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Fuzzy logic based energy and throughput aware design space exploration for MPSoCs

机译:基于模糊逻辑的能量和吞吐量感知的MPSoC设计空间探索

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Multicore architectures were introduced to mitigate the issue of increase in power dissipation with clock frequency. Introduction of deeper pipelines, speculative threading etc. for single core systems were not able to bring much increase in performance as compared to their associated power overhead. However for multicore architectures performance scaling with number of cores has always been a challenge. The Amdahl's law shows that the theoretical maximum speedup of a multicore architecture is not even close to the multiple of number of cores. With less amount of code in parallel having more number of cores for an application might just contribute in greater power dissipation instead of bringing some performance advantage. Therefore there is a need of an adaptive multicore architecture that can be tailored for the application in use for higher energy efficiency. In this paper a fuzzy logic based design space exploration technique is presented that is targeted to optimize a multicore architecture according to the workload requirements in order to achieve optimum balance between throughput and energy of the system. (C) 2015 Elsevier B.V. All rights reserved.
机译:引入了多核体系结构来缓解功耗随时钟频率增加的问题。与它们相关的功耗相比,针对单核系统的更深层次的管线,推测性线程等的引入无法带来性能的大幅提高。但是,对于多核体系结构,通过核数量进行性能扩展一直是一个挑战。阿姆达尔定律表明,多核体系结构的理论上最大加速甚至不接近核数的倍数。并行处理的代码量较少,而应用程序具有更多的内核数,则可能只会带来更大的功耗,而不带来某些性能优势。因此,需要可以针对使用中的应用量身定制的自适应多核架构,以实现更高的能源效率。本文提出了一种基于模糊逻辑的设计空间探索技术,旨在根据工作量要求优化多核体系结构,以实现系统吞吐量和能量之间的最佳平衡。 (C)2015 Elsevier B.V.保留所有权利。

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