Feasibility of the modified method of clustering of arguments (MCA) for solving a problem of pre-computation of vertical profiles of zonal and meridional components of wind velocity from satellite data of wind measurements in upper tropospheric layers is discussed. Particular examples demonstrate efficiency of such an integrated approach as well as its prospects for solving the problems of wind sounding under conditions of a cloudy atmosphere with a spaceborne Doppler lidar.