Sensitivity Analysis and Uncertainty Quantification of Effective Models for Microwave Thermal Ablation of Liver Tumors

被引:0
|
作者
Tokoutsi, Zoi [1 ]
Baragona, Marco [1 ]
机构
[1] Philips Res, Eindhoven, Netherlands
关键词
Microwave Ablation; Sensitivity Analysis; Uncertainty Quantification; TEMPERATURE; PARAMETERS;
D O I
10.1007/978-3-031-62502-2_17
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper analyzes the sensitivity to tissue properties of previously described effective biophysical models of microwave liver tumor ablations. Based on the results of the sensitivity analysis, the electrical conductivity and the blood perfusion rate are the most significant model parameters. These parameters are included in a probabilistic model for fast, approximate uncertainty quantification, derived using the mean- value first-order second-moment method (MVFOSM). The MVFOSM model can capture well the mean and standard deviation of the temperature and the thermal damage at the end of ablation but is affected by noise in the calculation of the ablation volume in time. The results of the MVFOSM model are validated against Monte Carlo predictions.
引用
收藏
页码:145 / 154
页数:10
相关论文
共 50 条
  • [31] Microwave Ablation of Hepatic Tumors Abutting the Diaphragm Is Safe and Effective
    Smolock, Amanda R.
    Lubner, Meghan G.
    Ziemlewicz, Timothy J.
    Hinshaw, J. Louis
    Kitchin, Douglas R.
    Brace, Christopher L.
    Lee, Fred T., Jr.
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2015, 204 (01) : 197 - 203
  • [32] Uncertainty Quantification and Sensitivity Analysis of Transonic Aerodynamics with Geometric Uncertainty
    Wu, Xiaojing
    Zhang, Weiwei
    Song, Shufang
    INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING, 2017, 2017 : 1 - 16
  • [33] Special Issue: Sensitivity Analysis and Uncertainty Quantification
    Serban, Radu
    Wang, Yan
    Choi, Kyung K.
    Jayakumar, Paramsothy
    JOURNAL OF COMPUTATIONAL AND NONLINEAR DYNAMICS, 2019, 14 (02):
  • [34] EXTENDED FORWARD SENSITIVITY ANALYSIS FOR UNCERTAINTY QUANTIFICATION
    Zhao, Haihua
    Mousseau, Vincent A.
    NUCLEAR TECHNOLOGY, 2013, 181 (01) : 184 - 195
  • [35] Microwave ablation of liver tumors: degree of tissue contraction as compared to RF ablation
    Lee, Jeong Kyong
    Siripongsakun, Surachate
    Bahrami, Simin
    Raman, Steven S.
    Sayre, James
    Lu, David S.
    ABDOMINAL RADIOLOGY, 2016, 41 (04) : 659 - 666
  • [36] Microwave ablation of liver tumors: degree of tissue contraction as compared to RF ablation
    Jeong Kyong Lee
    Surachate Siripongsakun
    Simin Bahrami
    Steven S. Raman
    James Sayre
    David S. Lu
    Abdominal Radiology, 2016, 41 : 659 - 666
  • [37] Ultrasound-guided ablation of malignant liver tumors: Radiofrequency and microwave ablation
    Kasten P.
    Potthoff A.
    Der Gastroenterologe, 2018, 13 (4): : 284 - 291
  • [38] A GENERAL FRAMEWORK FOR EXPERIMENTAL DESIGN, UNCERTAINTY QUANTIFICATION AND SENSITIVITY ANALYSIS OF COMPUTER SIMULATION MODELS
    Wu, Sichao
    Mortveit, Henning S.
    2015 WINTER SIMULATION CONFERENCE (WSC), 2015, : 1139 - 1150
  • [39] Sensitivity analysis, uncertainty quantification, and optimization for thermochemical properties in chemical kinetic combustion models
    vom Lehn, Florian
    Cai, Liming
    Pitsch, Heinz
    PROCEEDINGS OF THE COMBUSTION INSTITUTE, 2019, 37 (01) : 771 - 779
  • [40] UNCERTAINTY QUANTIFICATION AND SENSITIVITY ANALYSIS OF MATERIAL PARAMETERS IN CRYSTAL PLASTICITY FINITE ELEMENT MODELS
    Khadyko, Mikhail
    Sturdy, Jacob
    Dumoulin, Stephane
    Hellevik, Leif Rune
    Hopperstad, Odd Sture
    JOURNAL OF MECHANICS OF MATERIALS AND STRUCTURES, 2018, 13 (03) : 379 - 400