DocumentCode
736413
Title
The physical modeling and simulation of soft tissue deformation based on LSSVM
Author
Tian, Wang ; Fang, Zhao ; Zhuqiang, Li ; Yutong, Wang ; Jinliang, Han
Author_Institution
College of Automation, Harbin Engineering University, Harbin 150000, China
fYear
2015
fDate
28-30 July 2015
Firstpage
1929
Lastpage
1934
Abstract
The accuracy of soft tissue deformation model greatly influences on the reality virtual surgery system. The paper proposed a soft tissue deformation modeling method which combined truth deformation data with least squares support vector machine (LSSVM), and established relation model between pressed force and deformation by pressed experiment data. Finally we used genetic algorithm to optimize the parameters of Least Squares Support Vector Machine(LSSVM) to achieve the simulation of soft tissue deformation physical model. The simulation and analysis of multigroup identification results show the physical deformation model based on truth deformation data has higher stability and reality.
Keywords
Biological tissues; Computational modeling; Data models; Deformable models; Force; Solid modeling; Surgery; LSSVM; Virtual surgery; genetic algorithm; soft tissue deformation model;
fLanguage
English
Publisher
ieee
Conference_Titel
Control Conference (CCC), 2015 34th Chinese
Conference_Location
Hangzhou, China
Type
conf
DOI
10.1109/ChiCC.2015.7259926
Filename
7259926
Link To Document