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Reliability and Makespan Optimization of Hardware Task Graphs in Partially Reconfigurable Platforms

机译:部分可重配置平台中硬件任务图的可靠性和优化设计

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摘要

This paper addresses the problem of reliability and makespan optimization of hardware task graphs in reconfigurable platforms by applying fault tolerance (FT) techniques to the running tasks based on the exploration of the Pareto set of solutions. In the presented solution, in contrast to the existing approaches in the literature, task graph scheduling, tasks parallelism, reconfiguration delay, and FT requirements are taken into account altogether. This paper first presents a model for hardware task graphs, task prefetch and scheduling, reconfigurable computer, and a fault model for reliability. Then, a mathematical model of an integer nonlinear multi-objective optimization problem is presented for improving the FT of hardware task graphs, scheduled in partially reconfigurable platforms. Experimental results show the positive impacts of choosing the FT techniques selected by the proposed solution, which is named Pareto-based. Thus, in comparison to nonfault-tolerant designs or other state-of-the-art FT approaches, without increasing makespan, about 850% mean time to failure (MTTF) improvement is achieved and, without degrading reliability, makespan is improved by 25%. In addition, experiments in fault-varying environments have demonstrated that the presented approach outperforms the existing state-of-the-art adaptive FT techniques in terms of both MTTF and makespan.
机译:本文基于对Pareto解决方案的探索,将容错(FT)技术应用于正在运行的任务,从而解决了可重构平台中硬件任务图的可靠性和跨度优化问题。在提出的解决方案中,与文献中的现有方法相比,完全考虑了任务图调度,任务并行性,重新配置延迟和FT要求。本文首先介绍了硬件任务图,任务预取和调度,可重配置计算机以及可靠性故障模型的模型。然后,提出了一个整数非线性多目标优化问题的数学模型,以改善在部分可重构平台中调度的硬件任务图的FT。实验结果表明,选择所提出的解决方案所选择的FT技术(基于Pareto的方法)具有积极影响。因此,与不容错的设计或其他最新的FT方法相比,在不增加制造时间的情况下,可以实现大约850%的平均故障时间(MTTF)改进,并且在不降低可靠性的情况下,制造时间可以提高25% 。此外,在不断变化的环境中进行的实验表明,该方法在MTTF和制造跨度方面均优于现有的最新自适应FT技术。

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