Trifork Blog

Category ‘Docker’

Smart energy consumption insights with Elasticsearch and Machine Learning

August 21st, 2017 by
(https://blog.trifork.com/2017/08/21/smart-energy-consumption-insights-with-elasticsearch-and-machine-learning/)

At home we have a Youless device which can be used to measure energy consumption. You have to mount it to your energy meter so it can monitor energy consumption. The device then provides energy consumption data via a RESTful api. We can use this api to index energy consumption data into Elasticsearch every minute and then gather energy consumption insights by using Kibana and X-Pack Machine Learning.

The goal of this blog is to give a practical guide how to set up and understand X-Pack Machine Learning, so you can use it in your own projects! After completing this guide, you will have the following up and running:

  • A Complete data pre-processing and ingestion pipeline, based on:
    • Elasticsearch 5.4.0 with ingest node;
    • Httpbeat 3.0.0.
  • An energy consumption dashboard with visualizations, based on:
    • Kibana 5.4.0.
  • Smart energy consumption insights with anomaly detection, based on:
    • Elasticsearch X-Pack Machine Learning.

The following diagram gives an architectural overview of how all components are related to each other:

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