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Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Integrating and Automating
Local-Area with Wide-Area Data
For Better Root-Cause Analytics
Dr. Greg Zweigle
Schweitzer Engineering Laboratories, Inc.
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
What Is an Event Report
Substation 1
Substation 2
Prefault Data Post-Fault Data
• Currents
• Voltages
• Digitals
Fault DataIED
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
What Is a Synchrophasor
A B
Vref
Va(A)
Va(B)IRIG-B
Magnitude
and Angle
Magnitude
and Angle
IRIG-B
GPS Clock
IED / PMU
GPS Clock
IED / PMU
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Correlation of Time-Stamped Data Types
1
2
1
2
PMU
Event
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Hawaii Electric Light Company (HELCO)
Map data ©2016 Google
50% Renewable Power
Regularly Integrated
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Collection Architecture Implemented at HELCO
Control Center
Substation
Event Report Data
Synchrophasor Data
WAN
Central PDC
Synchrophasor Archive
Event Report Collection
and Archive
Protective
Relays
Switch
PDC
Communications
Processor
Web
Client
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Defense-in-Depth Security Approach
Substation Perimeter
Serial Encryption,
User Access Proxy
Switch
WAN
Zone 0
Zone 1
Zone 2
Zone 3
Protective
Relays
Communications Processor
or PDC
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Challenges With Islanded Systems
PMU Frequency
59.647 Hz
60.014 Hz
60.564 Hz
12:40:00 AM 12:53:20 AM 1:10:00 AM
Copyright © HELCO 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Frequency Deviation
PMU Frequency
59.647 Hz
60.014 Hz
60.564 Hz
12:40:00 AM 12:53:20 AM 1:10:00 AM
IED 1
IED 2
IED 3
Copyright © HELCO 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
59.647 Hz
60.014 Hz
60.564 Hz
12:40:00 AM 12:53:20 AM 1:10:00 AM
IED 1
IED 2
IED 3
Synchrophasors
IED Event Reports
Data Correlation for Added Context
Copyright © HELCO 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
59.647 Hz
60.014 Hz
60.564 Hz
12:40:00 AM 12:53:20 AM 1:10:00 AM
IED 1
IED 2
IED 3
Event Summary Data for Operations
IED Event
Report Summary
Copyright © HELCO 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Event Reports for Detailed Analysis
Copyright © HELCO 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
San Diego Gas and Electric
• 103 PMUs Installed
• Leveraged existing protection relays
• > 99.9% Availability
• < 100ms average latency
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Event Report Integration Architecture
Substation
PDC
Local
Archive
Relay
Data
Center
Operations
PDC SynchroWAVe
Archive
Engineering
Web-client Web-client
Event Report Archive
Collect
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Complete 230kV & 500kV Coverage
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Detected Oscillation - Generator
Voltage Magnitude
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Detected Oscillation
Voltage Magnitude
Frequency
df/dt
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
TL #1TL #2TL #3 TL #4TL #5TL #6…
Synchrophasor Data
Relay Event Reports
Correlate Relay Event Data
Voltage Magnitude
Frequency
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Line Trip
Relay Event Report
Correlate Relay Event Data
Voltage MagnitudeFrequency
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Event Summary for Operations
TL #1 – SEL-311L
Event Summary
TL #1TL #2TL #3 TL #4TL #5TL #6TL #7
Voltage MagnitudeFrequency
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
TL #1 – SEL-311L
Integrated Event Analysis
Relay Oscillography
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Too Much Data for Human Analysis
1 GB Per Hour
25 GB Per Day
8 TB Per Year
100 PMUs
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Solution – Automatically Detect Disturbances
Previous 1 Hour
Fre
quency
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Notify Operations of Disturbances
Alert Threshold
Z-R
atio
Detection Threshold
0
30
50
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Determine Disturbance Type With Oscillation Energy
Oscillation Energy Band BPA Energy Band Key
0.01–0.15 Hz Generator, HVDC, or SVC
0.15–1.0 Hz Local plant controls
1.0–5.0 Hz Inter-area oscillations
5.0–14.0 Hz Local plant controls or AGC
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Example Disturbance Results
22Disturbances
11Unique
91%Local
Disturbance Type
13Line
7Oscillation
1Generator Trip
1Load Trip
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Blue Ridge Electric Cooperative (BREC)
MRO
NPCC
SPP
RFC
SERC
FRCC
South Carolina
Anderson
County
Greenville
County
Spartanburg
County
Pickens
County
Oconee
County
Image source: NERC
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Automatic Collection Adds Insight
31
370
630
Trip Pickup Event Report
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Automatic Collection Simplifies The Analysis Process
Event Report
Database
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Analytics For Distribution Fault
Location
BREC Oakway Feeder
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Faults Per SubstationThree Month Period
150
125
100
75
50
25
0
Faults
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Location Number of Faults
X Circuit 1 52
X Circuit 2 48
X Circuit 3 37
Month Number of Faults
January 78
February 38
March 21
Faults Per Feeder at Substation X
Faults Per Month at Substation X
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
Breakdown of Faults at Substation XJanuary 2016
30
25
20
15
10
5
0
35
Faults
40
45
50
4 5 6 11 12 17 19 22 23 24 26 27January
Copyright © Schweitzer Engineering Laboratories, Inc. 2017
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