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
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