Detail výsledku

ADEE-LID: Automated Design of Energy-Efficient Hardware Accelerators for Levodopa-Induced Dyskinesia Classifiers

HURTA, M.; MRÁZEK, V.; DRAHOŠOVÁ, M.; SEKANINA, L. ADEE-LID: Automated Design of Energy-Efficient Hardware Accelerators for Levodopa-Induced Dyskinesia Classifiers. In 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE). Antwerp: Institute of Electrical and Electronics Engineers, 2023. p. 1-2. ISBN: 978-3-9819263-7-8.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Abstrakt

Levodopa, a drug used to treat symptoms of Parkinson's disease, is connected to side effects known as Levodopa-induced dyskinesia (LID). LID is difficult to classify during a physician's visit. A wearable device allowing long-term and continuous classification would significantly help with dosage adjustments. This paper deals with an automated design of energy-efficient hardware accelerators for such LID classifiers. The proposed accelerator consists of a feature extractor and a classifier co-designed using genetic programming. Improvements are achieved by introducing a variable bit width for arithmetic operators, eliminating redundant registers, and using precise energy consumption estimation for Pareto front creation. Evolved solutions reduce energy consumption while maintaining classification accuracy comparable to the state of the art.

Klíčová slova

levodopa-induced dyskinesia, energy efficient,
hardware accelerator, genetic programming

URL
Rok
2023
Strany
1–2
Sborník
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)
Konference
Design, Automation and Test in Europe
ISBN
978-3-9819263-7-8
Vydavatel
Institute of Electrical and Electronics Engineers
Místo
Antwerp
DOI
UT WoS
001027444200139
EID Scopus
BibTeX
@inproceedings{BUT184452,
  author="Martin {Hurta} and Vojtěch {Mrázek} and Michaela {Drahošová} and Lukáš {Sekanina}",
  title="ADEE-LID: Automated Design of Energy-Efficient Hardware Accelerators for Levodopa-Induced Dyskinesia Classifiers",
  booktitle="2023 Design, Automation & Test in Europe Conference & Exhibition (DATE)",
  year="2023",
  pages="1--2",
  publisher="Institute of Electrical and Electronics Engineers",
  address="Antwerp",
  doi="10.23919/DATE56975.2023.10137079",
  isbn="978-3-9819263-7-8",
  url="https://ieeexplore.ieee.org/document/10137079"
}
Projekty
Application-specific HW/SW architectures and their applications, VUT, Vnitřní projekty VUT, FIT-S-23-8141, zahájení: 2023-03-01, ukončení: 2026-02-28, řešení
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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