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Part of EU Open Research Repository
Published May 26, 2026 | Version v1
Dataset Open

MODERATE Synthetic energy consumption profiles

Authors/Creators

  • 1. Accademia Europea

Contributors

Project member:

Description

Synthetic dataset with 500 users hourly profile of energy metering data. The original training dataset contains both residential and non residential buildings, from 5000 users. 
 
Meaning of the columns:
  • A+: Active energy consumed from the grid (Wh)
  • A-: Active energy exported to the grid (Wh)
  • R1: Consumed inductive reactive energy
  • R2: Generated inductive reactive energy
  • R3: Consumed cpacitive reactive energy
  • R4: Generated capacitive reactive energy

NOTE: The two variants "cpu" and "xpu" do not differ statistically from each other. They are both result obtained by MOSTLY.AI library running on a local instance, run with pytorch in the CPU (multi-thread) mode, vs a XPU pytorch run.

Specific statistical metrics shows that the synthetic dataset is significantly different from original profiles. 

While daily and weekly patterns are maintained from the synthetization process set up, in this first release the seasonal and monthly patterns are not represented in the synthetic dataset. 

Files

smart_metering_synthetic_500y_cpu.csv

Files (593.4 MB)

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md5:c597c45fcf1f0d48178b602328157b32
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md5:d77bee0ed498042fafd9ee95fd6e8904
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Additional details

Funding

European Commission
MODERATE - Marketable Open Data Solutions for Optimized Building-Related Energy Services 101069834