A complex approach to solving the problem of remote thermal sensing of the atmosphere is proposed. It is based on joint processing of data of active (lidar) and passive (radiometer) satellite remote sensing of the atmosphere. Some methods are considered for solving the inverse problems of spaceborne IR radiometry which allow one to assimilate and employ the information about the reconstructed temperature profile obtained from spaceborne lidars. The efficiency of algorithms are investigated in numerical experiments.