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A Systematic Approach to Automated Construction of Power Emulation Models

机译:自动构建电力仿真模型的系统方法

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摘要

Efficient estimation of power consumption is vital when designing large digital systems. The technique called power emulation can speed up estimation by implementing power models alongside a design on an FPGA. Current state-of-the-art power emulation methods construct models using various custom techniques, but there is no study on how the existing methods relate to each other nor how their differences impact the final quality of the model. We propose a methodology which describes the breadth of current approaches to automated construction of power emulation models. We also evaluate the current methods, finding that there is significant variation in accuracy and complexity. In 32.8 % of all tests, the average accuracy of the least complex method is better than that of the most advanced method at less than 0.3 % the hardware overhead. This result fuels the hope that further innovation may yield models with high accuracy at low implementation cost. Our software frameworks and experimental data are made available to promote continued work on the field.
机译:在设计大型数字系统时,有效的功耗估算至关重要。通过在FPGA上与设计一起实现功耗模型,称为功耗仿真的技术可以加快估算速度。当前最先进的功率仿真方法使用各种自定义技术来构建模型,但是没有研究现有方法如何相互关联以及它们之间的差异如何影响模型的最终质量。我们提出了一种方法,该方法描述了电源仿真模型的自动构建的当前方法的广度。我们还评估了当前的方法,发现准确性和复杂性存在显着差异。在所有测试中的32.8%中,最不复杂的方法的平均准确度比最先进的方法好,且硬件开销不到0.3%。这一结果激发了人们的希望,即进一步的创新可以以较低的实施成本生成高精度的模型。我们提供了软件框架和实验数据,以促进在该领域的持续工作。

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