MODERATE Synthetic energy consumption profiles

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.