Department of Computer Systems

Designing and exploiting libraries of approximate circuits

Czech title:Navrhování a využívání knihoven aproximativních obvodů
Research leader:Sekanina Lukáš
Team members:Bidlo Michal, Strnadel Josef, Vašíček Zdeněk
Agency:Czech Science Foundation
Code:GA19-10137S
Start:2019-01-01
End:2021-12-31
Keywords:approximate circuit, computer aided design, genetic programming, evolvable hardware, digital circuit library
Annotation:
Approximate circuits are building blocks of complex systems on a chip that can exchange the quality of processing for power consumption reduction. The design of an approximate circuit showing good tradeoffs between the error and other parameters is still a challenging task. We propose to reduce the design time and increase the complexity of circuits that can routinely be approximated by (i) developing a comprehensive library of elementary approximate circuits and (ii) introducing suitable compositional schemes exploiting the elementary circuits available in the library. Assembling a complex approximate circuit from approximate sub-circuits is a challenging problem as it is, in general, unclear how to perform the (de)composition and how the errors of these sub-circuits manifest at the global level. The project seeks the following contributions: (1) efficient deterministic and evolutionary compositional algorithms for approximate circuit design, (2) a library containing over 1 million approximate circuits, and (3) new knowledge about approximate circuits by analyzing the library.

Publications

2019MRÁZEK Vojtěch, HANIF Muhammad A., VAŠÍČEK Zdeněk, SEKANINA Lukáš and SHAFIQUE Muhammad. autoAx: An Automatic Design Space Exploration and Circuit Building Methodology from Elementary Approximate Components. In: The 56th Annual Design Automation Conference 2019 (DAC '19). Las Vegas, 2019, pp. 1-6. ISBN 978-1-4503-6725-7.
 REK Petr and SEKANINA Lukáš. TypeCNN: CNN Development Framework With Flexible Data Types. In: Design, Automation and Test in Europe Conference. TBD, 2019, pp. 1-4.
 VAŠÍČEK Zdeněk, MRÁZEK Vojtěch and SEKANINA Lukáš. Automated Circuit Approximation Method Driven by Data Distribution. In: Design, Automation and Test in Europe Conference. TBA, 2019, pp. 1-6.

Your IPv4 address: 54.196.208.187
Switch to https

DNSSEC [dnssec]