Genetic Programming based Constructive Algorithm with Penalty Function for Hardware/Software Cosynthesis of Embedded Systems

Adam Górski; Maciej Ogorzałek

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Paper

Genetic Programming based Constructive Algorithm with Penalty Function for Hardware/Software Cosynthesis of Embedded Systems

Topics: Artificial Intelligence Applications; Embedded Systems; Real-Time Systems

In Proceedings of the 16th International Conference on Software Technologies ICSOFT - Volume 1, 583-588, 2021

Authors: Adam Górski and Maciej Ogorzałek

Affiliation: Department of Information Technologies, Jagiellonian University in Cracow, Prof. Stanisława Łojasiewicza 11, Cracow, Poland

Keyword(s): Artificial Intelligence, Embedded Systems, Genetic Programming, Penalty Function, Hardware/Software Co-Synthesis.

Abstract: In this work we present a constructive genetic programming method with penalty function for hw/sw cosynthesis of embedded systems. The genotype is a tree which contains in its nodes system construction options. Unlike existing solutions in this approach individuals which violate time constrains are investigated during evolution process. Therefore the algorithm is even more able to escape local minima of optimizing parameters.

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Paper citation in several formats:

Górski, A. and Ogorzałek, M. (2021). Genetic Programming based Constructive Algorithm with Penalty Function for Hardware/Software Cosynthesis of Embedded Systems. In Proceedings of the 16th International Conference on Software Technologies - ICSOFT; ISBN 978-989-758-523-4; ISSN 2184-2833, SciTePress, pages 583-588. DOI: 10.5220/0010605005830588

@conference{icsoft21,
author={Adam Górski. and Maciej Ogorzałek.},
title={Genetic Programming based Constructive Algorithm with Penalty Function for Hardware/Software Cosynthesis of Embedded Systems},
booktitle={Proceedings of the 16th International Conference on Software Technologies - ICSOFT},
year={2021},
pages={583-588},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010605005830588},
isbn={978-989-758-523-4},
issn={2184-2833},
}

TY - CONF

JO - Proceedings of the 16th International Conference on Software Technologies - ICSOFT
TI - Genetic Programming based Constructive Algorithm with Penalty Function for Hardware/Software Cosynthesis of Embedded Systems
SN - 978-989-758-523-4
IS - 2184-2833
AU - Górski, A.
AU - Ogorzałek, M.
PY - 2021
SP - 583
EP - 588
DO - 10.5220/0010605005830588
PB - SciTePress