Toward a Fault-Tolerance Framework for COTS Many-Core Systems

Peter Munk, Mohammad Shadi Al Hakeem, Raphael Lisicki, Helge Parzyjegla, Jan Richling, Hans-Ulrich Heiß
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引用次数: 9

Abstract

Commercial-off-the-shelf (COTS) many-core processors offer the performance needed for computational-intensive safety-critical real-time applications such as autonomous driving. However, these consumer-grade many-core processors are increasingly susceptible to faults because of their highly integrated design. In this paper, we present a fault-tolerance framework that eases the usage of COTS many-core processors for safety-critical applications. Our framework employs an adaptable software-based fault-tolerance mechanism that combines N Modular Redundancy (NMR) with a repair process and a rejuvenating round robin voting scheme. A Stochastic Activity Network (SAN) model of the fault-tolerance mechanism allows the framework to adapt the parameters of the mechanism such that a specified target availability is achieved with minimum overhead. Experiments on a cycle-accurate simulator empirically prove the correctness of the SAN model and evaluate the overhead of the framework.
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面向COTS多核系统的容错框架
商用现货(COTS)多核处理器提供了自动驾驶等计算密集型安全关键实时应用所需的性能。然而,这些消费级多核处理器由于其高度集成的设计而越来越容易出现故障。在本文中,我们提出了一个容错框架,简化了对安全关键应用的COTS多核处理器的使用。我们的框架采用了一种适应性强的基于软件的容错机制,该机制将N模冗余(NMR)与修复过程和循环投票方案相结合。容错机制的随机活动网络(SAN)模型允许框架调整机制的参数,以便以最小的开销实现指定的目标可用性。在周期精确模拟器上的实验经验证明了SAN模型的正确性,并对框架的开销进行了评估。
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