The use of open system architectures and TCP/IP protocols within corporate networks as well as the widespread use of database interfaces are changing the application perspective of groupware. Multi-agent Systems (MAS) have been proposed as a key technology to deal with many of the problems ...
Multi-Agent Reinforcement Learning A Deep-RL Architecture for Coop-MARL 单词积累 self-driving vehicles/ traffic signals/ transportation system,/ More generally,/ comprised of / pervasive/in practice/ ameliorate 改善,变得更好/ (for simplicity of exposition)/(ties broken arbitrarily)/ denote ... by...
Studying cooperative multi-agent reinforcement learning in networks Cooperative Multi-Agent systems, where agents work together as one team to achieve a common goal, form the majority of real-life multi-agent applications. ... MM Oudah - 《British University in Dubai》 被引量: 0发表: 2012年 加...
由于reward function 是公用的,因此我们将 Q-function 分解的 advantage function 部分换成了local advantage, 其中需要用到其他 agent 的一段时间内的trajectory(因为在局部时间内,他们的策略可以视作是π−a)。最后,agenta的 regret function可以写作: yADVa=r+γQ~taπ(s′,τ′,argmaxua′Q~aπ(s′...
Value-Decomposition Networks For Cooperative Multi-Agent Learning We study the problem of cooperative multi-agent reinforcement learning with a single joint reward signal. This class of learning problems is difficult beca... P Sunehag,G Lever,A Gruslys,... 被引量: 41发表: 2017年 Multi-agent ...
Applications involving such complications include mobile robots, wireless sensor networks, unmanned aerial vehicles (UAVs), spacecraft, and so on. In such networked multi-agent scenarios, the restrictions imposed by the communication graph topology can pose severe problems in the design of cooperative ...
The dynamics of reinforcement social learning in networked cooperative multiagent systems Multiagent coordination in cooperative multiagent systems, as one of the fundamental problems in multiagent systems, and has been widely studied in the lit... J Hao,D Huang,C Yi,... - 《Engineering Applicati...
This paper proposes a novel algorithm, named quantum multi-agent actor-critic networks (QMACN) for autonomously constructing a robust mobile access system employing multiple unmanned aerial vehicles (UAVs). In the context of facilitating collaboration among multiple unmanned aerial vehicles (UAVs), the...
Distributed Offloading for Multi-UAV Swarms in MEC-Assisted 5G Heterogeneous Networks We introduce a multi-agent advantage actor鈥揷ritic deep reinforcement learning (DRL) framework to enable the UAVs to optimize the system utility by ... M Ma,Z Wang - Drones (2504-446X) 被引量: 0发表: 20...
This paper proposes a trust based multi-agent cooperative load balancing system. The main functionalities are performed by a different agents. Load balancing agent (LBAgent), processing agent (ProcAgent), fetching agent (FetchAgent), and trust agent (TRAgent) use a centralized coordination architect...