Conference paper

VAŠÍČEK Zdeněk, MRÁZEK Vojtěch and SEKANINA Lukáš. Automated Circuit Approximation Method Driven by Data Distribution. In: Design, Automation and Test in Europe Conference. Florence: European Design and Automation Association, 2019, pp. 96-101. ISBN 978-3-9819263-2-3.
Publication language:english
Original title:Automated Circuit Approximation Method Driven by Data Distribution
Title (cs):Automatizovaná metoda aproximace obvodů řízená distribucí dat
Pages:96-101
Proceedings:Design, Automation and Test in Europe Conference
Conference:Design, Automation and Test in Europe Conference
Place:Florence, IT
Year:2019
ISBN:978-3-9819263-2-3
Publisher:European Design and Automation Association
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Keywords
digital circuit, approximate circuit, functional approximation, neural network
Annotation
We propose an application-tailored data-driven fully automated method for functional approximation of combinational circuits. We demonstrate how an application-level error metric such as the classification accuracy can be translated to a component-level error metric needed for an efficient and fast search in the space of approximate low-level components that are used in the application. This is possible by employing a weighted mean error distance (WMED) metric for steering the circuit approximation process which is conducted by means of genetic programming. WMED introduces a set of weights (calculated from the data distribution measured on a selected signal in a given application) determining the importance of each input vector for the approximation process. The method is evaluated using synthetic benchmarks and application-specific approximate MAC (multiply-and-accumulate) units that are designed to provide the best trade-offs between the classification accuracy and power consumption of two image classifiers based on neural networks.
BibTeX:
@INPROCEEDINGS{
   author = {Zden{\v{e}}k Va{\v{s}}{\'{i}}{\v{c}}ek and
	Vojt{\v{e}}ch Mr{\'{a}}zek and Luk{\'{a}}{\v{s}}
	Sekanina},
   title = {Automated Circuit Approximation Method Driven by
	Data Distribution},
   pages = {96--101},
   booktitle = {Design, Automation and Test in Europe Conference},
   year = {2019},
   location = {Florence, IT},
   publisher = {European Design and Automation Association},
   ISBN = {978-3-9819263-2-3},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=11821}
}

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