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Energy Behaviour in a Community of Smart Homes
Joris Suppers and Mark Apperley
Who am I?
• Joris Suppers
• PhD Student at the University of Waikato
• A Smart Network of Household Electricity Management Systems
• Energy Informatics Group
• ei.cms.waikato.ac.nz
This Paper
• How will the energy behaviours involved in a community of
households change with the uptake of solar panels and energy
storage systems?
Energy Behaviours
Grid
Household
Community
Dweller
Decreasing Costs
Source: Transpower
0
200
400
600
800
1000
1200
1400
1600
1800
2016 2017 2018 2019 2020 2021 2022 2023 2024 2025
COST$AUD/kWh
Storage System Installation Cost: Including Inverter and Battery
15%
Tesla $100
USD/kWh
Battery Target
Costs of solar panels and energy storage systems
are steadily decreasing
Simulations
nzspot.cms.waikato.ac.nz ei.cms.waikato.ac.nz/hems
PV simulation Electricity simulation
• 16 households from WEL Networks (2500 to 15000 kWh per year with average 7200kWh/year)
Off-Grid
Household
Off-Grid: 25 Years
Assumptions
Solar Panel (kW)
Enough to
generate a days
usage in July
Solar Panel degradation (%) 0.8
Storage (kWh)
2 x average day
usage in July
Storage replacement cost
($/kWh)
200
Storage replacement year 12.5
Storage degradation (%) 2
Inverter replacement cost
($/kWh)
0.4
Inverter replacement year 15
Maintenance ($/kW/year) 20
Maintenance escalation (%) 2
Generator on/off (%) 20,50
Petrol cost ($/kWh) 1.125
Upfront cost ($) 68,000
House
Battery
(kWh)
PV
(kW)
Savings/
Grid Cost
Profit
(2016
prices)
Profit
(2025
prices)
Average 44.4 7.4 31908 -154128 -24576.2
10483 26.8 4.47 20311 -91994.8 -13792.99
11334 66 11 30845 -245695 -53118
12114 42 7 36162 -139818 -17269
12707 24 4 21304 -79256 -9228
12817 20.8 3.47 21764 -65401.8 -4706.99
13598 66.6 11.1 43669 -235385 -41057.3
13928 40 6.67 21588 -146025.8 -29308.59
14339 84 14 57131 -294829 -49731
14661 104.6 17.44 65631 -372670.6 -67457.48
14853 63.6 10.6 46201 -220283 -34708.8
16106 35.6 5.94 29802 -119389.6 -15506.98
16423 52 8.67 44818 -173075.8 -21344.59
17611 16 2.67 15215 -51838.8 -5149.59
18638 56.6 9.43 42715 -194425.2 -29279.71
18800 96.4 16 40718 -362922 -81720.4
19189 39.2 6.53 23664 -140570.2 -26195.01
But…
Off-Grid can be suitable if:
• There’s a high connection cost
Grid-lite 33
But…
Off-Grid can be suitable if:
• There’s a high connection cost
• Battery capacity is reduced
-1500
-1000
-500
0
500
1000
1500
2000
0 6 12 18 24
Load and PV combined
Shift Load
But…
Off-Grid can be suitable if:
• There’s a high connection cost
• Battery capacity is reduced
• Heating efficiency is increased
Grid-Lite Model
Smart-Home
Different households in Grid-Lite model include:
• No PV or storage
Smart-Home
Different households in Grid-Lite model include:
• No PV or storage
• PV only
Smart-Home
Different households in Grid-Lite model include:
• No PV or storage
• PV only
• PV and storage
Smart-Home
Different households in Grid-Lite model include:
• No PV or storage
• PV only
• PV and storage
• Storage only
PV and Storage ROI
Average yearly ROI (over 25 years)
PV only PV and storage
System
(kW)
Worst
(%)
Average
(%)
Best
(%)
Worst
(%)
Average
(%)
Best
(%)
Present(2016)
2 -0.4 3.4 5.4 -2.5 -2.1 -2
3 -0.3 3.2 6.2 -2.4 -1.5 -1.4
5 0.09 2.8 6.3 -2.2 -1 -0.2
Future(2025)
2 0.5 5.5 8 0.9 1.4 1.9
3 1.2 5.4 9.3 0.3 2.6 3.1
5 1.2 4.7 9.3 0.5 3.2 5.3
Assumptions
2kWp Solar system price ($)* 6499
3kWp Solar system price ($) 8995
5kWp Solar system ($) 12495
PV degradation (%/year) 0.8
Feed-In tariff (cents/kWh) 8
Peak electricity price (cents/kwh) 30.93
Off peak electricity price
(cents/kwh)
15.79
Shoulder electricity price
(cents/kwh)
26.16
Storage (kWh) 6.4
Storage replacement year 12.5
Storage degradation (%) 2
Inverter replacement cost
($/kWh)
0.4
Inverter replacement year 15
Maintenance ($/kW/year) 20
Maintenance escalation (%) 2
* Real prices from abw electric
** Based on the Genesis "My Time Tariff" for Hamilton
Storage Only
*Assumptions: Today’s price $11200 (1750 x 6.4), future price $2483 (388 x 6.4). 1 cycle a day for 10 years with 2% degradation allows
charge of 21,257 kWh, with 15% charge loss we get 18068kWh. 11200 ÷ 18068 = 0.62 cents 2483 ÷ 18068 = 0.14
Todays price of batteries you would need to
make a profit of 62 cents for each kWh to break even.
In the future (2025) this may drop to 14 cents.*
Average yearly ROI (over 10 years)
System 6.4kWh Worst Average Best
Today’s price -8.8 -8.4 -8.2
Future price -4.2 -2.3 -1.2
Community
2: Adjust load
3: Peak shaving
1: Share energy
PV size
(kW)
No
sharing
Sharing
16
kWh
16 75% 94% 100%
32 57% 70% 91%
Grid
• Provide generation, storage and a link between communities
Dweller
The energy management system (EMS) in a Smart Home is an
automatic and autonomous system. As a result, minimal to no energy
behaviour change is needed. What would help:
• Load shifting to peak generation times
• Set next travel time and distance for your EV
Summary
• Simulation tools
• Off-Grid
• Grid-lite
• Smart-home
• Community
• Grid
• Dweller

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Joris Suppers “Energy Behaviour in a Community of Smart Homes.”

  • 1. Energy Behaviour in a Community of Smart Homes Joris Suppers and Mark Apperley
  • 2. Who am I? • Joris Suppers • PhD Student at the University of Waikato • A Smart Network of Household Electricity Management Systems • Energy Informatics Group • ei.cms.waikato.ac.nz
  • 3. This Paper • How will the energy behaviours involved in a community of households change with the uptake of solar panels and energy storage systems?
  • 5. Decreasing Costs Source: Transpower 0 200 400 600 800 1000 1200 1400 1600 1800 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 COST$AUD/kWh Storage System Installation Cost: Including Inverter and Battery 15% Tesla $100 USD/kWh Battery Target Costs of solar panels and energy storage systems are steadily decreasing
  • 6. Simulations nzspot.cms.waikato.ac.nz ei.cms.waikato.ac.nz/hems PV simulation Electricity simulation • 16 households from WEL Networks (2500 to 15000 kWh per year with average 7200kWh/year)
  • 8. Off-Grid: 25 Years Assumptions Solar Panel (kW) Enough to generate a days usage in July Solar Panel degradation (%) 0.8 Storage (kWh) 2 x average day usage in July Storage replacement cost ($/kWh) 200 Storage replacement year 12.5 Storage degradation (%) 2 Inverter replacement cost ($/kWh) 0.4 Inverter replacement year 15 Maintenance ($/kW/year) 20 Maintenance escalation (%) 2 Generator on/off (%) 20,50 Petrol cost ($/kWh) 1.125 Upfront cost ($) 68,000 House Battery (kWh) PV (kW) Savings/ Grid Cost Profit (2016 prices) Profit (2025 prices) Average 44.4 7.4 31908 -154128 -24576.2 10483 26.8 4.47 20311 -91994.8 -13792.99 11334 66 11 30845 -245695 -53118 12114 42 7 36162 -139818 -17269 12707 24 4 21304 -79256 -9228 12817 20.8 3.47 21764 -65401.8 -4706.99 13598 66.6 11.1 43669 -235385 -41057.3 13928 40 6.67 21588 -146025.8 -29308.59 14339 84 14 57131 -294829 -49731 14661 104.6 17.44 65631 -372670.6 -67457.48 14853 63.6 10.6 46201 -220283 -34708.8 16106 35.6 5.94 29802 -119389.6 -15506.98 16423 52 8.67 44818 -173075.8 -21344.59 17611 16 2.67 15215 -51838.8 -5149.59 18638 56.6 9.43 42715 -194425.2 -29279.71 18800 96.4 16 40718 -362922 -81720.4 19189 39.2 6.53 23664 -140570.2 -26195.01
  • 9. But… Off-Grid can be suitable if: • There’s a high connection cost Grid-lite 33
  • 10. But… Off-Grid can be suitable if: • There’s a high connection cost • Battery capacity is reduced -1500 -1000 -500 0 500 1000 1500 2000 0 6 12 18 24 Load and PV combined Shift Load
  • 11. But… Off-Grid can be suitable if: • There’s a high connection cost • Battery capacity is reduced • Heating efficiency is increased
  • 13. Smart-Home Different households in Grid-Lite model include: • No PV or storage
  • 14. Smart-Home Different households in Grid-Lite model include: • No PV or storage • PV only
  • 15. Smart-Home Different households in Grid-Lite model include: • No PV or storage • PV only • PV and storage
  • 16. Smart-Home Different households in Grid-Lite model include: • No PV or storage • PV only • PV and storage • Storage only
  • 17. PV and Storage ROI Average yearly ROI (over 25 years) PV only PV and storage System (kW) Worst (%) Average (%) Best (%) Worst (%) Average (%) Best (%) Present(2016) 2 -0.4 3.4 5.4 -2.5 -2.1 -2 3 -0.3 3.2 6.2 -2.4 -1.5 -1.4 5 0.09 2.8 6.3 -2.2 -1 -0.2 Future(2025) 2 0.5 5.5 8 0.9 1.4 1.9 3 1.2 5.4 9.3 0.3 2.6 3.1 5 1.2 4.7 9.3 0.5 3.2 5.3 Assumptions 2kWp Solar system price ($)* 6499 3kWp Solar system price ($) 8995 5kWp Solar system ($) 12495 PV degradation (%/year) 0.8 Feed-In tariff (cents/kWh) 8 Peak electricity price (cents/kwh) 30.93 Off peak electricity price (cents/kwh) 15.79 Shoulder electricity price (cents/kwh) 26.16 Storage (kWh) 6.4 Storage replacement year 12.5 Storage degradation (%) 2 Inverter replacement cost ($/kWh) 0.4 Inverter replacement year 15 Maintenance ($/kW/year) 20 Maintenance escalation (%) 2 * Real prices from abw electric ** Based on the Genesis "My Time Tariff" for Hamilton
  • 18. Storage Only *Assumptions: Today’s price $11200 (1750 x 6.4), future price $2483 (388 x 6.4). 1 cycle a day for 10 years with 2% degradation allows charge of 21,257 kWh, with 15% charge loss we get 18068kWh. 11200 ÷ 18068 = 0.62 cents 2483 ÷ 18068 = 0.14 Todays price of batteries you would need to make a profit of 62 cents for each kWh to break even. In the future (2025) this may drop to 14 cents.* Average yearly ROI (over 10 years) System 6.4kWh Worst Average Best Today’s price -8.8 -8.4 -8.2 Future price -4.2 -2.3 -1.2
  • 19. Community 2: Adjust load 3: Peak shaving 1: Share energy PV size (kW) No sharing Sharing 16 kWh 16 75% 94% 100% 32 57% 70% 91%
  • 20. Grid • Provide generation, storage and a link between communities
  • 21. Dweller The energy management system (EMS) in a Smart Home is an automatic and autonomous system. As a result, minimal to no energy behaviour change is needed. What would help: • Load shifting to peak generation times • Set next travel time and distance for your EV
  • 22. Summary • Simulation tools • Off-Grid • Grid-lite • Smart-home • Community • Grid • Dweller