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Validating-Clustering-Frameworks-for-Resedential-Load-Demand-Profiles

With the spirit of reproducible research, this repository contains all the codes required to produce the results in the manuscript:

M. Jain, T. Alskaif and S. Dev, "Validating Clustering Frameworks for Electric Load Demand Profiles," in IEEE Transactions on Industrial Informatics, 2021, doi: 10.1109/TII.2021.3061470.

Scripts

  • read_data.py: reads the raw data to generate (timestamp and electricity consumption data for each household in a NumPy array) - specific to the datatset used - should be replaced for another dataset
  • main.py: main program to perform the experiments
  • utils/: Contains utility functions that are used in the main program

Note:

The dataset used in this project can not be disclosed due to external reasons. However, one may feel to use/modify the code as per their requirement.

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Central repository for the work done towards validating clustering frameworks for the residential load demand profiles.

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