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Selber - Ptich Hack4Climate Community power Peer-to-peer energy communities - internet of energy Hack4Climate in Bonn 2017 1

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Page 1: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

Community power

Peer-to-peer energy communities - internet of energy Hack4Climate in Bonn 2017

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Page 2: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

Peer-to-peer energy microgrid project

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Page 3: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

Market logic for electricity systems

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Page 4: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

Market logic households / communities

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Page 5: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

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Data challenges (I): consumer types

Machine learning classifier

net present value > 0 ?

Page 6: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

Implementation (I): solar profitability

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Page 7: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

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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Page 8: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

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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Page 9: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

Selber - Ptich Hack4Climate

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Implementation (III): customers / investors in the community

Page 10: Hack4Climate in Bonn 2017 internet of energy Peer-to-peer energy … · 2018. 11. 30. · Market logic households / communities 4. Selber - Ptich Hack4Climate 5 ... Validation Less

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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