管理复杂网络系统自适应行为的软件控制论

K. Ravindran
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引用次数: 6

摘要

我们采用基于模型的软件(MBS)技术来评估网络系统S在不可控外部环境条件下的适应质量。由于输入参数空间的大维度及其与S中各种组件的相互作用,导致对S的I/O行为缺乏完整的了解。MBS技术通过多个“观察-适应”轮调整S的操作,并将S引导到参考输入规范。本文提供了一个基于网络物理系统(CPS)的软件结构来评估S输出行为的非功能属性,并自主调整其中的网络和算法参数,以有效控制S。本文通过带宽有限的网络路径上的qos感知视频速率自适应案例研究证实了我们基于CPS的方法。
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 manage adaptation behavior of complex network systems
We employ model-based software (MBS) techniques to assess the quality of adaptation in a network system S in the presence of uncontrollable external environment conditions. The lack of complete knowledge about the I/O behavior of S arises due to large dimensionality of the input parameter space and their interactions with the various components in S. The MBS techniques adapt the operations of S over multiple “observe-adapt” rounds and steer S towards a reference input specs. How close is the actual behavior to the reference input depicts the quality of adaptation by S. The paper provides a cyber-physical systems (CPS) based software structure to evaluate the non-functional attributes of the output behavior of S, and autonomically adjust the network and algorithm parameters therein for effective control of S. The paper corroborates our CPS-based approach with a case study of QoE-aware video rate adaptation over a bandwidth-limited network path.
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