Despite the considerable efforts spent on researching and developing Multi-Agent Systems (MAS) there is a noticeable absence of deployed systems. In the past the MAS research community ignored this problem arguing that it is not a genuine MAS problem and consequently of lesser importance than other unsolved issues like cooperation, coordination, negotiation and communication. However, as the fi...

Like in any distributed systems, communication in Multi-Agent System (MAS) plays an important role as it helps agents sharing knowledge and facilitating cooperation. Communication in MAS may present at various forms; it can be exchanging of comprehensible messages, or requesting to perform an action, or negotiating cooperation. Agent communication has common properties like in any other distrib...

multi agent markov decision processes (mmdps), as the generalization of markov decision processes to the multi agent case, have long been used for modeling multi agent system and are used as a suitable framework for multi agent reinforcement learning. in this paper, a generalized learning automata based algorithm for finding optimal policies in mmdp is proposed. in the proposed algorithm, mmdp ...

in this paper, the optimal adaptive leader-follower consensus of linear continuous time multi-agent systems is considered. the error dynamics of each player depends on its neighbors’ information. detailed analysis of online optimal leader-follower consensus under known and unknown dynamics is presented. the introduced reinforcement learning-based algorithms learn online the approximate solution...

Multi-agent systems (MAS) are composed of heterogeneous agent with distinct agent properties, such as adaptation, mobility, collaboration, roles, and learning. The agent paradigm per se is not new since it has its roots in the Artificial Intelligent research. However, an important issue in getting the agent technology into mainstream software development is the creation of appropriate software ...

Both, research and application development in the area of multi-agent systems currently undertakes rapid expansion. In order to use multi-agent technology in real applications, it is inevitable to ensure security, integrity and authenticity of inter-agent communication. Various securitysystems, developed for different applications have been used in multi-agent system (MAS). Alternatively, MAS a...

This paper deals with the application of a multi agent system (MAS) for service restoration in distributed power systems. In this paper, the part of the service restoration process which deals with restoring power to consumers in case of an outage, is considered. A restoration strategy based on agent technology has been formulated. This strategy proposes a method for prioritizing certain consum...

this paper studies the consensus problem of nonlinear leader-following multi-agent systems (mas). to do this, the error dynamics between the leader agent and follower ones are described via a takagi-sugeno (ts) fuzzy model. if the obtained ts fuzzy model is stable, then all of the nonlinear agents reach consensus. the consensus problem is investigated based on the parameterized or fuzzy lyapuno...

A prolific number of different Multi-Agent Systems (MAS) and associated applications have been developed in numerous research institutes and industrial laboratories world-wide. Perhaps the most important barrier to MAS making a successful transition from this research environment towards widespread adoption for consumer products and businesses, is the lack of interoperability between heterogene...

The field of Multi-Agent Systems (MAS) focuses on the design and development of systems composed of autonomous entities (i.e. agents) which interact in order to perform specific activities. In general, direct human participation in these systems is not considered. We advocate that 3D Virtual Worlds technology can be used to facilitate human inclusion in a MAS system. In this demo we present an ...