Thermometric apparatus includes one or more temperature sensors, which are configured to provide respective temperature-dependent readings at two or more locations on a surface in a vicinity of a sub-surface heat source. A processing unit is configured to process the readings from the two or more locations so as to determine a temperature of the sub-surface heat source.