Detail publikace

Tutorial: Evolutionary Design Methods in Electronic Design Automation

SEKANINA, L.

Originální název

Tutorial: Evolutionary Design Methods in Electronic Design Automation

Typ

článek ve sborníku mimo WoS a Scopus

Jazyk

angličtina

Originální abstrakt

The use of evolutionary algorithms (EAs) for the automated design of programs, electronic circuits, neural networks, and other computational structures has become a fruitful approach in the last two decades. The advantage of EAs is that they can handle the design process in a holistic, multiobjective way and create solutions with unique properties. This tutorial surveys the key ingredients of EAs and focuses mainly on genetic programming. It presents several techniques (such as incorporating formal verification methods and surrogate models) to improve the scalability of the method. Examples of evolved solutions (approximate arithmetic circuits, neural network architectures, and image filters) that show unique properties compared to conventional designs are presented and discussed.

Klíčová slova

accelerator, approximate circuit, electronic design automation, genetic programming, machine learning

Autoři

SEKANINA, L.

Vydáno

18. 11. 2024

Nakladatel

IEEE Computer Society

Místo

Milano

ISBN

979-8-3503-8040-8

Kniha

IEEE 42nd International Conference on Computer Design (ICCD)

Strany od

689

Strany do

690

Strany počet

2

BibTex

@inproceedings{BUT193352,
  author="Lukáš {Sekanina}",
  title="Tutorial: Evolutionary Design Methods in Electronic Design Automation",
  booktitle="IEEE 42nd International Conference on Computer Design (ICCD)",
  year="2024",
  pages="689--690",
  publisher="IEEE Computer Society",
  address="Milano",
  doi="10.1109/ICCD63220.2024.001",
  isbn="979-8-3503-8040-8"
}