Recent applications of machine learning in alloy design: A review

M Hu, Q Tan, R Knibbe, M Xu, B Jiang, S Wang… - Materials Science and …, 2023 - Elsevier
The history of machine learning (ML) can be traced back to the 1950 s, and its application in
alloy design has recently begun to flourish and expand rapidly. The driving force behind this …

Atom probe tomography

B Gault, A Chiaramonti, O Cojocaru-Mirédin… - Nature Reviews …, 2021 - nature.com
Atom probe tomography (APT) provides three-dimensional compositional map** with sub-
nanometre resolution. The sensitivity of APT is in the range of parts per million for all …

Reactive wear protection through strong and deformable oxide nanocomposite surfaces

C Liu, Z Li, W Lu, Y Bao, W **a, X Wu, H Zhao… - Nature …, 2021 - nature.com
Wear-related energy and material loss cost over 2500 Billion Euro per year. Traditional
wisdom suggests that high-strength materials reveal low wear rates, yet, their plastic …

A TRIP-assisted dual-phase high-entropy alloy: grain size and phase fraction effects on deformation behavior

Z Li, CC Tasan, KG Pradeep, D Raabe - Acta Materialia, 2017 - Elsevier
We present a systematic microstructure oriented mechanical property investigation for a
newly developed class of transformation-induced plasticity-assisted dual-phase high …

Current challenges and opportunities in microstructure-related properties of advanced high-strength steels

D Raabe, B Sun, A Kwiatkowski Da Silva… - … Materials Transactions A, 2020 - Springer
This is a viewpoint paper on recent progress in the understanding of the microstructure–
property relations of advanced high-strength steels (AHSS). These alloys constitute a class …

Atomic-scale grain boundary engineering to overcome hot-cracking in additively-manufactured superalloys

P Kontis, E Chauvet, Z Peng, J He, AK da Silva… - Acta Materialia, 2019 - Elsevier
There are still debates regarding the mechanisms that lead to hot cracking in parts build by
additive manufacturing (AM) of non-weldable nickel-based superalloys. This lack of in-depth …

An overview of dual-phase steels: advances in microstructure-oriented processing and micromechanically guided design

CC Tasan, M Diehl, D Yan, M Bechtold… - Annual Review of …, 2015 - annualreviews.org
Dual-phase (DP) steel is the flagship of advanced high-strength steels, which were the first
among various candidate alloy systems to find application in weight-reduced automotive …

Grain boundary segregation engineering in metallic alloys: A pathway to the design of interfaces

D Raabe, M Herbig, S Sandlöbes, Y Li, D Tytko… - Current Opinion in Solid …, 2014 - Elsevier
Grain boundaries influence mechanical, functional, and kinetic properties of metallic alloys.
They can be manipulated via solute decoration enabling changes in energy, mobility …

Segregation assisted grain boundary precipitation in a model Al-Zn-Mg-Cu alloy

H Zhao, F De Geuser, AK da Silva, A Szczepaniak… - Acta Materialia, 2018 - Elsevier
Understanding the composition evolution of grain boundaries and grain boundary
precipitation at near-atomic scale in aluminum alloys is crucial to tailor mechanical …

Substantial coercivity enhancement in Dy-free Nd-Fe-B sintered magnet by Dy grain boundary diffusion

Z Wang, TT Sasaki, Y Une, T Ohkubo, K Hono - Acta Materialia, 2023 - Elsevier
To date, the highest coercivity reported for Dy-free Nd–Fe–B sintered magnets under the Dy
grain boundary diffusion (GBD) process is∼ 2.4 T. Therefore, exploring various approaches …