Scalability in Distributed Multi-Agent Based Simulations: The JADE Case

D. Mengistu, P. Troger, L. Lundberg, P. Davidsson
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引用次数: 27

Abstract

Agent platforms provide a framework for development and execution of parallel applications such as multi-agent based simulation (MABS). However, these platforms have limitations to support large-scale MABS applications in practice. This paper aims at investigating and improving the performance of an agent platform with a MABS workload in distributed environments. We carried out an experimental study with the JADE framework as our agent platform. The experiments show the performance characteristics of the workload and that JADE does not scale well due to message transport and agent directory service limitations. We propose solutions to overcome these performance bottlenecks and facilitate the efficient execution of MABS in a distributed environment. Initial experimental results demonstrate the feasibility of the proposed approaches.
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分布式多智能体仿真中的可扩展性:JADE案例
代理平台为开发和执行并行应用程序(如基于多代理的仿真)提供了一个框架。然而,在实践中,这些平台在支持大规模MABS应用方面存在局限性。本文旨在研究和改进分布式环境下具有MABS工作负载的代理平台的性能。我们以JADE框架作为代理平台进行了实验研究。实验显示了工作负载的性能特征,并且由于消息传输和代理目录服务的限制,JADE不能很好地扩展。我们提出了克服这些性能瓶颈的解决方案,并促进了MABS在分布式环境中的有效执行。初步实验结果证明了所提方法的可行性。
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