https://github.com/nipunbatra/mf-energybreakdown

https://github.com/nipunbatra/mf-energybreakdown

algorithms electricity energy energy-breakdown forecasting jupyter-notebook nilm python sustainability

Last synced: 12 days ago
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• Host: GitHub
• URL: https://github.com/nipunbatra/mf-energybreakdown
• Owner: nipunbatra
• Created: 2016-09-14T14:58:42.000Z (over 8 years ago)
• Default Branch: master
• Last Pushed: 2017-08-12T06:38:50.000Z (over 7 years ago)
• Last Synced: 2024-11-13T07:07:20.705Z (2 months ago)
• Topics: algorithms, electricity, energy, energy-breakdown, forecasting, jupyter-notebook, nilm, python, sustainability
• Language: Jupyter Notebook
• Size: 28.1 MB
• Stars: 1
• Watchers: 3
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
Matrix Factorisation for Scalable Energy Breakdown

-------------------

This repository contains the code for our [AAAI 2017 paper](https://nipunbatra.github.io/papers/batra_aaai2017.pdf) entitled: Matrix Factorisation for Scalable Energy Breakdown

Please use the following bib for citing our work

```

@inproceedings{batra2017matrix,

  title={Matrix Factorisation for Scalable Energy Breakdown},

  author={Batra, Nipun and Wang, Hongning and Singh, Amarjeet and Whitehouse, Kamin},

  booktitle={AAAI 2017},

  year={2017}

}

```

Notebooks used to generate the plots/tables in the paper

----------------------------

1. [Figure 1](https://github.com/nipunbatra/mf-energybreakdown/blob/master/notebooks/dataset-plots.ipynb)

2. [Table 2](https://github.com/nipunbatra/mf-energybreakdown/blob/master/notebooks/all_feature_homes-fraction.ipynb)

3. [Table 3](https://github.com/nipunbatra/mf-energybreakdown/blob/master/notebooks/final-all-homes.ipynb)

4. [Figure 2, Figure 3](https://github.com/nipunbatra/mf-energybreakdown/blob/master/notebooks/all_feature_homes-fraction-big-matrix.ipynb)

Other important code to look at

-------------------------

1. [Main matrix factorisation CVXPY code](https://github.com/nipunbatra/mf-energybreakdown/blob/master/code/matrix_factorisation.py)

2. [KNN baseline](https://github.com/nipunbatra/mf-energybreakdown/blob/master/code/knn_subset.py)

3. [Code to run MF on HPC Slurm cluster](https://github.com/nipunbatra/mf-energybreakdown/blob/master/code/harness_cluster.py)

**NB** This work was built upon as an improvement to our KDD 16 work called- Gemello: Creating a Detailed Energy Breakdown from just the Monthly Electricity Bill [Paper pdf](https://www.iiitd.edu.in/~nipunb/papers/gemello.pdf) , [Youtube video](https://www.youtube.com/watch?v=pzgqd9OhvDA), [Poster](https://www.iiitd.edu.in/~nipunb/slides/kdd_poster_final.pdf)