Publication Details

Distributed Evolutionary Design of High Intensity Focused Ultrasound Treatment Plans

CHLEBÍK Jakub and JAROŠ Jiří. Distributed Evolutionary Design of High Intensity Focused Ultrasound Treatment Plans. In: IEEE International Conference on Systems, Man and Cybernetics . Melbourne: IEEE Circuits and Systems Society, 2021, pp. 2203-2208. ISBN 978-1-6654-4207-7.
Czech title
Distribuovaný evoluční návrh Ultrazvukových operačních plánů
Type
conference paper
Language
english
Authors
Chlebík Jakub, Ing. (DCSY FIT BUT)
Jaroš Jiří, doc. Ing., Ph.D. (DCSY FIT BUT)
Keywords

Distributed Evolution, Island population mode, Farmer-worker model, High-Intensity Focused Ultrasound

Abstract

High-Intensity Focused Ultrasound (HIFU) is a modern and still evolving technique used to treat a variety of solid malignant cells in a well-defined volume including breast, liver, pancreas, prostate or uterine broids or other general soft-tissue sarcomas. HIFU treatments allow a noninvasive and non-ionising approach when compared to more conventional cancer treatments, such as radio and chemo-therapy or open surgery, which can lead to a multitude of complications after the treatment. In recent years, a realistic thermal model accounting for patient-specific materials to design HIFU treatment plans was introduced, along with an evolutionary strategy to optimize them. However, the execution times of this model is too prohibitive to allow for a routine use. This paper presents a comparison of two distinct distributed evolutionary models employing a further optimized fitness model. The experiments show up to 6 times decrease in the evolution time. These improvements allowed to investigate a new real-life based benchmark and use-case.

Published
2021
Pages
2203-2208
Proceedings
IEEE International Conference on Systems, Man and Cybernetics
Conference
2021 IEEE International Conference on Systems, Man, and Cybernetics, Melbourne, AU
ISBN
978-1-6654-4207-7
Publisher
IEEE Circuits and Systems Society
Place
Melbourne, AU
DOI
10.1109/SMC52423.2021.9658580
UT WoS
000800532002030
EID Scopus
2-s2.0-85124252360
BibTeX 
@INPROCEEDINGS{FITPUB12560,
   author = "Jakub Chleb\'{i}k and Ji\v{r}\'{i} Jaro\v{s}",
   title = "Distributed Evolutionary Design of High Intensity Focused Ultrasound Treatment Plans",
   pages = "2203--2208",
   booktitle = "IEEE International Conference on Systems, Man and Cybernetics ",
   year = 2021,
   location = "Melbourne, AU",
   publisher = "IEEE Circuits and Systems Society",
   ISBN = "978-1-6654-4207-7",
   doi = "10.1109/SMC52423.2021.9658580",
   language = "english",
   url = "https://www.fit.vut.cz/research/publication/12560"
}
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