Mechanical properties modeling of severely plastically deformed biodegradable ZK60 magnesium alloy for bone implants

被引:5
|
作者
Zhang, Yan [1 ]
Wang, Ning [2 ]
Li, Jingyi [3 ]
Mesbah, Mohsen [4 ]
Wong, Kuan Yew [5 ]
Fallahpour, Alireza [5 ]
Nasiri-Tabrizi, Bahman [6 ]
Yang, Jiangfei [2 ]
机构
[1] Shandong First Med Univ, Dept Trauma Orthoped, Shandong Prov Hosp, Jinan 250021, Shandong, Peoples R China
[2] Shandong First Med Univ, Radiol Dept, Shandong Prov Hosp, 324 Jingwu Rd, Jinan 250000, Shandong, Peoples R China
[3] Qingdao Univ, Affiliated Hosp, Operat Room, Qingdao 266000, Shandong, Peoples R China
[4] Univ Malaya, Fac Engn, Dept Mech Engn, Kuala Lumpur 50603, Malaysia
[5] Univ Teknol Malaysia, Sch Mech Engn, Skudai 81310, Malaysia
[6] Taylors Univ, Fac Hlth & Med Sci, Sch Biosci, Subang Jaya, Malaysia
关键词
severe plastic deformation (SPD); mechanical properties; biodegradable bone implants; prediction; machine learning (ML); MICROSTRUCTURE; DEFORMATION; NANO; PREDICTION; CORROSION; STRENGTH; BEHAVIOR; OPPORTUNITIES; EVOLUTION; SELECTION;
D O I
10.1590/1679-78256151
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The effectiveness of magnesium (Mg) alloys to improve the capability of bone tissue generation may be severely diminished if the required mechanical properties are not provided. Here, the effort is directed to model the mechanical performance of severely plastically deformed biodegradable ZK60 Mg alloy in bone regeneration protocols. For this purpose, the effects of parallel tubular channel angular pressing (PTCAP) on yield strength (sigma(YS)), ultimate tensile strength (sigma(UTS)), and elongation to failure (delta) were addressed. Given the multifaceted variables of the PTCAP with nonlinear interactions, a precise determination of the mechanical properties requires a large number of experiments. Therefore, gene expression programming (GEP) and genetic programming (GP) models were proposed to achieve appropriate combinations of mechanical properties for bone implant purposes based on a rational hypothesis that for correlation coefficient (vertical bar R vertical bar) higher than 0.8, a strong correlation is established between the predicted and measured values. The results verified that the highest mechanical performance was achieved at the second pass of PTCAP, thus has a great potential to be the most promising candidate for biodegradable implant material. Besides, the proposed models were capable of precisely predicting the mechanical performance of the SPD-processed biodegradable ZK60 Mg.
引用
收藏
页码:1 / 23
页数:21
相关论文
共 50 条
  • [1] Influence of impurities on microstructure and mechanical properties of ZK60 magnesium alloy
    潘复生
    毛建军
    陈先华
    彭建
    王敬丰
    TransactionsofNonferrousMetalsSocietyofChina, 2010, 20 (07) : 1299 - 1304
  • [2] Influence of impurities on microstructure and mechanical properties of ZK60 magnesium alloy
    Pan Fu-sheng
    Mao Jian-jun
    Chen Xian-hua
    Peng Jian
    Wang Jing-feng
    TRANSACTIONS OF NONFERROUS METALS SOCIETY OF CHINA, 2010, 20 (07) : 1299 - 1304
  • [3] Effect of heat treatment on mechanical and biodegradable properties of an extruded ZK60 alloy
    Chen, Junxiu
    Tan, Lili
    Yang, Ke
    BIOACTIVE MATERIALS, 2017, 2 (01) : 19 - 26
  • [4] Microstructure and mechanical properties of Mg2Si reinforced ZK60 magnesium alloy deformed by ECAP
    Liang, Wei (liangwei@tyut.edu.cn), 1600, Science Press (42):
  • [5] Microstructure and Mechanical Properties of Mg2Si Reinforced ZK60 Magnesium Alloy Deformed by ECAP
    Jia Junhao
    Liang Wei
    Han Fuyin
    Wang Hongxia
    Zhao Dan
    RARE METAL MATERIALS AND ENGINEERING, 2013, 42 (06) : 1268 - 1273
  • [6] Effect of the Strain Rate on the Damping and Mechanical Properties of a ZK60 Magnesium Alloy
    Feng, Xuhui
    Sun, Youping
    Lu, Yuwei
    He, Jiangmei
    Liu, Xiao
    Wan, Siyu
    MATERIALS, 2020, 13 (13) : 1 - 10
  • [7] Effect of lanthanum oxide on microstructure and mechanical properties of ZK60 magnesium alloy
    Qiu, Wei
    Lu, Zhaoyuan
    Zhang, Senmao
    Li, Shuanglong
    Chen, Jian
    Chen, Wei
    Li, Wei
    Ren, Yanjie
    Luo, Jun
    Yao, Maohai
    Xie, Wen
    JOURNAL OF RARE EARTHS, 2024, 42 (12) : 2270 - 2278
  • [8] Improvement of Mechanical Properties of Magnesium Alloy ZK60 by Asymmetric Reduction Rolling
    Ling Wang
    Yi-Quan Zhao
    Hong-Mei Chen
    Jing Zhang
    Yan-Dong Liu
    Yi-Nong Wang
    Acta Metallurgica Sinica(English Letters), 2018, 31 (01) : 63 - 70
  • [9] Improvement of Mechanical Properties of Magnesium Alloy ZK60 by Asymmetric Reduction Rolling
    Ling Wang
    Yi-Quan Zhao
    Hong-Mei Chen
    Jing Zhang
    Yan-Dong Liu
    Yi-Nong Wang
    Acta Metallurgica Sinica (English Letters), 2018, 31 : 63 - 70
  • [10] Effect of lanthanum oxide on microstructure and mechanical properties of ZK60 magnesium alloy
    Wei Qiu
    Zhaoyuan Lu
    Senmao Zhang
    Shuanglong Li
    Jian Chen
    Wei Chen
    Wei Li
    Yanjie Ren
    Jun Luo
    Maohai Yao
    Wen Xie
    Journal of Rare Earths, 2024, 42 (12) : 2270 - 2278