Upload
others
View
0
Download
0
Embed Size (px)
Citation preview
Selber - Ptich Hack4Climate
Community power
Peer-to-peer energy communities - internet of energy Hack4Climate in Bonn 2017
1
Selber - Ptich Hack4Climate
Peer-to-peer energy microgrid project
2
Selber - Ptich Hack4Climate
Market logic for electricity systems
3
Selber - Ptich Hack4Climate
Market logic households / communities
4
Selber - Ptich Hack4Climate
5
Data challenges (I): consumer types
Machine learning classifier
net present value > 0 ?
Selber - Ptich Hack4Climate
Implementation (I): solar profitability
6
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
7
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%
8
Selber - Ptich Hack4Climate
9
Implementation (III): customers / investors in the community
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!
10