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ČEŠKA, M. MATYÁŠ, J. MRÁZEK, V. VOJNAR, T.
Original Title
Designing Approximate Arithmetic Circuits with Combined Error Constraints
Type
conference paper
Language
English
Original Abstract
Approximate circuits trading the power consumption for the quality of results play a key role in the development of energy-aware systems. Designing complex approximate circuits is, however, a very difficult and computationally demanding process. When deploying approximate circuits, various error metrics (e.g., mean average error, worst-case error, error rate), as well as other constraints (e.g., correct multiplication by~0), have to be considered. The state-of-the-art approximation methods typically focus on a single metric which significantly limits the applicability of the resulting circuits. In this paper, we experimentally investigate how various error metrics and their combinations affect the reduction of the power consumption that can be achieved. To this end, we extend evolutionary-driven techniques that allow us to effectively explore the design space of the approximate circuits. We identify principal limitations when complex error constraints are required as well as important correlations among the error metrics enabling the construction of circuits providing the best-known trade-offs between the power reduction and combined error constraints.
Keywords
approximate circuit, evolutionary design, error metrics
Authors
ČEŠKA, M.; MATYÁŠ, J.; MRÁZEK, V.; VOJNAR, T.
Released
31. 8. 2022
Publisher
Institute of Electrical and Electronics Engineers
Location
Gran Canaria
ISBN
978-1-6654-7404-7
Book
Proceeding of 25th Euromicro Conference on Digital System Design 2022 (DSD'22)
Pages from
785
Pages to
792
Pages count
8
BibTex
@inproceedings{BUT178284, author="Milan {Češka} and Jiří {Matyáš} and Vojtěch {Mrázek} and Tomáš {Vojnar}", title="Designing Approximate Arithmetic Circuits with Combined Error Constraints", booktitle="Proceeding of 25th Euromicro Conference on Digital System Design 2022 (DSD'22)", year="2022", pages="785--792", publisher="Institute of Electrical and Electronics Engineers", address="Gran Canaria", doi="10.1109/DSD57027.2022.00110", isbn="978-1-6654-7404-7" }