Tutorial: Evolutionary Design Methods in Electronic Design Automation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F24%3APU154697" target="_blank" >RIV/00216305:26230/24:PU154697 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ICCD63220.2024.001" target="_blank" >http://dx.doi.org/10.1109/ICCD63220.2024.001</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICCD63220.2024.001" target="_blank" >10.1109/ICCD63220.2024.001</a>
Alternative languages
Result language
angličtina
Original language name
Tutorial: Evolutionary Design Methods in Electronic Design Automation
Original language description
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.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/GA24-10990S" target="_blank" >GA24-10990S: Hardware-Aware Machine Learning: From Automated Design to Innovative and Explainable Solutions</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
IEEE 42nd International Conference on Computer Design (ICCD)
ISBN
979-8-3503-8040-8
ISSN
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e-ISSN
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Number of pages
2
Pages from-to
689-690
Publisher name
IEEE Computer Society
Place of publication
Milano
Event location
Milano
Event date
Nov 18, 2024
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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