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A Method for Development and Validation of Multi-Agent Systems Using Accurate Communication Network Modelling

机译:一种利用精确通信网络建模开发和验证多agent系统的方法

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摘要

There has been a considerable amount of research on multi-agent system (MAS) technologies for a wide variety of industrial applications. One application domain is the power industry, for which multi-agent systems are widely suggested as a promising method for the realisation of highly distributed, flexible, fault tolerant management and control applications. Multi-agent systems make extensive use of digital communication, which can significantly influence the overall system performance. However, no general solutions have been proposed for the difficult tasks of multi-agent system development and validation that would fully account for the underlying communication network performance, before it is first deployed on the target system. This work proposes a new method for this purpose and presents a novel platform that consists of a federation of a standardised multi-agent system development framework (JADE) and an industry standard network simulator (OPNET Modeler). It was realized through generic extensions of the JADE framework to provide discrete event scheduling capabilities, while the OPNET Modeler was extended to provide a generic method of relating network nodes with agents running in JADE. The federation adheres to the High Level Architecture standard. The multi-agent systems analysed using this platform may be deployed on the target system without manual modifications. An example of a time-critical, agent-based protection system for the Smart Grid is presented and its performance analysed with respect to candidate agent behaviours and different communication scenarios. The results clearly show that the feasibility of the multi-agent system critically depends on the application design as well as the communication infrastructure. The developed multi-agent system was shown to be directly deployable on target hardware, which proves that the proposed method not only supports analysis through simulation but also subsequent deployment. The new platform can be used to rapidly develop a wide range of agent-based applications and validate them for different communication technologies before deployment.
机译:对于用于多种工业应用的多代理系统(MAS)技术已经进行了大量研究。电力行业是一个应用领域,为此广泛建议使用多代理系统作为实现高度分布式,灵活,容错的管理和控制应用程序的有前途的方法。多代理系统广泛使用数字通信,这可能会严重影响整个系统的性能。但是,尚未提出针对多代理系统开发和验证这一艰巨任务的通用解决方案,该方案将在其首次部署到目标系统上之前充分考虑基础通信网络的性能。这项工作为此目的提出了一种新方法,并提出了一个新颖的平台,该平台包括标准化多代理系统开发框架(JADE)和行业标准网络模拟器(OPNET Modeler)的联合。它是通过JADE框架的通用扩展实现的,以提供离散事件调度功能,而OPNET Modeler进行了扩展,以提供一种将网络节点与JADE中运行的代理相关联的通用方法。联合会遵守高级体系结构标准。使用该平台分析的多主体系统无需手动修改即可部署在目标系统上。给出了一个针对智能电网的基于时间的,基于代理的保护系统的示例,并针对候选代理行为和不同的通信场景分析了其性能。结果清楚地表明,多代理系统的可行性在很大程度上取决于应用程序设计以及通信基础结构。事实证明,所开发的多主体系统可直接部署在目标硬件上,这证明了该方法不仅支持通过仿真进行分析,而且还支持后续部署。新平台可用于快速开发各种基于代理的应用程序,并在部署之前针对不同的通信技术对其进行验证。

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    Perkonigg Fidelis;

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