Browsing by Subject "Deep q-learning network"

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General multi-agent reinforcement learning integrating adaptive manoeuvre strategy for real-time multi-aircraft conflict resolution

Chen, Yutong; Hu, Minghua; Yang, Lei; Xu, Yan; Xie, Hua (Elsevier, 2023-04-12)

Reinforcement learning (RL) techniques are under investigation for resolving conflict in air traffic management (ATM), exploiting their computational capabilities and ability to cope with flight uncertainty. However, the ...
General multi-agent reinforcement learning integrating heuristic-based delay priority strategy for demand and capacity balancing

Chen, Yutong; Xu, Yan; Hu, Minghua (Elsevier, 2023-06-22)

Reinforcement learning (RL) techniques have been studied for solving the demand and capacity balancing (DCB) problem in air traffic management to exploit their full computational potential. Due to the lack of generalisation ...
General real-time three-dimensional multi-aircraft conflict resolution method using multi-agent reinforcement learning

Chen, Yutong; Xu, Yan; Yang, Lei; Hu, Minghua (Elsevier, 2023-10-10)

Reinforcement learning (RL) techniques have been studied for solving the conflict resolution (CR) problem in air traffic management, leveraging their potential for computation and ability to handle uncertainty. However, ...

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