AI Power Consumption

Feature Requests
1

Many of us have a device who control our home energy usage integrated in HA. This is so cool feature, considering that in HA recently added an Energy management tab. :clap:
This data is a energy usage of our whole house, express in Volt, Watt, Ampere and PowerFactor.
It would be nice to integrate in HA something like a AI who recognize a single device state (ON/OFF) based on our energy consumption parameter. I hope I’am clear.
Something like this company do: https://watt-analytics.com/en/recognition/

What do you think abut?

2

I think Neurio is capable of doing it and HA should have integration for it

3

It would sure be an awesome feature, but it’s very hard to realize, especially when different kind of meter would have to be supported.
There is a few research projects existing but nothing directly useable yet (like https://github.com/buchananwp/EnergyMeter or Intelligent Appliance Classification)

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4

hastic.io is perhaps an option although I could never get it to work.

This one looks promising; I’m yet to try monitoring-home-appliances-from-power-readings-with-ml

Intelligent Appliance Classification (Using vibration though & specific hardware requirements)

Grafana Cloud Pro Machine Learning and adaptive alerts; also an option but paid service.

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