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Optimization of Evolutionary Strategy using Island Model to Design HIFU Treatment Plans

KUKLIŠ, F. Optimization of Evolutionary Strategy using Island Model to Design HIFU Treatment Plans. Sborník semináře PAD 2019. Doksy: Academic and Medical Conference Agency, 2019. p. 5-8. ISBN: 978-80-88214-20-5.
Type
conference paper
Language
English
Authors
Kukliš Filip, Ing., DCSY (FIT)
Abstract

High Intensity Focused Ultrasound (HIFU) is anemerging technique for non-invasive cancer treatment wheremalignant tissue is destroyed by thermal ablation. The treatmentplan consists of a series of HIFU sonications since one sonicationdestroys only a small volume of tissue. The high-quality treatmentplans with a precise HIFU positioning need to be generated todestroy all malignant tissue and prevent damage to surroundinghealthy tissue. Here, we present an optimized evolutionarystrategy that uses an island model to design HIFU treatment plansusing patient-specific material properties and a realistic thermalmodel. Although the original strategy was able to create high-quality treatment plans, the execution time too high. The proposedversion allows finding the solution more than 6-times faster,moreover, with a higher success rate.

Keywords

treatment planning, HIFU, evolutionary strategy, island model

Published
2019
Pages
5–8
Proceedings
Sborník semináře PAD 2019
Conference
Počítačové architektury a diagnostika 2019
ISBN
978-80-88214-20-5
Publisher
Academic and Medical Conference Agency
Place
Doksy
BibTeX
@inproceedings{BUT161855,
  author="Filip {Kukliš}",
  title="Optimization of Evolutionary Strategy using Island Model to Design HIFU Treatment Plans",
  booktitle="Sborník semináře PAD 2019",
  year="2019",
  pages="5--8",
  publisher="Academic and Medical Conference Agency",
  address="Doksy",
  isbn="978-80-88214-20-5",
  url="https://www.fit.vut.cz/research/publication/12034/"
}
Files
Projects
IT4Innovations excellence in science, MŠMT, Národní program udržitelnosti II, LQ1602, start: 2016-01-01, end: 2020-12-31, completed
Pokročilé paralelní a vestavěné počítačové systémy, BUT, Vnitřní projekty VUT, FIT-S-17-3994, start: 2017-03-01, end: 2020-02-29, completed
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