Alloys innovation through machine learning: a statistical literature review

Alloys innovation through machine learning: a statistical literature review

This review systematically analyzes over 200 publications to explore the growing role of data-driven methods and their potential benefits in accelerating alloy development. The review presents a comprehensive overview of different aspects of alloy innovation by machine learning and other computation...

Full description

Saved in:

Bibliographic Details
Main Authors:	Alireza Valizadeh, Ryoji Sahara, Maaouia Souissi
Format:	Article
Language:	English
Published:	Taylor & Francis Group 2024-12-01
Series:	Science and Technology of Advanced Materials: Methods
Subjects:	Alloy development machine learning data-driven research materials informatics materials genome initiative materials databases
Online Access:	https://www.tandfonline.com/doi/10.1080/27660400.2024.2326305
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Alloy Substitution in a Critical Raw Materials Perspective
by: Paolo Ferro, et al.
Published: (2020-01-01)

Quantum and complex-valued hybrid networks for multi-principal element alloys phase prediction
by: Shaochun Li, et al.
Published: (2025-01-01)

Predicting Room‐Temperature Conductivity of Na‐Ion Super Ionic Conductors with the Minimal Number of Easily‐Accessible Descriptors
by: Seong‐Hoon Jang, et al.
Published: (2024-12-01)

Data-driven discovery of ultrahigh specific hardness alloys
by: Taeyeop Kim, et al.
Published: (2024-11-01)

BIM Technology and Material Innovation. The Environmental Dimension
by: Rossella Franchino, et al.
Published: (2019-06-01)

Systematic searches for new inorganic materials assisted by materials informatics
by: Yukari Katsura, et al.
Published: (2025-12-01)

Research progress of Mo−Re alloy structural materials usedfor nuclear reactors
by: ZENG Yi, et al.
Published: (2023-08-01)

Research progress on processing of thermoelectric materials by mechanical alloying combined with spark plasma sintering
by: SHI Jian-lei, et al.
Published: (2021-02-01)

Statistical analysis of interatomic transfer integrals for exploring high-mobility organic semiconductors
by: Koki Ozawa, et al.
Published: (2024-12-01)

Machine Learning Advances in High-Entropy Alloys: A Mini-Review
by: Yibo Sun, et al.
Published: (2024-12-01)

Quadratic descriptors and reduction methods in a two-layered model for compound inference
by: Jianshen Zhu, et al.
Published: (2025-01-01)

Artificial Intelligence-Powered Materials Science
by: Xiaopeng Bai, et al.
Published: (2025-02-01)

Physical and Mechanical Properties of Ti-Zr-Nb Alloys for Medical Use
by: Konstantin V. Sergienko, et al.
Published: (2024-11-01)

A comprehensive data network for data-driven study of battery materials
by: Yibin Xu, et al.
Published: (2024-12-01)

Testing of the Granulation Process for the Preparation of a Mixture with the Chemical Composition of a Heavy Tungsten Alloy
by: Olgierd Janusz GOROCH, et al.
Published: (2020-06-01)

Effect of heat treatment on tribological behavior of direct metal laser sintered alloy 718
by: S.M. Muthu, et al.
Published: (2024-12-01)

Initially reactive and concentrated generalized fluid wavy flow with the applications of disorder theory and magnetic field: A computational study
by: Saleem Javed, et al.
Published: (2024-12-01)

Navigating high-dimensional process-structure–property relations in nanocrystalline Pt-Au alloys with machine learning
by: Saaketh Desai, et al.
Published: (2024-12-01)

Research status of selective laser melting aluminum alloys
by: WU Ling-zhi, et al.
Published: (2021-12-01)

Non-Equal Contributions of Different Elements and Atomic Bonds to the Strength and Deformability of a Multicomponent Metallic Glass Zr<sub>47</sub>Cu<sub>46</sub>Al<sub>7</sub>
by: Donghua Xu, et al.
Published: (2024-10-01)

La Montagne dans His Dark Materials de Philip Pullman
by: Susanne Voogd
Published: (2008-05-01)

Ti/WO3, a nanothermite for special purposes: An experimental study
by: Mateusz Polis, et al.
Published: (2024-11-01)

Unveiling pressure-induced anomalous shear behavior and thermoelasticity of α-Fe2O3 hematite at high pressure
by: Yongtao Zou, et al.
Published: (2025-02-01)

Fabrication and characterization of novel high-efficiency and high-durability neutron-absorbing Ni-based alloys
by: Jie Pan, et al.
Published: (2024-12-01)

Development of Aluminum and Copper Alloys for Electric Automotive Engines—From the Research Work at the University of Dunaújváros
by: Judit Pázmán
Published: (2024-11-01)

CORROSION RESISTANCE OF DYNAMIC LOADED CAST ALLOY AS12
by: A. A. Andrushevich, et al.
Published: (2017-07-01)

Material Flow and Microstructural Evolution in Friction Stir Welding of LAZ931 Duplex Mg-Li Alloys
by: Shiquan Cui, et al.
Published: (2024-11-01)

THE DATABASE "LIFE TRAJECTORIES OF THE RUSSIAN IMPERIAL ARMY OFFICERS IN 1914-1922": INFORMATION POTENTIAL AND FIRST RESULTS OF PROCESSING
by: V. Kanishchev
Published: (2021-09-01)

Material informatics-driven insights into brain cancer nanocarriers: A bibliometric comparison of PLGA vs. liposomes
by: Brilly Andro Makalew, et al.
Published: (2025-01-01)

Bayesian inference for peak feature extraction and prediction of material property in X-ray diffraction data
by: Ryo Murakami, et al.
Published: (2024-12-01)

Virtual screening of n-type organic semiconductors using exhaustive band structure calculations
by: Tomoharu Okada, et al.
Published: (2025-12-01)

Profile of Students' Needs Analysis for the E-Module of Statistical Physics on the Topic of Quantum Statistics Applications to Other Systems
by: Neneng Lestari, et al.
Published: (2022-06-01)

Researching Organic Solar Cells from the Perspective of Literature Big Data Analysis
by: Qing Wang, et al.
Published: (2025-01-01)

The effect of h-BN reinforcement on wear and friction properties of copper based alloy
by: Devecili Ahmet Oktay, et al.
Published: (2024-01-01)

Influence of strength difference between soft and hard zones on hetero-deformation induced strengthening effect: Taking heterostructured β Ti alloy as an example
by: Z.Q. Li, et al.
Published: (2024-11-01)

NIMS fatigue data sheet on gigacycle fatigue properties of A2017 (Al-4.0Cu-0.6Mg) aluminium alloy
by: Yoshiyuki Furuya, et al.
Published: (2024-12-01)

Microstructural and Morphological Properties of AlNiCo and CoNi Alloys: An In-Depth Study Based on Low-Energy Mechanical Alloying
by: Gilberto Cruz Nieto, et al.
Published: (2024-11-01)

Investigations on full-Heusler alloys Mn2TaAl and Mn2WAl for spintronic and thermoelectric applications
by: Xiao-Ping Wei, et al.
Published: (2024-12-01)

Electrochemical interaction between biodegradable ZX10 and WZ31 magnesium alloys and medical Ti6Al4V titanium alloy
by: Pavel N. Myagkikh, et al.
Published: (2024-12-01)

Editorial: Renewable biosourced carbon materials derived from biomass and their biocomposites fabrication for innovative applications
by: Boon Peng Chang, et al.
Published: (2025-01-01)