Distributed Evolutionary Design of High Intensity Focused Ultrasound Treatment Plans

Distributed Evolutionary Design of High Intensity Focused Ultrasound Treatment Plans

Stať ve sborníku v databázi WoS či Scopus

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.

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.

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

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

CHLEBÍK, J.; JAROŠ, J.

2022

08.10.2021

IEEE Circuits and Systems Society

Melbourne

978-1-6654-4207-7

IEEE International Conference on Systems, Man and Cybernetics

2203

2208

6

https://www.fit.vut.cz/research/publication/12560/

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