Tomas McGuinness (@tomasmcguinness.bsky.social)

Mass Flow Rate, not Room Temp – tweaking my Heat Pump Maching Learning Model Almost two months ago, I wrote a blog post outlining how I built a Machine Learning model for ASHPs. Powered by the data from OpenEnergyMonitor, it was quite basic. It used the Target Temperature and the Outdoor temperature to predicate energy consumption. It was my first go at Machine Learning (ML), so I wasn't expecting much, but it worked. Room Temp is useless by itself! http://tomasmcguinness.com/2025/11/07/mass-flow-rate-not-room-temp-tweaking-my-heat-pump-maching-learning-model/