We propose a machine learning model which accounts for the effect due to the cold space calibration antenna on the Chinese Chang'E (CE) 1 & 2 orbiters may have been contaminated by thermal microwave radiation from the lunar surface because their field of view overlapped with the lunar surface instead of receiving microwave radiations from the deep-cold space (cosmic background at 2,7K).