Reinforcement learning for two-aircraft conflict resolution in the presence of uncertainty

• Main Authors: Pham, Duc-Thinh, Tran, Ngoc Phu, Goh, Sim Kuan, Alam, Sameer, Duong, Vu
• Other Authors: 2019 IEEE-RIVF International Conference on Computing and Communication Technologies (RIVF)
• Format: Conference or Workshop Item
• Language: English
• Published: 2020
• Subjects: Engineering::Aeronautical engineering; Air Traffic Command and Control; Reinforcement Learning
• Online Access: https://hdl.handle.net/10356/144709
• Institution: Nanyang Technological University

Recently, the advances in reinforcement learning have enabled an artificial intelligent agent to solve many challenging problems (e.g. AlphaGo) at unprecedented levels. However, the robustness of reinforcement learning in safety critical operation remains unclear. In this work, the applicability of...