Data · dataset · 2026
From Duck to Turtle: 2040's Synchronized Demand Response Reshapes Distritubion Grid Load
Listed in D2ET Open Science Portal
The electrification of heating and mobility, together with the adoption of EVs, heat pumps, rooftop PV, and batteries, is turning households into active participants in the electricity system.
Description
Several jurisdictions now require dynamic pricing so that households adjust consumption to time-varying prices and supply demand-side flexibility (Directive (EU) 2019/944). Most analyses treat this price as exogenous and households as price takers, a reasonable description of individual behavior, but a questionable one once dynamic pricing is adopted at scale, when synchronized responses to a common price signal may feed back on the price itself.
We develop a household-level optimization framework and apply it to Luxembourg under ENTSO-E’s 2040 TYNDP scenarios, varying technology adoption and flexibility participation. Taking prices as given, we isolate how synchronized flexibility reshapes load at the transformer level. We find that identical price signals drive households to respond in lockstep, inverting the conventional "duck curve" into a pronounced, midday-peaking "turtle curve": rather than relieving the grid, coordination concentrates stress, and at high flexibility shares transformer overloads rise sharply and require substantial reinforcement.
Links
Where it is published
- Dataverse dataset page d2et-openscience.list.lu/dataset.xhtml?persistentId=perma%3AD2ET.JKW1IL ↗
landing page · from d2et openscience list lu
- Persistent identifier d2et-openscience.list.lu/citation?persistentId=perma%3AD2ET.JKW1IL ↗
DOI / persistent id · from d2et openscience list lu
Catalogue records · 1
- Dataverse API d2et-openscience.list.lu/api/datasets/:persistentId/?persistentId=perma%3AD2ET.JKW1IL ↗
metadata API · from d2et openscience list lu
Topics
- Stated by source
- Computer and Information Science
- From keywords
- Energy
- Inferred from text
- Electrical engineering 71%
Provenance · 1 source records, 9 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| D2ET Open Science Portal | perma:D2ET.JKW1IL | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:4008 | enrichment · d2et openscience list lu | taxonomy-embedding@1.0.0 | title+keywords+description (71%) |
| concepts[field].dataverse_subject:computer-and-information-science | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | /subjects |
| concepts[field].local:field:energy | mapping · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | /subjects |
| created_date | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | |
| description | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | /description |
| publication_date | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | |
| title | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | /name |
| updated_date | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 | |
| version_label | source · d2et openscience list lu | connector:d2et_openscience_list_lu@1.0.0 |