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White goods appliances: electricity loads
and residential curtailment contracts
DATE
17th May 2019
VENUE
ESRI
AUTHOR
John Curtis,
William Brazil
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie2
Acknowledgements
This project is part of the CREDENCE Project (Collaborative Research of
Decentralisation, Electrification, Communications and Economics), a US-Ireland
Research and Development Partnership Program (centre to centre), funded by
the Department for the Economy Northern Ireland (USI 110), Science Foundation
Ireland (16/US-C2C/3290) and The National Science Foundation (0812121) under
grant number.
ESRI’s Energy Policy Research Centre
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie3
Overview
Part 1: Appliance Use Patterns
• ‘White goods’ appliances, who uses them, when, and how often
Part 2: Appliance Curtailment Contracts
• Investigating potential for appliance curtailment contracts to
shift peak electricity load
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie4
Methodology
Based on domestic appliance usage survey - Summer 2018
• Survey: N=972
• Large domestic appliance use information
• Stated preference survey on curtailment scenarios
• Data analysis: N=810
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie5
Sample Composition
Total Percent National*
18-24 years 82 10.12% 10.99%
25-34 years 137 16.91% 18.47%
35-44 years 171 21.11% 20.91%
45-54 years 152 18.77% 17.53%
55-64 years 133 16.42% 14.25%
65+ years 135 16.67% 17.85%
Male 364 44.94% 48.88%
Female 446 55.06% 51.12%
Rural 295 36.42% 39.91%
Urban 515 63.58% 60.09%
One or Two Members 417 51.48% 52.07%
Three Members 153 18.89% 17.48%
Four Members 153 18.89% 16.94%
Five Plus Members 87 10.74% 13.51%
Secondary 209 25.83% 48.65%
Tertiary 285 35.23% 29.13%
Honours Degree/Post Graduate 315 38.94% 22.23%
Full Time Employed 487 60.12% 53.43%
Other 323 39.88% 46.57%
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie6
Appliance Uses per Week
Specific attention paid to large
domestic washing and drying
appliances with discrete user
initiated cycles
• Oven
• Dishwasher
• Washing Machine
• Tumble Dryer
Presence of deferrable peak period
load identified
0
10
20
30
40
50
Don't Own Less Than 1 1 or 2 3 to 5 6 to 8 More than 8
Frequency of Appliance Use
Dishwasher Use Washing Machine Use Tumble Dryer Use
0.00
0.20
0.40
0.60
0.80
1.00
1.20
1.40
1.60
ME A N MORING
US E
ME A N
A F T E RNOON US E
ME A N E VE NING
US E
ME A N NIGH T US E
Dishwasher Washing Machine Tumble Dryer
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie7
Appliance Use Conclusions
Household characteristics determine both:
• The likelihood of using an appliance during the peak period
• The frequency of such use
Significant associated factors include:
• Income, Age, region (urban/rural), household size
• Engagement in full time employment
• Number of appliances owned
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie8
Evening Appliance Use
Key determinant of appliance use:
Household size
Evening
appliance uses Incidence ratios
one (ref) - -
two +0.8 1.4
three +1.6 2.1
four +2.3 2.5
five plus +3.2 3.0
Households with zero evening appliance use:
• Households with 1-2 people at home in day twice as likely to
have zero evening appliance uses (relative to 0 home-in-day)
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie9
Appliance curtailment contracts
Discrete choice experiment:
Attributes examined:
• Appliance types
• Frequency of curtailments
• Advance notice (12hr)
• ‘Opt Outs’ (1 per month)
• Bill discount – a.k.a. fee
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie10
Attribute Levels
Appliance Maximum
Frequency
Opt-Out Advance Notice Utility
Discount
Dishwasher 3 per month Yes Yes €10
Washing
machine
6 per month No No €20
Electric Oven 9 per month €30
Dryer
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie11
Choice Modelling Results
• Majority positively disposed to curtailment contracts
• User side agency important, i.e. opt-outs & advance notice
• Curtailment contracts potentially viable option
• Customer preferences highly heterogeneous
• Classified customer preferences into 5 groups/classes
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie12
5 Latent Classes
1. “Cautious Culinarians” – 31%
• Most resistant to oven curtailments
2. “Conservative Curtailers” – 25%
• Highest valuation of status quo
3. “Ambivalent Accountants” – 19%
• Only class no monetary compensation
4. “Compensated Controllers” – 18%
• Highest utility for monetary compensation & opt outs & advance notice
5. “Frequently Fearful” – 7%
• Highest disutility associated higher frequency curtailments
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie13
WTA Estimates
Class 1 Class 2 Class 3 Class 4 Class 5
Oven €38.09* €15.16* €6.98 €2.73 €22.54*
Dryer €-11.79* €-4.88 €88.16 €-3.52* €19.6*
Dishwasher €-4.65* €7.95* €60.45 €-1.76 €-11.27
Frequency €1.04* €1.23* €-2.23 €0.75* €2.84*
Opt Out €-1 €-4.57* €-17.62 €-2.04* €-2.90
Advance Notice €-0.33 €-6.98* €-35.63 €-2.81* €-3.15
ASC
Class share:
€12.35*
31%
€-29.89*
25%
€93.07
19%
€8.19
18%
€1.76
7%
www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie14
Overall Conclusions
• Excl. ovens considerable evening peak load in domestic washing
& drying
• Specific household attributes associated with these load, i.e.
systematic
• Curtailment contracts potential role in demand flexibility
• Considerable heterogeneity present w.r.t contract attributes
• Need to consider user-side control features when designing such
contracts

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White goods appliances: electricity loads and residential curtailment contracts

  • 1. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications @ESRIDublin #ESRIevents #ESRIpublications www.esri.ie White goods appliances: electricity loads and residential curtailment contracts DATE 17th May 2019 VENUE ESRI AUTHOR John Curtis, William Brazil
  • 2. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie2 Acknowledgements This project is part of the CREDENCE Project (Collaborative Research of Decentralisation, Electrification, Communications and Economics), a US-Ireland Research and Development Partnership Program (centre to centre), funded by the Department for the Economy Northern Ireland (USI 110), Science Foundation Ireland (16/US-C2C/3290) and The National Science Foundation (0812121) under grant number. ESRI’s Energy Policy Research Centre
  • 3. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie3 Overview Part 1: Appliance Use Patterns • ‘White goods’ appliances, who uses them, when, and how often Part 2: Appliance Curtailment Contracts • Investigating potential for appliance curtailment contracts to shift peak electricity load
  • 4. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie4 Methodology Based on domestic appliance usage survey - Summer 2018 • Survey: N=972 • Large domestic appliance use information • Stated preference survey on curtailment scenarios • Data analysis: N=810
  • 5. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie5 Sample Composition Total Percent National* 18-24 years 82 10.12% 10.99% 25-34 years 137 16.91% 18.47% 35-44 years 171 21.11% 20.91% 45-54 years 152 18.77% 17.53% 55-64 years 133 16.42% 14.25% 65+ years 135 16.67% 17.85% Male 364 44.94% 48.88% Female 446 55.06% 51.12% Rural 295 36.42% 39.91% Urban 515 63.58% 60.09% One or Two Members 417 51.48% 52.07% Three Members 153 18.89% 17.48% Four Members 153 18.89% 16.94% Five Plus Members 87 10.74% 13.51% Secondary 209 25.83% 48.65% Tertiary 285 35.23% 29.13% Honours Degree/Post Graduate 315 38.94% 22.23% Full Time Employed 487 60.12% 53.43% Other 323 39.88% 46.57%
  • 6. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie6 Appliance Uses per Week Specific attention paid to large domestic washing and drying appliances with discrete user initiated cycles • Oven • Dishwasher • Washing Machine • Tumble Dryer Presence of deferrable peak period load identified 0 10 20 30 40 50 Don't Own Less Than 1 1 or 2 3 to 5 6 to 8 More than 8 Frequency of Appliance Use Dishwasher Use Washing Machine Use Tumble Dryer Use 0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40 1.60 ME A N MORING US E ME A N A F T E RNOON US E ME A N E VE NING US E ME A N NIGH T US E Dishwasher Washing Machine Tumble Dryer
  • 7. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie7 Appliance Use Conclusions Household characteristics determine both: • The likelihood of using an appliance during the peak period • The frequency of such use Significant associated factors include: • Income, Age, region (urban/rural), household size • Engagement in full time employment • Number of appliances owned
  • 8. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie8 Evening Appliance Use Key determinant of appliance use: Household size Evening appliance uses Incidence ratios one (ref) - - two +0.8 1.4 three +1.6 2.1 four +2.3 2.5 five plus +3.2 3.0 Households with zero evening appliance use: • Households with 1-2 people at home in day twice as likely to have zero evening appliance uses (relative to 0 home-in-day)
  • 9. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie9 Appliance curtailment contracts Discrete choice experiment: Attributes examined: • Appliance types • Frequency of curtailments • Advance notice (12hr) • ‘Opt Outs’ (1 per month) • Bill discount – a.k.a. fee
  • 10. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie10 Attribute Levels Appliance Maximum Frequency Opt-Out Advance Notice Utility Discount Dishwasher 3 per month Yes Yes €10 Washing machine 6 per month No No €20 Electric Oven 9 per month €30 Dryer
  • 11. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie11 Choice Modelling Results • Majority positively disposed to curtailment contracts • User side agency important, i.e. opt-outs & advance notice • Curtailment contracts potentially viable option • Customer preferences highly heterogeneous • Classified customer preferences into 5 groups/classes
  • 12. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie12 5 Latent Classes 1. “Cautious Culinarians” – 31% • Most resistant to oven curtailments 2. “Conservative Curtailers” – 25% • Highest valuation of status quo 3. “Ambivalent Accountants” – 19% • Only class no monetary compensation 4. “Compensated Controllers” – 18% • Highest utility for monetary compensation & opt outs & advance notice 5. “Frequently Fearful” – 7% • Highest disutility associated higher frequency curtailments
  • 13. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie13 WTA Estimates Class 1 Class 2 Class 3 Class 4 Class 5 Oven €38.09* €15.16* €6.98 €2.73 €22.54* Dryer €-11.79* €-4.88 €88.16 €-3.52* €19.6* Dishwasher €-4.65* €7.95* €60.45 €-1.76 €-11.27 Frequency €1.04* €1.23* €-2.23 €0.75* €2.84* Opt Out €-1 €-4.57* €-17.62 €-2.04* €-2.90 Advance Notice €-0.33 €-6.98* €-35.63 €-2.81* €-3.15 ASC Class share: €12.35* 31% €-29.89* 25% €93.07 19% €8.19 18% €1.76 7%
  • 14. www.esri.ie @ESRIDublin #ESRIevents #ESRIpublications@ESRIDublin #ESRIevents #ESRIpublications www.esri.ie14 Overall Conclusions • Excl. ovens considerable evening peak load in domestic washing & drying • Specific household attributes associated with these load, i.e. systematic • Curtailment contracts potential role in demand flexibility • Considerable heterogeneity present w.r.t contract attributes • Need to consider user-side control features when designing such contracts