Challenge Project

03: Beyond Labels

Uncovering Flexibility Potential in Energy Consumption Data

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Energy suppliers will be faced with an increasingly complex production and consumption landscape. In order to anticipate these complex changes new methods for categorizing customers or novel services are needed. This challenge focuses on new methodologies to detect the flexibility potential of prosumers. As novel smart-home devices will allow automatic control of high-power consumption devices like EV-charging, electric heating (heat pumps), tumble dryers in private households or even complex machinery in industrial facilities – flexibility is driven by energy efficiency or financial incentives via dynamic tariffs. One key aspect will be the maximal load of a household or an industrial facility on the local grid. Flexible tariffs are designed to reduce peak loads and will be a financial incentive for scheduling consumption and production. This challenge aims to identify unknown devices as flexibility potential in unlabeled consumption data – paving the way for smart tariffs and novel services in the portfolio of a modern energy supplier.

Challenge Owner: Primeo Energie AG

Edited (version 11)

19.09.2023 08:47 ~ gaston_energy

Research

Event finished

Edited (version 10)

16.09.2023 13:15 ~ timo_kropp

Joined the team

16.09.2023 13:15 ~ timo_kropp

Edited (version 8)

16.09.2023 13:15 ~ timo_kropp

Project

Edited (version 7)

16.09.2023 12:57 ~ andreas_schuth

Finishing up and preparing the presentation.

16.09.2023 08:51 ~ andreas_schuth

Joined the team

15.09.2023 14:32 ~ emilieboillat

We divided the challenge in 4 different goals. 1. Energy Disaggregation, 2. UX+Product, 3. Net-Dataset, 4. Customer Clustering (Answers) - checking first results now ;)

15.09.2023 13:31 ~ andreas_schuth

Joined the team

15.09.2023 09:42 ~ LarsKa

Event started

Edited (version 1)

14.09.2023 08:22 ~ gaston_energy

Challenge

 
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