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Resilience in Large Scale Distributed Systems

机译:大规模分布式系统中的弹性

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Distributed systems are comprised of multiple subsystems that interact in two distinct ways: (1) physical interactions and (2) cyber interactions; i.e. sensors, actuators and computers controlling these subsystems, and the network over which they communicate. A broad class of cyber-physical systems (CPS) are described by such interactions, such as the smart grid, platoons of autonomous vehicles and the sensorimotor system. This paper will survey recent progress in developing a coherent mathematical framework that describes the rich CPS "design space" of fundamental limits and tradeoffs between efficiency, robustness, adaptation, verification and scalability. Whereas most research treats at most one of these issues, we attempt a holistic approach in examining these metrics. In particular, we will argue that a control architecture that emphasizes scalability leads to improvements in robustness, adaptation, and verification, all the while having only minor effects on efficiency- i.e. through the choice of a new architecture, we believe that we are able to bring a system closer to the true fundamental hard limits of this complex design space.
机译:分布式系统由多个子系统组成,它们以两种不同的方式交互:(1)物理交互和(2)网络相互作用;即控制这些子系统的传感器,执行器和计算机,以及它们进行通信的网络。通过这种相互作用,例如智能电网,自主车辆的镀隙和传感器系统的相互作用描述了广泛的网络物理系统(CPS)。本文将调查最近在开发一致数学框架方面的进展,该框架描述了效率,鲁棒性,适应,验证性和可扩展性之间的基本限制和权衡的丰富的CPS“设计空间”。虽然大多数研究在这些问题中的大部分中都有一个,但我们在检查这些指标时尝试了整体方法。特别地,我们将争辩说,强调可扩展性的控制架构导致鲁棒性,适应和验证的改进,所有的虽然只有对效率的微小影响 - 即通过选择新的架构,我们相信我们能够将系统靠近这种复杂的设计空间的真正基本硬限制。

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