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Mechanical properties modeling of severely plastically deformed biodegradable zk60 magnesium alloy for bone implants

Zhang, Yan and Wang, Ning and Li, Jingyi and Mesbah, Mohsen and Wong, Kuan Yew and Fallahpour, Alireza and Nasiri-Tabrizi, Bahman and Yang, Jiangfei (2020) Mechanical properties modeling of severely plastically deformed biodegradable zk60 magnesium alloy for bone implants. Latin American Journal of Solids and Structures, 17 (5). pp. 1-21. ISSN 1679-7817

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Official URL: http://dx.doi.org/10.1590/1679-78256151

Abstract

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 (σYS), ultimate tensile strength (σUTS), and elongation to failure (δ) 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 (|R|) 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.

Item Type:Article
Uncontrolled Keywords:machine learning (ML), mechanical properties, prediction, severe plastic deformation (SPD)
Subjects:T Technology > TJ Mechanical engineering and machinery
Divisions:Mechanical Engineering
ID Code:92549
Deposited By: Yanti Mohd Shah
Deposited On:30 Sep 2021 15:15
Last Modified:30 Sep 2021 15:15

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