Inverse identification of elastic modulus of dental implant-bone interfacial tissue using neural network and FEA model

被引:12
作者
Deng, Bin [1 ]
Tan, Keson B. C. [2 ]
Lu, Yi [1 ]
Zaw, Khin [3 ]
Zhang, Jian [3 ]
Liu, Gui Rong [3 ,4 ]
Geng, Jian Ping [5 ]
机构
[1] Xi An Jiao Tong Univ, Fac Stomatol, Dept Restorat Dent, Xian 710004, Peoples R China
[2] Natl Univ Singapore, Fac Dent, Dept Restorat Dent, Singapore 119074, Singapore
[3] Natl Univ Singapore, Ctr Adv Computat Engn Sci, Dept Mech Engn, Singapore 119260, Singapore
[4] Singapore MIT Alliance, Singapore 117576, Singapore
[5] Zhejiang Univ, Affiliated Hosp 2, Clin Res Ctr, Hangzhou 310000, Zhejiang, Peoples R China
关键词
inverse analysis; neural network; finite element analysis; interfacial tissue; dental implant; Young's modulus; FINITE-ELEMENT-ANALYSIS; STRESS; WAVES; MECHANICS; THREAD;
D O I
10.1080/17415970903063151
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This study introduces an inverse procedure for identifying the elastic modulus (Young's modulus) of interfacial tissue around a dental implant using neural network (NN) and finite element analysis (FEA). An NN model is first trained using displacement responses obtained using FEA models with given interface properties. It is then used to identify the interface elastic modulus by feeding in measured displacements of a dental implant-bone structure whose interface elastic modulus is unknown. The results indicate that the identified elastic modulus is sufficiently close to the original one. The developed NN-FEA inverse procedure is concluded to be robust and efficient. It offers a new perspective and means for the study of the living-bone properties around dental implants, as it can be easily made in real-time.
引用
收藏
页码:1073 / 1083
页数:11
相关论文
共 33 条
[1]  
Albrektsson T., 2003, Clinical Periodontology and Implant Dentistry, V4th, P809
[2]  
Brunski J B, 1999, Adv Dent Res, V13, P99
[3]  
Brunski JB, 2000, INT J ORAL MAX IMPL, V15, P15
[4]  
Burr D., 2001, BONE MECH HDB
[5]   Elasticity of alveolar bone near dental implant-bone interfaces after one month's healing [J].
Chang, MC ;
Ko, CC ;
Liu, CC ;
Douglas, WH ;
DeLong, R ;
Seong, WJ ;
Hodges, J ;
An, KN .
JOURNAL OF BIOMECHANICS, 2003, 36 (08) :1209-1214
[6]   WOLFFS LAW OF TRABECULAR ARCHITECTURE AT REMODELING EQUILIBRIUM [J].
COWIN, SC .
JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 1986, 108 (01) :83-88
[7]  
DENG B, 2008, INT CHIN J DENT, V8, P1
[8]  
Deng B, 2008, INT J ORAL MAX IMPL, V23, P1082
[9]   The influence of static and dynamic loading on marginal bone reactions around osseointegrated implants: an animal experimental study [J].
Duyck, J ;
Ronold, HJ ;
Van Oosterwyck, H ;
Naert, I ;
Sloten, JV ;
Ellingsen, JE .
CLINICAL ORAL IMPLANTS RESEARCH, 2001, 12 (03) :207-218
[10]  
Geng J P, 2004, J Oral Implantol, V30, P223, DOI 10.1563/0654.1