Simulation on bone remodeling with stochastic nature of adult and elderly using topology optimization algorithm

被引:8
|
作者
Huo, Mengke [1 ,2 ,3 ]
He, Siyuan [1 ]
Zhang, Yun [1 ]
Feng, Yuxiao [1 ]
Lu, Jian [2 ,3 ,4 ]
机构
[1] Southeast Univ, Sch Biol Sci & Med Engn, State Key Lab Bioelect, Nanjing 210096, Peoples R China
[2] City Univ Hong Kong, Dept Mech Engn, Hong Kong, Peoples R China
[3] CityU Shenzhen Futian Res Inst, Shenzhen 518045, Peoples R China
[4] City Univ Hong Kong, Ctr Adv Struct Mat, Greater Bay Joint Div, Shenyang Natl Lab Mat Sci,Shenzhen Res Inst, Shenzhen 518057, Peoples R China
基金
中国国家自然科学基金;
关键词
Trabecular bone remodeling; Mechano-regulation; Aging; Physiological stochasticity; Topology optimization; TRABECULAR BONE; CANCELLOUS BONE; WOLFFS LAW; ADAPTATION; DESIGN; MICROLEVEL; DENSITY; STRESS;
D O I
10.1016/j.jbiomech.2022.111078
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
Reliable and accurate predictions of bone remodeling provide essential assistance for personalized implant design and orthopedic diagnosis. However, the bone remodeling simulations fail to accurately mimic the sophisticated architecture of trabecular bone so far, due to the neglection of the stochastic behaviors of bone remodeling. In this study, we coupled the Physiological Stochasticity in Bone Remodeling into the conventional Topology Optimization algorithm (named PSBR-TO method) to predict the cancellous structure of human femur. The sensitivity function of topology optimization was amended according to the bone remodeling rules from in vivo study (Razi et al., 2015) to reflect the stochastic process of bone remodeling in various physiological conditions. To demonstrate the algorithm, the bone structures of adults and the elderly were simulated by adopting the corresponding remodeling rules. The results showed that PSBR-TO gives rise to highly similar morphological features with the natural femur bone, in terms of the trabecular orientations and bone content distribution. The predicted femurs for adults and the elderly showed that the region-dependent variations in trabecular structural parameters during aging, including BV/TV, Tb.Th, and Tb.Sp, were consistent with the natural bone. Additionally, a loading collection of thirteen activities was employed in the algorithm and succeeded in driving the femur model to reproduce cancellous structure without extra constraint of structure perimeter or local density. By means of PSBR-TO, the trabecular structure in diverse physiological conditions can be accurately predicted, showing the valuable contribution on the clinical diagnosis and patient-specific design of bone implants.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] Reliability-based topology optimization using stochastic gradients
    De, Subhayan
    Maute, Kurt
    Doostan, Alireza
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2021, 64 (05) : 3089 - 3108
  • [22] TOPOLOGY OPTIMIZATION OF THE HIP BONE FOR WALKING USING MULTI-LOAD APPROACH
    Kumar, Kandula Eswara Sai
    Rakshit, Sourav
    PROCEEDINGS OF THE ASME 2020 INTERNATIONAL MECHANICAL ENGINEERING CONGRESS AND EXPOSITION, IMECE2020, VOL 12, 2020,
  • [23] Dynamic Topology Optimization for Multiple Eigenfrequencies using the Artificial Bee Colony Algorithm
    Chang, Dae-Ho
    Han, Seog-Young
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2015, 16 (08) : 1817 - 1824
  • [24] Topology optimization of fluid problems using genetic algorithm assisted by the Kriging model
    Yoshimura, M.
    Shimoyama, K.
    Misaka, T.
    Obayashi, S.
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2017, 109 (04) : 514 - 532
  • [25] Topology optimization for negative permeability metamaterials using level-set algorithm
    Zhou, Shiwei
    Li, Wei
    Chen, Yuhang
    Sun, Guangyong
    Li, Qing
    ACTA MATERIALIA, 2011, 59 (07) : 2624 - 2636
  • [26] TOPOLOGY AND SIZING OPTIMIZATION OF MICROMIXERS USING GRAPH-THEORETICAL REPRESENTAION AND GENETIC ALGORITHM
    Yoshimura, Mitsuo
    Shimoyama, Koji
    Misaka, Takashi
    Obayashi, Shigeru
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2017, VOL 2B, 2017,
  • [27] Isogeometric topology optimization of compliant mechanisms using transformable triangular mesh (TTM) algorithm
    Ding, Senmao
    Li, Baotong
    Chen, Guimin
    Zhao, Zhi
    Hong, Jun
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2021, 64 (04) : 2553 - 2576
  • [28] A novel algorithm using an orthotropic material model for topology optimization
    Tong, Liyong
    Luo, Quantian
    ENGINEERING OPTIMIZATION, 2017, 49 (09) : 1523 - 1540
  • [29] Multiobjective Evolutionary Topology Optimization Algorithm Using Quadtree Encoding
    Nimura, Naruhiko
    Oyama, Akira
    IEEE ACCESS, 2024, 12 : 73839 - 73848
  • [30] Isogeometric Topology Optimization of Continuum Structures using an Evolutionary Algorithm
    Sahithi, N. S. S.
    Chandrasekhar, K. N., V
    JOURNAL OF APPLIED AND COMPUTATIONAL MECHANICS, 2019, 5 (02): : 414 - 440