hack4climate in bonn 2017 internet of energy peer-to-peer energy … · 2018. 11. 30. · market...
TRANSCRIPT
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Selber - Ptich Hack4Climate
Community power
Peer-to-peer energy communities - internet of energy Hack4Climate in Bonn 2017
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Selber - Ptich Hack4Climate
Peer-to-peer energy microgrid project
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Selber - Ptich Hack4Climate
Market logic for electricity systems
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Selber - Ptich Hack4Climate
Market logic households / communities
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Selber - Ptich Hack4Climate
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Data challenges (I): consumer types
Machine learning classifier
net present value > 0 ?
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Selber - Ptich Hack4Climate
Implementation (I): solar profitability
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Selber - Ptich Hack4Climate
Data challenges (II): production and consumption predictions (AI)
Environmental data (Irradiation,
Temperature)
El. Consumption (Smart-Meter)
N≅4000
El. Production (Smart-Meter)
N≅500
Tesla Superchargers (Smart-Meter)N≅10 / 1MW
Simulation model (runs on
super- computer)
Machine Learning
Model
Clustering of Consumer/Prosumer
Archetypes
Validation
Less
dat
a re
quire
d
24 hour ahead prediction
Microgrid performance
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Selber - Ptich Hack4Climate
Implementation (II): customers / households frontend
Autarky
Autarky: 60%
Price: 20 Rp./ kWh
Price
Frontend Backend
Autarky
Price
Intelligence for personalized recommendations -> Business model challenge!
50%
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Selber - Ptich Hack4Climate
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Implementation (III): customers / investors in the community
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Selber - Ptich Hack4Climate
Thanks for your attention …
.. and for helping spread peer-to-peer energy systems around the world with your hacks and community support!
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