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Time Series Slicer for Energy Data

The script is a fork from ts2img. The slicing of time series was a bi-product of the trasfomation, so this scipt utilizes only the latter part.

For easier data handling NILMTK was used.

environment

Works with all datasets supported by NILMTK. Tested on:

  • REFIT
  • UKDALE
  • iAWE
  • REDD
  • ECO

Install Instructions

❗️ If possible, install on a Linux machine.

  1. Install Anaconda by following instructions here.

  2. Clone this repository and change directory to conda:

        git clone https://github.com/jenkoj/ts2img && cd ts2img/conda
  3. Create a new environment by running:

        conda env create --name ts2img --file=ts2img.yml 
  4. Activate the newly created environment:

        conda activate ts2img
  5. Get hold of a dataset converted to NILMTK format or convert your dataset.

    • Check if your dataset has supported converter link, if not you can write your own dataset converter by following instructions here.

    • Convert your dataset by following notebook here.

  6. Place converted dataset in datasets directory.

  7. Set parameters.

  8. Finally, run:

        ipython -c "%run converter.ipynb"

When adjusting the parameters start with iAWE. Since it is small, it is easy to handle.

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