Multidisciplinary design optimization of dental implant based on finite element method and surrogate models

被引:16
|
作者
Shi, Maolin [1 ]
Li, Hongyou [2 ]
Liu, Xiaomei [2 ]
机构
[1] Dalian Univ Technol, Sch Mech Engn, Daliao 116024, Peoples R China
[2] Huaqiao Univ, Coll Mech Engn & Automat, Xiamen 361021, Peoples R China
关键词
Dental implant; FEM; Implant-bone interface; Stress;
D O I
10.1007/s12206-017-0955-x
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
This study aims to propose a Multidisciplinary design optimization (MDO) approach for dental implant based on Finite element method (FEM), surrogate model and a new MDO algorithm. FEM is used to calculate the stress at the implant-bone interface first. Two surrogate models, Support vector regression (SVR) and Kriging (KRG) are built to replace FEM in the following MDO of dental implant, and their verifications indicate their accuracies. A new multidisciplinary design optimization algorithm, named as Homogenization-target-values MDO algorithm (HTV-MDO), is established and first tested by a numerical example to demonstrate its effectiveness. After that, it is applied to the MDO of dental implant based on the SVM and KRG. The results indicate that the new MDO approach proposed in this study can effectively deal with the MDO of dental implant. The stress is reduced greatly with other characteristics of dental implant (contact area and volume of implant in this study) optimizing or slightly deteriorating. This approach can be expanded to other MDO of different bio-implants.
引用
收藏
页码:5067 / 5073
页数:7
相关论文
共 50 条
  • [21] Multidisciplinary design for structural integrity using a collaborative optimization method based on adaptive surrogate modelling
    Meng, Debiao
    Li, Yan
    He, Chao
    Guo, Jinbao
    Lv, Zhiyuan
    Wu, Peng
    MATERIALS & DESIGN, 2021, 206 (206)
  • [22] A surrogate based multistage-multilevel optimization procedure for multidisciplinary design optimization
    Yao, Wen
    Chen, Xiaoqian
    Ouyang, Qi
    van Tooren, Michel
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2012, 45 (04) : 559 - 574
  • [23] A surrogate based multistage-multilevel optimization procedure for multidisciplinary design optimization
    Wen Yao
    Xiaoqian Chen
    Qi Ouyang
    Michel van Tooren
    Structural and Multidisciplinary Optimization, 2012, 45 : 559 - 574
  • [24] Optimization of the Conical Angle Design in Conical Implant-Abutment Connections: A Pilot Study Based on the Finite Element Method
    Yao, Kuang-Ta
    Chen, Chen-Sheng
    Cheng, Cheng-Kung
    Fang, Hsu-Wei
    Huang, Chang-Hung
    Kao, Hung-Chan
    Hsu, Ming-Lun
    JOURNAL OF ORAL IMPLANTOLOGY, 2018, 44 (01) : 26 - 35
  • [25] Design and Optimization of Compliant Revolute Joint Based on Finite Element Method
    Li, Li
    Geng, Ziyan
    Zhong, Benshan
    INTELLIGENT COMPUTING, NETWORKED CONTROL, AND THEIR ENGINEERING APPLICATIONS, PT II, 2017, 762 : 115 - 124
  • [26] Finite Element Analysis and Multidisciplinary Design Optimization of Diesel engine Connecting Rod Based on ISIGHT
    Yao, Shouguang
    Zhao, Shengchen
    Liu, Fei
    ADVANCED MECHANICAL DESIGN, PTS 1-3, 2012, 479-481 : 1863 - 1867
  • [27] Finite element analysis of dental implant prosthetics
    Aumnakmanee, Suchat
    Yodpiji, Nantakrit
    Jantong, Nattawut
    Jongprasithporn, Manutchanok
    MATERIALS TODAY-PROCEEDINGS, 2018, 5 (03) : 9525 - 9534
  • [28] Finite Element Analysis of Zirconia Dental Implant
    Fiorillo, Luca
    Milone, Dario
    D'Andrea, Danilo
    Santonocito, Dario
    Risitano, Giacomo
    Cervino, Gabriele
    Cicciu, Marco
    PROSTHESIS, 2022, 4 (03): : 490 - 499
  • [29] An Optimized Dental Implant Model Using Finite Element Analysis and Design of Experiment
    Srivastava, Sambhrant
    Sarangi, Saroj Kumar
    INTERNATIONAL JOURNAL OF ORAL & MAXILLOFACIAL IMPLANTS, 2023, 38 (01) : 142 - 149
  • [30] Biomechanics study of dental implant-bone system by finite element method
    Iulia Roatesi
    Simona Roatesi
    Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2023, 45