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Designing Heterogeneous Embedded Network-on-Chip Platforms With Users in Mind

机译:充分考虑用户的需求,设计异构嵌入式片上网络平台

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摘要

In this paper, we propose a user-centric design methodology targeting heterogeneous embedded systems-on-chip where communication happens via the network-on-chip approach. More precisely, in this new design methodology, we consider explicitly the information about the user experience and apply machine learning techniques to develop a design flow which aims at minimizing the workload variance; this allows the system to better adapt to different types of user needs and workload variations. Our experimental results show that by considering the user experience into the design space exploration step, the system platforms generated by our approach achieve more than 30% energy savings, on average, compared to the single platform derived from the traditional design flow; this implies that each system configuration we generate is highly suitable for the targeted class of user and workload behaviors.
机译:在本文中,我们提出了一种以用户为中心的设计方法,该方法针对异构嵌入式芯片上系统,其中通信是通过芯片上网络方法进行的。更准确地说,在这种新的设计方法中,我们明确考虑了有关用户体验的信息,并应用了机器学习技术来开发旨在最小化工作负载差异的设计流程。这使系统可以更好地适应不同类型的用户需求和工作负载变化。我们的实验结果表明,考虑到设计空间探索步骤中的用户体验,与传统设计流程衍生的单个平台相比,我们的方法所生成的系统平台平均可节省30%以上的能耗;这意味着我们生成的每个系统配置都非常适合目标用户类别和工作负载行为。

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