boniolp / whichdevice

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electrical Consumption Time Series

DeviceScope

An interactive tool to browse, detect and localize appliance patterns in electrical consumption time series

Try our demo

DeviceScope is a Python-based web interactive tool that enables to understand better smart meters time series data. The application facilitate the understanding of electrical consumption patterns by identifying and localizing individual appliance usage within electrical consumption data.

Contributors

• Adrien Petralia, EDF R&D, Université Paris Cité
• Paul Boniol, Inria, ENS, PSL University, CNRS
• Philippe Charpentier, EDF R&D
• Themis Palpanas, Université Paris Cité, IUF

Usage

Step 1: Clone this repository using git and change into its root directory.

git clone https://github.com/boniolp/wichdevice.git
cd whichdevice/

Step 2: Create and activate a conda environment and install the dependencies.

conda create -n wichdevice python=3.8
conda activate wichdevice
pip install -r requirements.txt

Step 3: You can use our tool in two different ways:

• Access online: https://wichdevice.streamlit.app/
• Run locally (preferable for faster interaction). To do so, run the following command:

streamlit run Hello.py

Acknowledgments

Work supported by EDF R&D and ANRT French program.