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首页> 外文期刊>Journal of Low Power Electronics >A Low Power Design Space Exploration Methodology Based on High Level Models and Confidence Intervals
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A Low Power Design Space Exploration Methodology Based on High Level Models and Confidence Intervals

机译:基于高级模型和置信区间的低功耗设计空间探索方法

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Power consumption is nowadays a critical design constraint for circuits and systems. To efficiently guide early choices in the design flow, high-level estimations must be available. In order to address the different abstraction levels and the various targets, a global methodology is proposed here to elaborate suitable models. In this paper we are interested in exploring low consumption architectures in order to deduce that which meet(s) the constraints most. For this aim, several low power methodologies were established. They treat the energy consumption optimization problem at several levels especially on specific components like the hardware, or on the software, or on the communication or on the memory separately, and seldom on the whole system. However, as target architectures become complex, a global methodology that offers more efficient low power exploration becomes necessary. In fact, we propose a low power methodology based on rich performances models as well as a low power exploration technique. A complete model is proposed in order to deduce the total performances of the system according to the architecture and the application parameters. This model is used during exploration thanks to a technique based on simulated annealing. This technique makes it possible to exploit exploration according to several levels of granularity in order to be able to choose the level, which allows ensuring a precise and fast exploration. Moreover, an estimation frameworks and the mathematic approach are presented in this paper using a confidence interval.
机译:如今,功耗已成为电路和系统的关键设计约束。为了有效地指导设计流程中的早期选择,必须提供高级估计。为了解决不同的抽象级别和各种目标,这里提出了一种全局方法来阐述合适的模型。在本文中,我们有兴趣探索低功耗架构,以便推断出最符合约束条件的架构。为此,建立了几种低功耗方法。他们从多个层面来处理能耗优化问题,尤其是在诸如硬件,软件,通信或内存之类的特定组件上,并且很少在整个系统上。但是,随着目标体系结构的复杂化,提供更有效的低功耗探测的全局方法变得很有必要。实际上,我们提出了一种基于丰富性能模型的低功耗方法论以及一种低功耗探索技术。提出了一个完整的模型,以根据体系结构和应用参数推导系统的整体性能。由于基于模拟退火的技术,该模型可在勘探期间使用。为了能够选择级别,该技术使得可以根据几个粒度级别来利用探查,从而可以确保精确而快速的探查。此外,本文使用置信区间给出了估计框架和数学方法。

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