A systematic approach to automated construction of power emulation models

• Published in: 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE) pp. 600 - 605
• Main Authors: Bjornseth, Benjamin A., Djupdal, Asbjorn, Natvig, Lasse
• Format: Conference Proceeding Journal Article
• Language: English
• Published: EDAA 01.03.2016
• Subjects: Accuracy; Application specific integrated circuits; Automation; Computational modeling; Computer programs; Construction; Design engineering; Electric power generation; Electronics; Emulation; Energy management; Hardware; Hardware design languages; Predictive models; State of the art
• ISSN: 1558-1101

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.