The article considers the Aircraft Landing Problem (ALP) for the static single runway case and proposes a novel approach based on Deep Q-Networks reinforcement learning algorithm. The proposed approach has the potential to provide real-time solutions for optimizing aircraft arrival systems at destination airports.