Detail výsledku

Approximate Computing Architectures

HANIF, M.; MRÁZEK, V.; SHAFIQUE, M. Approximate Computing Architectures. In Handbook of Computer Architecture. Handbook of Computer Architecture. Singapore: Springer Nature Singapore, 2022. p. 1-41. ISBN: 978-981-1564-01-7.
Typ
kapitola, resp. kapitoly v odborné knize
Jazyk
anglicky
Autoři
HANIF, M.
Mrázek Vojtěch, Ing., Ph.D., UPSY (FIT)
Shafique Muhammad, FIT (FIT)
Abstrakt

Approximate computing is an emerging computing paradigm for improving the efficiency of error-tolerant applications. It allows designers to trade a negligible amount of accuracy for significant efficiency gains. This chapter provides an overview of approximate computing and how it can be exploited to offer improved efficiency while satisfying the user-defined accuracy/quality constraints. First, an overview of techniques for approximating arithmetic hardware modules is presented. Then, methodologies for efficient design space exploration of approximate modules and for building approximate accelerators are covered. Apart from hardware-level approximations, the chapter also discusses different software-level approximations and how they can be integrated with hardware approximations in a cross-layer design flow for building efficient systems.

Klíčová slova

approximate computing, cross-layer approximation, energy-efficient design

Rok
2022
Strany
1–41
Kniha
Handbook of Computer Architecture
Řada
Handbook of Computer Architecture
ISBN
978-981-1564-01-7
Vydavatel
Springer Nature Singapore
Místo
Singapore
DOI
BibTeX
@inbook{BUT175818,
  author="HANIF, M. and MRÁZEK, V. and SHAFIQUE, M.",
  title="Approximate Computing Architectures",
  booktitle="Handbook of Computer Architecture",
  year="2022",
  publisher="Springer Nature Singapore",
  address="Singapore",
  series="Handbook of Computer Architecture",
  pages="1--41",
  doi="10.1007/978-981-15-6401-7\{_}27-1",
  isbn="978-981-1564-01-7",
  url="https://www.fit.vut.cz/research/publication/12568/"
}
Soubory
Projekty
Automatizovaný návrh hardwarových akcelerátorů pro strojového učení zohledňující výpočetní zdroje, GAČR, Standardní projekty, GA21-13001S, zahájení: 2021-01-01, ukončení: 2023-12-31, ukončen
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