Modeling and Simulation of a Multi-Robot System Architecture

Ahmed R. Sadik, C. Goerick, Manuel Muehlig
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引用次数: 5

Abstract

A Multi-Robot System (MRS) is the infrastructure of an intelligent cyber-physical system, where the robots understand the need of the human, and hence cooperate together to fulfill this need. Modeling the MRS is a crucial aspect of designing the proper system architecture, because this model can be used to simulate and measure the performance of the proposed architecture. However, an MRS architecture modeling is a very difficult problem, as it contains many dependent behaviors that dynamically change due to the current state of the system. In this paper, we introduce a general-purpose MRS case study, where the humans initiate requests that are achieved by the available robots. These requests require different plans that use the current capabilities of the available robots. After proposing an architecture that defines the solution components, three steps are followed. Firstly, modeling these components via a proper Architecture Description Language (ADL). Business Process Model and Notation (BPMN) is used as an ADL to represent the behaviors of every component, which is an essential need to model the solution. Secondly, simulating these components behaviors and interaction in form of software agents. Java Agent Development (JADE) middleware is used to develop the proposed model. JADE is based on a reactive agent approach, therefore it can simulate the dynamically interaction among the solution components. Finally, analyze the performance of the solution by defining a number of quantitative measurements, which can be obtained while simulating the system model, therefore the solution can be analyzed and compared to another architecture.
多机器人系统体系结构建模与仿真
多机器人系统(MRS)是智能网络物理系统的基础设施,其中机器人理解人类的需求,并因此协同合作来满足这一需求。对MRS进行建模是设计适当的系统体系结构的一个关键方面,因为该模型可用于模拟和度量所建议体系结构的性能。然而,MRS体系结构建模是一个非常困难的问题,因为它包含许多依赖的行为,这些行为由于系统的当前状态而动态变化。在本文中,我们介绍了一个通用的MRS案例研究,其中人类发起的请求由可用的机器人实现。这些请求需要使用现有机器人的当前能力的不同计划。在提出定义解决方案组件的体系结构之后,需要遵循三个步骤。首先,通过适当的体系结构描述语言(ADL)对这些组件进行建模。业务流程模型和符号(BPMN)用作ADL来表示每个组件的行为,这是对解决方案建模的基本需求。其次,以软件代理的形式模拟这些组件的行为和交互。使用Java Agent Development (JADE)中间件来开发所提出的模型。JADE基于反应性代理方法,因此它可以模拟解决方案组件之间的动态交互。最后,通过定义一些定量测量来分析解决方案的性能,这些测量可以在模拟系统模型时获得,因此可以分析解决方案并将其与另一个体系结构进行比较。
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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