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1 Document Name PREPARED BY: Your Name, Your Title DATE: 6 TH MARCH 2015 Solar Analytics - Rooftop PV energy analytics and fault diagnosis Jonathon Dore Head of Data Analytics Solar Analytics

Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Page 1: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

1

Document NamePREPARED BY: Your Name, Your TitleDATE: 6TH MARCH 2015

Solar Analytics - Rooftop PV energy analytics

and fault diagnosis

Jonathon DoreHead of Data AnalyticsSolar Analytics

Page 2: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

2

Outline

• About Solar Analytics• Faults and case studies• Research projects

Page 3: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

3

Outline

• About Solar Analytics• Faults and case studies• Research projects

Page 4: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

4

Our Purpose

To maximise the value customers

receive from their solar energy system

Page 5: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Coal is not good for humanity …

Pollutes atmosphere

Degrades land

Expensive

Doctors report that “coal is a health hazard from start to finish”

Page 6: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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… solar energy is the saviour …

Page 7: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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CheaperSimplerCleaner

... distributed solar is already colonising our homes …

Page 8: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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…but there’s a problem

Page 9: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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19% CAGR but industry has focussed on large scale monitoring

Source: GTM research, 2013

80

60

100

20

40

0

% of sites

Utility Commercial Residential

Monitored

Not monitored

Leading monitoring providers by revenue Global monitoring penetration

Company FocusSkytron Energy UtilityInAccess UtilityMeteoControl Utility/CommercialFirstSolar UtilityGreenPowerSolarLog

UtilityUtility/Commercial

Page 10: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Features Residential Commercial Utility

Production Data

Performance Analysis

Fault Diagnosis

Current residential monitoring products are inadequate

Available with Solar AnalyticsReadily available

Not available

Page 11: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Solar Analytics is already providing the solution

Works with any hardware …. or even none

Page 12: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Providing useful information

How to fix your system

When to install batteries

How to save energy

Page 13: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Providing detailed information

Page 14: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Distributed via solar retailers

Page 15: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Current Status: 506 Monitored Sites

Page 16: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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People• Stefan Jarnason, Co-founder and Managing Director

• Valantis Vais, Co-founder and Board Member

• Dr Renate Egan, Co-founder and Commercial Director

• Dr John Laird, Co-founder and Software Development Manager

• Dr Jonathon Dore, Head of Data Strategy & Analytics

+ 10 (software dev, design, sales, service, ops & analysis)

+ Co-op

Page 17: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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History

Envais Solar (Valantis)

Page 18: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Page 19: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Outline

• About Solar Analytics• Faults and case studies• Research projects

Page 20: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Breakdown of PV system failure

• 26% systems underperforming

• 12.1% annual fault rate

Solar Analytics Data

Page 21: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Breakdown of PV system underperformance

Performance lessons from the real world, SunWiz 2012

• Earth leakage

• Soiling

• DC or AC Isolator

• Wiring or connectors

• Intermittent inverter issue

• Microcracks

• Hot spot

• Potential Induced Degradation

Page 22: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Case Study 1

• 10kW system in Tasmania

• 7.5kW @ 32° NW and 2.5 kW @ 122 ° SW

Intermittent string loss

Page 23: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Case Study 2

0

5

10

15

20

25

30

35

40

Inverter 1 Inverter 2

Ene

rgy

(kW

h)

Daily Energy

Measured Production

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Case Study 2

0

5

10

15

20

25

30

35

40

Inverter 1 Inverter 2

Ene

rgy

(kW

h)

Daily Energy

Expected Producction Measured Production

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Case Study 2

0

1

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65:

00 A

M

6:00

AM

7:00

AM

8:00

AM

9:00

AM

10:0

0 AM

11:0

0 AM

12:0

0 PM

1:00

PM

2:00

PM

3:00

PM

4:00

PM

5:00

PM

6:00

PM

7:00

PM

Pow

er (k

W)

Average Power (1 hour resolution)

Inverter 1Inverter 2

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Case Study 2

0

1

2

3

4

5

65:

00 A

M

6:00

AM

7:00

AM

8:00

AM

9:00

AM

10:0

0 AM

11:0

0 AM

12:0

0 PM

1:00

PM

2:00

PM

3:00

PM

4:00

PM

5:00

PM

6:00

PM

7:00

PM

Pow

er (k

W)

Average Power (5 min resolution)

Inverter 1Inverter 2

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Case Study 2

246

250

254

258

262

266

270

0

1

2

3

4

5

610

:00:

00 A

M

10:1

0:00

AM

10:2

0:00

AM

10:3

0:00

AM

10:4

0:00

AM

10:5

0:00

AM

11:0

0:00

AM

Volta

ge (V

)

Pow

er (k

W)

Power and Voltage (5 sec ressolution)

Power (kW) Voltage (V)

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Case Study 3

0

1000

2000

3000

4000

5000

6000

7000

8000

9000

10000

0 4 8 12 16 20 0 4 8 12 16 20 0 4 8 12 16 20 0 4 8 12 16 20

29 29 29 29

9 10 11 12

2014

Pow

er (W

)

Sum of MeasuredSum of ExpectedSum of Shaded

Page 29: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Case Study 3

0

1000

2000

3000

4000

5000

6000

7000

8000

9000

10000

6 7 8 9 10 11 12 13 14 15 16 17 18

Ene

rgy

(Wh)

Hour

Shaded

Hourly Measured

Page 30: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Case Study 3

0

1000

2000

3000

4000

5000

6000

7000

8000

9000

10000

0 4 8 12 16 20 0 4 8 12 16 20 0 4 8 12 16 20 0 4 8 12 16 20

29 29 29 29

9 10 11 12

2014

Pow

er (W

)

Sum of MeasuredSum of ExpectedSum of Shaded

Page 31: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Case Study 3

Page 32: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility
Page 33: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

33

Outline

• About Solar Analytics• Faults and case studies• Research projects

Page 34: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Research Projects

• Load disaggregation (Lachlan McDermid, UNSW)

Page 35: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Research Projects

• PV generation forecasting (Johnathan Lee & Rachel Oh, UNSW)

Page 36: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Research Projects

• PV generation forecasting (Bibek Joshi, UNSW)• Household consumption forecasting

(Baran Yildiz, UNSW)

Page 37: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Proposed Project

• Hardware development• Home energy management• Battery monitoring and optimisation

Page 38: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Future Projects

• ARC Linkage?• Solar Hot Water?• Machine Learning?• Grid Management?

Page 39: Document Name Solar Analytics - Rooftop PV energy analytics€¦ · Doctors report that “coal is a health hazard from start to finish” 6 ... Skytron Energy Utility InAccess Utility

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Our Purpose

To maximise the value customers

receive from their solar energy system