The challenge of real-time multi-agent systems for enabling IoT and CPS

D. Calvaresi, Mauro Marinoni, A. Sturm, M. Schumacher, G. Buttazzo
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引用次数: 82

Abstract

Techniques originating from the Internet of Things (IoT) and Cyber-Physical Systems (CPS) areas have extensively been applied to develop intelligent and pervasive systems such as assistive monitoring, feedback in telerehabilitation, energy management, and negotiation. Those application domains particularly include three major characteristics: intelligence, autonomy and real-time behavior. Multi-Agent Systems (MAS) are one of the major technological paradigms that are used to implement such systems. However, they mainly address the first two characteristics, but miss to comply with strict timing constraints. The timing compliance is crucial for safety-critical applications operating in domains such as healthcare and automotive. The main reasons for this lack of real-time satisfiability in MAS originate from current theories, standards, and technological implementations. In particular, internal agent schedulers, communication middlewares, and negotiation protocols have been identified as co-factors inhibiting the real-time compliance. This paper provides an analysis of such MAS components and pave the road for achieving the MAS compliance with strict timing constraints, thus fostering reliability and predictability.
实现物联网和CPS的实时多代理系统的挑战
源自物联网(IoT)和网络物理系统(CPS)领域的技术已广泛应用于开发智能和普适系统,如辅助监控、远程康复反馈、能源管理和协商。这些应用领域特别包括三个主要特征:智能、自主和实时行为。多智能体系统(MAS)是用于实现此类系统的主要技术范式之一。然而,它们主要解决前两个特征,而没有遵守严格的时间约束。时间合规性对于在医疗保健和汽车等领域运行的安全关键型应用程序至关重要。MAS缺乏实时可满足性的主要原因源于当前的理论、标准和技术实现。特别是,内部代理调度器、通信中间件和协商协议已被确定为抑制实时遵从性的辅助因素。本文提供了这些MAS组件的分析,并为实现具有严格时间约束的MAS合规铺平了道路,从而促进了可靠性和可预测性。
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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