Analysis of a Fault Tolerant Edge-Computing Microarchitecture Exploiting Vector Acceleration

Marcello Barbirotta, Abdallah Cheikh, A. Mastrandrea, F. Menichelli, M. Olivieri
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引用次数: 3

Abstract

Safety is one of the key rules for several application domains like automotive, avionics and the generally called Mission Critical applications. Over the past few years, a plethora of complex systems capable of executing smart applications were introduced in Edge Computing nodes, many of those require the availability of large amounts of data and computational resources, as some advanced AI edge devices rely on many integrated accelerated vector coprocessors that perform ML or DSP applications. On the other hand, safety being a key requirement mandates that the system be fault tolerant. In this paper, we present a comprehensive investigation about the integration of a configurable vector acceleration unit in a fault tolerant RISC-V soft core, introducing a redundant vector coprocessor suitable for all safety critical domains.
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利用矢量加速的容错边缘计算微体系结构分析
安全是几个应用领域的关键规则之一,如汽车、航空电子和通常被称为关键任务应用。在过去几年中,在边缘计算节点中引入了大量能够执行智能应用程序的复杂系统,其中许多系统需要大量数据和计算资源的可用性,因为一些先进的人工智能边缘设备依赖于许多集成的加速矢量协处理器来执行ML或DSP应用程序。另一方面,作为关键需求的安全性要求系统具有容错性。在本文中,我们全面研究了可配置矢量加速单元在容错RISC-V软核中的集成,引入了一个适用于所有安全关键领域的冗余矢量协处理器。
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