The best way to test would be to charge the sensors fully overnight, start a measurement with them in the morning (with the receiver plugged into power) and sensors simply sitting in the charging block (unplugged). If you notice the sensors start to die in any time frame less than 3/4 hours, (or early enough so that the runtime is no longer suitable for your application) you will know they need replacement.