand Response
8
Time of Use (TOU) Critical Peak Pricing (CPP)
• Customers pay higher
prices at designated times
(peak time).
• Price and peak time
schedule are fixed and
predefined until the end of
a tariff cycle.
• Customers pay higher
prices in designated times
(peak time).
• Price and peak time
schedule are designated by
power companies. Peak
time duration and price are
based on energy
consumption.
9
Demand Response (CPP)
California Statewide Pricing Pilot (SPP), 2003/2004
Two groups of participants:
• Track A: Customers with average summer energy use
exceeding 600 kWh per month.
• Track C: Customers had smart thermostats and central
air conditioning.
Tested programs:
• TOU
• CPP-F: Customers had a fixed critical peak period and
day-ahead notification.
• CPP-V: Customers had a variable peak period on
critical days and day-of notification.
10
Smart Grid Application: CPP Results from SPP
Tests Day Type Avg. Price (₵/kWh)
Impact P OP D
Track A
CPP-F
Critical weekday 59 9 23 -13.1% average summer
Normal weekday 22 9 12 -4.7% average summer
Track A
CPP-V
Critical weekday 65 10 23 -15.8% average summer
Normal weekday 24 10 14 -6.7% average summer
Track C
CPP-V
Critical weekday 65 10 23 -27.2% average summer
Normal weekday 24 10 14 -4.5% average summer
Track A
TOU All weekdays 22 10 13
-5.9% inner summer
-4.2% outer summer
Critical weekday: Highest prices are in effect.
Normal weekday: Lower prices are in effect.
Inner summer: July to September.
Outer summer: May, June and October.
Source: Charles River Associates. Impact Evaluation of the California Statewide Pricing Pilot Final Report, 2015.
P: Peak period price.
OP: Off-peak period price.
D: Daily price.
Transactive Energy: Auctions
I can reduce 0.5 MWh
usage for $90/MWh
I can increase 0.5 MWh
discharging for $120/MWh I will buy from you 0.5 MWh
reduction.
PV node on WSU campus has to
generate 1 MWh less electricity than is
scheduled in the next 5 minutes
I can reduce 0.5
MWh usage for
$100/MWh
I can reduce 0.5
MWh usage for
$110/MWh
I will buy from
you 0.5 MWh
reduction.
Advanced Metering Infrastructure (AMI)
12
Neighborhood Area Network Data Concentrating Unit Neighborhood Area Network
ANSI C12.12/ WiMAX/ Zigbee
Wide Area Network
Distribution Operating Center
Router/
Firewall
ServerMDMS
User Interface
SCADA network
IEC 60870-5
DNP 3.0
DMS
DMS: Distribution
Management System
MDMS: Meter Data
Management System
AMI Applications
13
Demand Response
Smart Home Technology
Outage Management System
Real Time Monitoring and Control
Source: greenbiz.com, Electric Online and
App Solutions’
AMI Application: Outage Management System
14
Comparison of System Average Interruption Duration Index (SAIDI)
Utility / Country Year SAIDI
Taiwan Power Company
/ Taiwan
2014 17.5
2013 18.1
Korea Electric Power
Corporation
/ Korea
2014 10.9
2013 11.5
Kansai Electric Power
/ Japan
2014 4
2013 5
Outage Management Incorporating Smart Meters
One-line diagram of a distribution system:
Evidence: • Overcurrent flags from FI1, R2, R1;
• Outage reports from smart meters downstream of Fuse3.
OMS: • Determine the actuated protective device
• Determine the faulted line section
BrkAuto. R1
F1
F3
F4
Auto. R2
F2
L2L1
L3
L4
SM1
SM2
SM3
SM4
SM5
SM6
SM7
SM8
SM9
SM10
SM11 SM12
SM13 SM14
Feeder
F: fuse
SM: smart meter
L: lateral
FI1
Multiple-Hypothesis Incorporating Smart Meters
Generate
Hypotheses
Evidence
Credibility of
Hypotheses Optimization
Model
Most Credible Outage Scenario(s)
17
Cyber Attack in Ukraine’s Power System
Location of Power Outage
• Attack on Ukraine’s power grid
December 23, 2015.
Malware installation.
Falsify SCADA data injection.
Flood attack on telephone system.
Trip circuit breakers in multiple
substations.
• Results
Over 225,000 customers
experienced power outage.
Source: Google map
• Low power consumption
• Low computational
efficiency
• High sampling rate
• On board battery
• Bidirectional
communication via
wireless or PLC
Voltage
Sensor
Current
Sensor
MemoryStorage
Module
Communication
Module
Micro
Controller
Unit
(MCU)
Single Phase Power Line
Smart Meter
23
Cyber Vulnerabilities of Smart Meters
False data injection
Energy theft
Fraud meter data/status report
Fraud control command injection
Jamming
Losing connection with smart meters
Eavesdrop
Attackers are able to locate an empty house by
analyzing power consumption data.
24
Cyber Security R&D on AMI
Availability
Confidentiality Integrity
Specification-based
Intrusion Detection System
Malicious meter
inspection
Secure wireless
communication
Physical layer-
assisted message
authentication Privacy preserving
metering scheme Nonintrusive load-
shed verification
Distributed IDS
Catastrophic Impact by Natural Disasters
25 Source: 大紀元新聞及宜蘭新聞網
• Typhoon MEGI (Sept. 25 to 28,
2016): Number of customers
experiencing power outage:
over 3.81 million.
• Typhoon MERANTI (Sept. 12
to 15, 2016): Number of
customers experiencing power
outage: over 1.08 million.
Power Outage on Critical Loads
26
• Hsinchu Science Park substation fire accident on
Aug 29, 2012.
Source: 中天新聞
Resilience in Distribution Systems
• Resilience: “..ability to prepare for and adapt to changing conditions
and withstand and recover rapidly from disruptions..”*
• For distribution systems, resilience means the ability to withstand
major disturbances. Fast recovery is essential for a resilient system
27
* Office of the Press Secretary of the White House, Presidential Policy Directive 21 – Critical Infrastructure Security and Resilience
[Online]. Available: http://www.whitehouse.gov/the-press-office/2013/02/12/presidential-policy-directive-critical-infrastructure-
security-and-resil
* Source: Nicholas C. Abi-Samra, “One Year
Later: Superstorm Sandy Underscores Need for a
Resilient Grid”, IEEE Spectrum,
http://spectrum.ieee.org/energy/the-smarter-
grid/one-year-later-superstorm-sandy-
underscores-need-for-a-resilient-grid
Microgrids Enhance Restoration Capability
•Generation resources and control capabilities of
microgrids enhance fast recovery of distribution systems
•When a blackout occurs,
microgrids can be controlled
to provide an efficient restoration
strategy to restore critical
loads in the distribution
system and hence improve
the resilience.
28
Restoration schemes
considering DERs and
Microgrids
Microgrid
Field Test on WSU Microgrid-Avista System
14
13
11
10
9
SPU121
SPU122
SPU123
SPU124
SPU125
49
48
52
51
50
34/162 37/163
29
35
41/156
30
32/32
39/165
21 2322 24 27
43 15 16
171840/158
38/166
31
36/167 42/161
20/20 19/19
46 45 33 44 47 28 25 26
WSU Microgrid
Hospital
City Hall,
Courthouse &
Police Station
G3
G1
G2
Natural
Gas
Natural
Gas
Diesel
71
91 55
Restoration Scheme for Critical Loads
SPU124SPU122
G3 G2 G11375 kVA
0.8 PF
4.16 kV
/
13.8 kV
4.16 kV
/
13.8 kV
1375 kVA
0.8 PF
2187.5 kVA
0.8 PF
T-B T-A
Diesel Natural Gas Natural Gas
Steam Plant
780 kVA
Feeder 13
550 kVA
IT
705 kVA
SPU121 SPU123 SPU123
City Hall
146.16 kVA
Hospital
382.74 kVA• WSU critical loads are restored
in steps 1-3
• City Hall is restored in step 5
• Hospital is restored in step 7
Simulation Results
•Unbalanced three-phase power flow calculations
•Dynamic simulations
Peak load
Load factor
Governor/Exciter parameters
Interfacing with DMS in Testbed
33
TCP/IP
e-terradistributionTM
GE Grid Solutions
Interface Module
DMS
Interface
CSV
Files
System Topologyand DPF Results
Research Applications
(e.g., Spanning Tree)
DMS
Smart City Testbed ... ...
... ...
Data Acquisition and Restoration Actions
e-terra
browser
Restoration Actions
34
IDs of devices in DMS:
• TUR117_395-2425532_68
• TUR117_395-2425534_69
• TUR117_395-2425536_70
Recommendations
36
• To set a clear target for the renewable energy portfolio in
Taiwan over the next decade: The target level should stay within the
level of penetration that allows the power grid to maintain high reliability
and stability.
• To deploy Advanced Metering Infrastructure to cover a large
number electricity consumers: AMI enables smart grid applications
including demand response, outage management, and distributed energy
resources.
• To develop and deploy demand response programs for
industrial, commercial, and residential customers in the
Taiwan power system: The goal of demand response is to reduce the
peak load. Time-of-Use (TOU) has been applied to industrial and commercial
customers while Critical Peak Pricing (CPP) has been implemented for
residential customers.
37
Recommendations (Cont’)
• To develop cyber security mechanisms for AMI as well
as substation automation facilities: In a smart grid, the system
data/information is transmitted through electronic devices by digital
communications. Cyber security and privacy of customers is essential.
• To develop microgrids for industrial areas and critical
services in order to enhance the resilience of electricity
infrastructure: Catastrophic natural disasters (e.g., typhoons and
earthquakes) have significantly impacted transmission and distribution
facilities in Taiwan.