DSUALMH

In this repository, the analysis of the measurements of 10 applications is presented in the attached notebooks, including harmonics up to the order 150 of voltage, current and power. The measurements are made with 3 three-phase OpenZmeters (each with 4 measurement channels) thus forming a total of 11 measurement channels that are distributed in the 10 applications, plus the aggregate that compiles the accumulated of all these.

The measurements correspond to W, VAR, VA, f, VLN, PF and A, plus harmonics up to the order 50 of W, V and A, all with a 13-digit UNIX Epox timestamp.

The Dataset generation was done with the new converter/converter designed for this occasion, starting from 11 csv files of measurements that resulted from joining each csv file of each application of each day with the csv of that same application and that same day.

**DUE TO ITS LARGE SIZE, DUE TO ITS EXTENSION, THE DATA FILES IN CSV FORMAT ARE NOT AVAILABLE IN THIS REPOSITORY, BUT IT IS AVAILABLE IN THIS REPOSITORY DSUALM10H THE COMPLETE DATASET IN COMPRESSED FORM IN RAR FORMAT WITH ALL THE HARMONICS WITH THE USUAL SAMPLE TIME. **

These data were trained, both with the combinatorial algorithm (CO), and the Hidden Markov algorithm (FHMM), but the algorithm that returned the best results is CO, since with FHMM it has been impossible to run it with sampling times of less than 90 seconds due to lack of physical memory (it even returned errors using machines with more than 64GB of RAM).

Our goal is to provide NILM researchers with new data repositories to expand the existing range. Since these new datasets can contain more than 150 electrical variables recorded at high frequency in different everyday applications, by offering this wide range of data, we hope to boost and enhance research in the field of NILM.