A Visual Communication Map for Multi-Agent Deep Reinforcement Learning

no code implementations • 27 Feb 2020 • Ngoc Duy Nguyen, Thanh Thi Nguyen, Doug Creighton, Saeid Nahavandi

In this paper, we have proposed a more scalable approach that not only deals with a great number of agents but also enables collaboration between dissimilar functional agents and compatibly combined with any deep reinforcement learning methods.

reinforcement-learning Reinforcement Learning (RL)

Review, Analysis and Design of a Comprehensive Deep Reinforcement Learning Framework

no code implementations • 27 Feb 2020 • Ngoc Duy Nguyen, Thanh Thi Nguyen, Hai Nguyen, Doug Creighton, Saeid Nahavandi

However, development of a deep RL-based system is challenging because of various issues such as the selection of a suitable deep RL algorithm, its network configuration, training time, training methods, and so on.

reinforcement-learning Reinforcement Learning (RL)