Integrating AI Microservices into Hard-Real-Time SoS to Ensure Trustworthiness of Digital Enterprise Using Mission Engineering

Alvin C. Murphy, James D. Moreland
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Abstract

Due to the increased complexities and operating speeds of today’s and tomorrow’s system-of-systems (SoS) architectural configurations for digital enterprises, the design of new domain architecture management systems is required. A key element of these new designs will be the incorporation of Artificial Intelligence (AI) microservices to provide dynamically containerized and orchestrated service capabilities within a lightweight interoperability fabric with the ability to operate in hard-real-time environments. Each containerized AI microservice exposes an independent, programmable function, which enables it to be easily reused, evolved, or replaced without compromising interoperability across critical mission essential functions to execute mission threads. In addition, embedded in this design needs to be a trust management layer to enforce reliable messaging and trust amongst the actors. This paper provides a framework for planned research and demonstrates the feasibility of microservices using a representative simple problem to demonstrate the application of the framework. Early positive analysis results using AI microservices within an SoS environment shows that the 500 milli-second (ms) threshold for latency can be met.
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利用任务工程将人工智能微服务集成到硬实时SoS中,确保数字化企业的可信赖性
由于当今和未来数字化企业的系统的体系结构配置的复杂性和操作速度的增加,需要设计新的领域体系结构管理系统。这些新设计的一个关键元素将是人工智能(AI)微服务的结合,在轻量级互操作性结构中提供动态容器化和编排的服务功能,并具有在硬实时环境中运行的能力。每个容器化的AI微服务都暴露了一个独立的、可编程的功能,这使得它可以很容易地被重用、发展或替换,而不会影响执行任务线程的关键任务基本功能之间的互操作性。此外,在此设计中还需要嵌入一个信任管理层,以在参与者之间强制执行可靠的消息传递和信任。本文为有计划的研究提供了一个框架,并通过一个具有代表性的简单问题来演示微服务的可行性。在SoS环境中使用AI微服务的早期积极分析结果表明,可以满足500毫秒(ms)的延迟阈值。
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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