在网络系统中注入适应性智能的软件控制论

K. Ravindran, M. Rabby
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引用次数: 10

摘要

未来的网络系统预计将具有不同级别的适应能力:参数级、服务级和应用级。这些功能通常在多个系统层中实现,特定功能所需的控制逻辑驻留在与底层网络系统服务接口的应用程序代理中。我们采用软件控制论方法,其中智能物理系统模块(IPW)体现了核心适应功能,以响应不断变化的环境条件和用户输入。IPW在系统的有限工作区域内表现出智能行为。此外,它还增加了一个监控模块(ICW),该模块可容纳外部反馈回路,用于对不断变化的环境条件进行态势评估。我们对各种层次控制回路的自主管理属于信息物理系统(CPS)的范畴。当系统运行情况发生变化时,ICW用合适的控制参数和规则/程序修补IPW。本文通过一个基于软件工程的多源视频传输在带宽有限的网络路径上的案例研究阐明了IPW的概念。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Software cybernetics to infuse adaptation intelligence in networked systems
Future network systems are expected to have various levels of adaptation capabilities: at parametric level, service-level, and application-level. These capabilities are often realized in multiple system layers, with the control logic needed for a specific capability residing in the application agents interfacing with the underlying network system services. We employ a software cybernetics approach, where an intelligent physical system module (IPW) embodies the core adaptation functionality to respond to the changing environment conditions and user inputs. The IPW exhibits an intelligent behavior over a limited operating region of the system. And, it is augmented by a supervisory module (ICW) that houses external feedback loops for situational assessment of the changing environment conditions. Our autonomic management of various hierarchical control loops comes under the ambit of Cyber-Physical Systems (CPS). The ICW patches the IPW with suitable control parameters and rules/procedures when the system operating conditions change. The paper illuminates our concept of IPW with a software engineering-oriented case study of multi-source video transfer over a bandwidth-limited network path.
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