The principle behind nano thermocouples is similar to that of conventional thermocouples. They rely on the Seebeck effect, where a voltage is generated at the junction of two different conductors when there is a temperature difference between them. This voltage can then be measured to determine the temperature at the junction. The key difference is that nano thermocouples operate on a much smaller scale, enabling high precision in thermal measurements.