Multi-objective optimization and machine learning-based prediction of tensile properties of an armchair graphene sheet

MH Nikzad, M Heidari-Rarani… - Diamond and Related …, 2024 - Elsevier
Graphene is a widely used nanoparticle in different industries, especially in nanocomposite
applications. Prediction of its properties is of great importance for engineers. Therefore, a …

Enhancement of mechanical properties of Al-Cu alloy composite reinforced by Ni element: A combination of mixture design of experiment and artificial neural network …

MH Nikzad, M Motamedi, MR Nasri - Materials Today Communications, 2024 - Elsevier
The high practicality of Al-Cu alloy is the key reason it is highly used across most industries.
In this research, the primary objective was to optimize the mechanical properties of the …

Implementation of specifically designed deep neural networks for the prediction and optimization of tensile properties of aluminum-copper alloy

MH Nikzad, M Heidari-Rarani… - Materials Today …, 2024 - Elsevier
Alloys are engineered materials aimed at enhancing mechanical properties. Extensive
research has focused on identifying the optimal metal composition for alloys with superior …

Competition of systematically optimized deep neural networks for the estimation of tensile behavior of aluminum-magnesium alloy

MA Mokhtari, MH Nikzad, M Jalalvand - Physica Scripta, 2024 - iopscience.iop.org
Abstract Aluminum-magnesium (Al-Mg) alloys are prevalently employed within the
aerospace sector. This research engaged a suite of deep learning approaches …

[HTML][HTML] Machine learning driven design of high-performance Al alloys

Z Lu, I Kapoor, Y Li, Y Liu, X Zeng… - Journal of Materials …, 2024 - oaepublish.com
Aluminum (Al) alloys with both high strength and thermal conductivity (TC) are promising
structural materials for wide application across different industries. Yet, design of such alloys …

Multi-objective optimization and comparison of machine learning algorithms for the prediction of tensile properties of aluminum-magnesium alloy

MA Mokhtari, MH Nikzad - Materials Today Communications, 2024 - Elsevier
Abstract The aluminum-magnesium (Al-Mg) alloy, widely utilized in the aerospace industry is
the focal point of this investigation, which examines the effects of temperature, strain rate …

Microstructure and mechanical properties of wire-arc directed energy deposited Al-Mg-Sc aluminum alloy: As-deposited and aging heat treated

J Cui, X Guo, S Hao, Y Zhao… - Proceedings of the …, 2025 - journals.sagepub.com
In this study, Al-Mg-Sc aluminum alloys were fabricated using wire-arc directed energy
deposition. The focus of the study was to analyze the microstructure and mechanical …