More specifically I’ve been looking at using Homebridge, a JS package that provides a way to connect your own devices to other Homekit stuff.
Last year I wrote a thing that used a Particle Photon to get the temperature in my living room, and then some Ruby code that ran on a Raspberry Pi to turn on and off my window unit. Essentially a thermostat since the one built in to the unit doesn’t really work.
There are a couple of examples of hooking a Photon into Homebridge, so that whatever data they’re collection shows up inside your Home app.
I like this idea a lot, since it opens the door to using a combo of store-bought sensors and custom made ones. Also, I had to reverse engineer the API (which would make a great blog post) that the Wifi Smart plug my A/C unit is plugged into uses. If I could get things working inside of Homekit then I wouldn’t have to depend on their private & proprietary API not changing.
I would also like to have my Ruby code check more info that just the inside/outside temperature. I’d like it to also look at the UV index, as that can have quite an impact on the temperature indoors. If I got the temperature shoved into Homebridge, and the Smart Plug in there as well, it’d be a lot more manageable code-wise to add another dimension to my K-Nearest Neighbors that I’m using to decide if I want A/C or not.
I was reading a machine learning book when I wrote the code and wanted an excuse to implement something. So the “Should the A/C be on” question is answered by using K-Nearest Neighbors based on past times I’ve specified that the A/C should be on.
So I want to add the UV index to that, and probably a look-ahead to the next hour on the forecast. Currently when the day is warming up the A/C will kick on and off until the middle part of the day at which point the A/C kicks on and the room is too hot for it to cool down. I’d like it to go ahead and notice that it’s going to be too warm later on.
- move sensor readings to Homekit via Homebridge
- add UV index to my sensor readings
- add UV index to my decision matrix
- add forecast look-ahead to the decision tree
I’ll need to look in to weather the look-ahead would work well as just adding it as a dimension or if I should just perform the calculation again with the forecast temperature. I kind of like the latter.