Trifork Blog

Axon Framework, DDD, Microservices

Category ‘Docker’

Smart energy consumption insights with Elasticsearch and Machine Learning

August 21st, 2017 by

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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Eindhoven FREE GOTO NIGHT 16 April 2015 : An Introduction to Docker with Adrian Mouat .Have you registered … space is limited!

March 2nd, 2015 by

Docker training courses now available in Eindhoven! The first training will be held on the 29 & 30 April 2015. A special VIP discount code of 10% is given to attendees of the GOTO Eindhoven Docker Night on the 16 April 2015. We are filling up the room so register today you don’t want to miss this .

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