Efficient Direct Agent Interaction in Optimistic Distributed Multi-Agent-System Simulations

Shuyi Chen, Masatoshi Hanai, Zhengchang Hua, Nikos Tziritas, G. Theodoropoulos
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引用次数: 3

Abstract

Agent-to-agent communications is an important operation in multi-agent systems and their simulation. Given the data-centric nature of agent-simulations, direct agent-to-agent communication is generally an orthogonal operation to accessing shared data in the simulation. In distributed multi-agent-system simulations in particular, implementing direct agent-to-agent communication may impose serious performance degradation due to potentially large communication and synchronization overheads. In this paper, we propose an efficient agent-to-agent communication method in the context of optimistic distributed simulation of multi-agent systems. An implementation of the proposed method is demonstrated and quantitatively evaluated through its integration into the PDES-MAS simulation kernel.
乐观分布式多智能体系统仿真中的高效直接智能体交互
智能体间通信是多智能体系统及其仿真中的重要操作。考虑到代理模拟以数据为中心的特性,直接的代理到代理通信通常是访问模拟中的共享数据的正交操作。特别是在分布式多代理系统模拟中,由于潜在的大量通信和同步开销,实现直接的代理到代理通信可能会导致严重的性能下降。本文针对多智能体系统的乐观分布仿真,提出了一种高效的智能体间通信方法。通过将该方法集成到PDES-MAS仿真内核中,对该方法的实现进行了演示和定量评估。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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