In order to develop a load monitoring to supervise control centers. This supervision monitors the global electricity power consumption of water sites and analyses the power exceeding problems and potential savings due to the power ontract oversizing. For this, first I collected data concerning activity duration for each equipement in the site, and data concerning active power, and period for each site.
here an example of dataframes :
Timestamp equipment1 equipment2 equipment3 equipment4 t1 90 90 90 90 t2 0 0 90 90 .. tn 50 50 70 0
This means that during the timestamp t1, t2, t3 and t4 equipment1 they worked during 90 min.
timestamp active_power periode maximal_power site t1 12 summer 480 NY t2 32 winter 480 NY t3 54 summer 480 NY .. tn 120 winter 480 NY
I am trying to explore and analyze these data to extract which indicator can help me to identifie the equipement is responsible for exceeding data.
to resolve this, I try to compute for each equipement how much time it is activated.
Can you help me to determine other indicators in order to determine which equipmeent is responsible to the excceding power?