Can Smart Thermostat Data Detect a Refrigerant Problem?

Signal traces for supply-air temperature, runtime fraction and compressor power with a highlighted drift used for remote HVAC fault detection

Oak Ridge National Laboratory tested how much remote data can reveal about refrigerant charge. Large undercharge showed up clearly. Small undercharge, the kind technicians find most often, was hard to spot from indoor temperature alone.