A technique facilitates the detection of moisture. The technique utilizes distributed sensor lines deployed along an insulated vessel, such as an insulated pipe. The sensor lines are used to measure temperature and to determine a differential temperature across the insulation between the sensor lines. Changes in the differential temperature can be detected, and those changes are used to determine whether moisture has intruded into a specific region of the insulation.