Pattern-rl: Multi-robot cooperative pattern formation via deep reinforcement learning

J Wang, J Cao, M Stojmenovic, M Zhao… - 2019 18th IEEE …, 2019 - ieeexplore.ieee.org
Autonomous, arbitrary pattern formation is one of the most critical applications in multi-robot
systems, where robots are required to form into circles, lines, and meshes or any other …

Data-driven deep reinforcement learning for decision-making applications

J Wang - 2021 - theses.lib.polyu.edu.hk
Decision-making applications have become an important part of today's competitive,
knowledge-based society, which benefits many important areas. Significant progress has …

Proof of Concept for Pair Based Approach for Swarm Robotics

A Singh - 2021 - search.proquest.com
Many cases exist where teams of agents in a multi-agent system perform better than
individual agents acting alone. In swarm robots, a large number of low-cost robots with …