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Making Do with That PMU Processing Techniques and Purposes Presented Feb 15 2018 by Dr Barry Rawn to NASPI DisTT 1

Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

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Page 1: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Making Do with That PMUProcessing Techniques and PurposesPresented Feb 15 2018 by Dr Barry Rawn to NASPI DisTT

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Page 2: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Making Do with That PMUProcessing Techniques and Purposes

How to process for discerning between:• Grid

• Transmission event• Distribution event

• Genset• Garbage

..in order to understand• Behaviour of power sector actors• Performance of operators and

equipment

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Page 3: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Making Do with That PMUAcknowledgements

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Page 4: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Features:•Continually broadcasts at 1-10 FPS (frames per second) for archiving in database•Also locally stores data at highest resolution•can be remotely commanded to send detailed(50 FPS) event records or automatically does soon desired triggers•Also waveforms, harmonics

The STudio Elektronike Rijeka (STER) PMU:Portable and Accessible Through Mobile Network

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Page 5: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board Recordings

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Page 6: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board Recordings

June 2017,Victoria Island,Lagos, ~3 hours

non healthy phase perks up

Voltage dips

Average high frequency; next 3 hours is around 50 Hz

Comparing with phase A: imbalance

Phase A Phase B

Phase CFrequency

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Page 7: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board Recordings

Not missing data, but load shedding

(note unit battery draining, charging, in lower trace)

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Page 8: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board Recordings

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Communication Delay: Real Time Readout

Page 9: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board Recordings

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Communication Delay: All Frames

Page 10: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

• 2.5 s lag common• Remaining information

within a minute• Can be hour long delay

for some frames

Distribution Board Recordings

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Page 11: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System

Benin

substationGENERATOR

330 kV

132 kV

350 km

Jos

OMOTOSO

Kano

Gombe

Bauchi

2

2

3

2

2

2

4

2# circuits

if >1

KAINJI

JEBBA

2

Osogbo

IkejaWest

Ikot Ekpene

2

Jebba

EGBIN

22

2

DELTA

IHOVBOR

SHIRORO

2

Peak load about 4.8 GW:• Banks, hotels, small industry

left grid due to intermittency, power quality

~180 million people:• 50% no access;• 30% DG• 20% on-grid~1GW per million people in industrialised country, but..

12 % Hydro, rest is gas power plants in South

Characteristics:

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Page 12: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System

Benin

substationGENERATOR

330 kV

132 kV

350 km

Jos

OMOTOSO

Kano

Gombe

Bauchi

2

2

3

2

2

2

4

2# circuits

if >1

KAINJI

JEBBA

2

Osogbo

IkejaWest

Ikot Ekpene

2

Jebba

EGBIN

22

2

DELTA

IHOVBOR

SHIRORO

2

Characteristics:

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Frequent System Collapses:• Underinvestment• Vulnerable network• Equipment maloperation• Limited situational

awareness• Monthly restoration from

complete blackout

Page 13: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:

System Collapse: June 27th, 2017

Benin

substationGENERATOR

330 kV

132 kV

350 km

Jos

OMOTOSO

Kano

Gombe

Bauchi

2

2

3

2

2

2

4

2# circuits

if >1

KAINJI

JEBBA

2

Osogbo

IkejaWest

Ikot Ekpene

2

Jebba

EGBIN

22

DELTA

IHOVBOR

SHIRORO

initiatingfault2

3

2

1

1

equipmentout of service

1

13

Loss of Omotoso:Not survivable event forfull operation, too fast foroperator reaction.

Page 14: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:Successful Defences: Generator droop, Operator

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Page 15: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:Failed defence: Under-Frequency Load Shedding (UFLS)

5 sec to react..

But didn’t:

disabled.

Grey box:Designed

ActivationZone of

UFLS

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Page 16: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Distribution Board: “Goldilocks” location?Proximity at transmission to bus:

Needs filtering

Ashton, Taylor, et al: 2014

• Some natural filtering of frequency, as bus is deep among local motor loads?• Witnessed whole event..

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Page 17: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Making do with: being load shed

Distribution Board: “Goldilocks” location?

• Some natural filtering of frequency, as bus is deep among local motor loads?• Witnessed whole event..• ….. but missed many others

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Page 18: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

System Collapse: June 27th, 2017

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Credibletransmission system behaviour

Making do with: local behaviour

Page 19: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Making do with: local behaviour

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..measure of localbehaviour , or spuriousartefact?

Page 20: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

-example of common midday transient: separation?-grid connected, then 1-2 minutes of odd local behaviour, then diesel genset for remainder of day.

Making do with: local behaviour

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Page 21: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Sample Transient: 1.5 minutes

Is this -a local motor load, -some DG, -a generator not tripped out on underfrequency?-garbage?

Making do with: local behaviour

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Page 22: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Question: Backup-Gen or Separation?

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Page 23: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Question: Backup-Gen or Separation?

-Two measurements: FDR Abuja (residential), and 400 km away in Bauchi (substation); appears to be 12 s timestamp shift-Clearly not synchronous: looks like 50Hz startup, followed by loading

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Page 24: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Sample Transient: Three Days

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Page 25: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Interpretation

• Concepts• Local loads: mostly affect voltage, suspiciously fast

frequency changes• Line switching, trips: mostly appear in voltage, but if

significant, also frequency• Generation/load trips: mostly affect frequency• System in trouble: increasing correlation between

voltage and frequency• Crude metrics• Step detection using numerical derivative• Standard deviation• Covariance

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Page 26: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:Example: independence of frequency, voltage; local trends

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Page 27: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:Examples: significant system event involves co-varying

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Page 28: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:

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Page 29: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Nigerian High Voltage System:Monitoring and confirming events

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Page 30: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

NigerianHigh Voltage System:

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Monitoring andconfirmingevents

Page 31: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

NigerianHigh Voltage System:

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Habitual&recurringevents

Page 32: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

NigerianHigh Voltage System:

Forensics,Precursors

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Page 33: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

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Page 34: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Speculation and Applications

Page 35: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Speculation and Applications• Analysis methods

• Cross-spectral density between voltage and frequency• Automatic event detection• Removal of habitual events; phase issues make strict hourly

binning ineffective

• “Killer Apps”

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Page 36: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

TochiNwachukwuSA to President on Power Privatisation

Killer App #1: Online Compliance Monitoring

Maintain incentives and penalties forautomatic control

Confirm unit availability , contributions to droop, inertialresponse

GhahremaniKamwa, 2015

Synchrophasor Analytics:for Auditing

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Page 37: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Odukpani Generating Station ProjectPhase 1: Direct Generator Monitoring, STER PMU

Verifyparameter estimationalgorithms forsimplest case;Validate part of dynamic model

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Page 38: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Odukpani Generating Station ProjectPhase 2: Whole Facility Monitoring, OpenPMU

Safe enclosure with battery back up being designed by Nelson Carsane, Level 3 Student

Confirm monitoring canmonitor unit status fromTCN property

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Page 39: Processing Techniques and Purposes · 2/15/2018  · Kano Gombe Bauchi 2 2 3 2 2 2 4 2 # circuits if >1 KAINJI JEBBA 2 Osogbo Ikeja West Ikot Ekpene 2 ... • 20% on-grid ~1GW per

Speculation and Applications• Recommended analysis methods to explore

• Cross-spectral density between voltage and frequency

• Automatic event detection

• Removal of habitual events; phase issues make strict hourly binning ineffective

• “Killer Apps”

• An actual need for PMUs

• Enabling new behaviour in the sector

• Examples include

• Collapse forensics: continuing analysis of blackout events with PhD student, and transmission company staff

• Compliance monitoring: detection of number of generators running, implied reserve levels, and governor response.

• Not just making do: Investigations of DisCo Power Quality, Interventions39