Reducing time to discovery: materials and molecular modeling, imaging, informatics, and integration

S Hong, CH Liow, JM Yuk, HR Byon, Y Yang, EA Cho… - ACS …, 2021 - ACS Publications
Multiscale and multimodal imaging of material structures and properties provides solid
ground on which materials theory and design can flourish. Recently, KAIST announced 10 …

Optimizing convolutional neural networks to perform semantic segmentation on large materials imaging datasets: X-ray tomography and serial sectioning

T Stan, ZT Thompson, PW Voorhees - Materials Characterization, 2020 - Elsevier
Abstract Machine learning was used to segment large materials science datasets resulting
from synchrotron-based x-ray computed tomography (XCT) images of dendrite growth, and …

Effect of stacking fault segregation and local phase transformations on creep strength in Ni-base superalloys

TM Smith, BS Good, TP Gabb, BD Esser, AJ Egan… - Acta Materialia, 2019 - Elsevier
In this study, two similar, commercial polycrystalline Ni-based disk superalloys (LSHR and
ME3) were creep tested at 760° C and 552 MPa to approximately 0.3% plastic strain. LSHR …

Microstructure, precipitates and mechanical properties of Inconel 718 alloy produced by two-stage cold rolling method

R Ran, Y Wang, Y Zhang, F Fang, H Wang… - Materials Science and …, 2020 - Elsevier
In order to improve the mechanical properties of Inconel 718 alloy, two-stage cold rolling
method was applied, which involved primary cold rolling, intermediate annealing, secondary …

Modeling the competition between solid solution and precipitate strengthening of alloys in a 3D space

Q Fang, Z Huang, L Li, Z Huang, B Liu, Y Liu… - International Journal of …, 2022 - Elsevier
Until now, the nature of the competitive and cooperative correlation between solid solution
strengthening and precipitate hardening is still uncovered, and then brings great challenges …

[HTML][HTML] Study on droplet transition behavior, bead geometric characteristics and formability of wire+ arc additively manufactured Inconel 718 alloy by using CMT MIX+ …

PC Huan, XN Wang, QY Zhang, HS Di, XM Chen… - Journal of Materials …, 2022 - Elsevier
In this paper, the droplet transfer behavior, geometric characteristics of weld bead and
formability of CMT MIX+ Synchropulse (CSP) wire+ arc additively manufactured Inconel 718 …

Effect of the grain size on the microtensile deformation and fracture behaviors of a nickel-based superalloy via EBSD and in-situ synchrotron radiation X-ray …

Q Zhu, C Wang, H Qin, G Chen, P Zhang - Materials Characterization, 2019 - Elsevier
Abstract Two-dimensional (2D) and three-dimensional (3D) characterizations of microtensile
deformation of a nickel-based superalloy were realized by scanning electron microscope …

MASCA–PSO based LLRBFNN model and improved fast and robust FCM algorithm for detection and classification of brain tumor from MR image

S Mishra, P Sahu, MR Senapati - Evolutionary Intelligence, 2019 - Springer
A novel modified adaptive sine cosine optimization algorithm (MASCA) integrated with
particle swarm optimization (PSO) based local linear radial basis function neural network …

Segmentation of experimental datasets via convolutional neural networks trained on phase field simulations

J Yeom, T Stan, S Hong, PW Voorhees - Acta Materialia, 2021 - Elsevier
The ability to quickly analyze large imaging datasets is vital to the widespread adoption of
modern materials characterization tools, and thus the development of new materials. Image …

Elastic modulus and hardness characterization for microregion of Inconel 625/BNi-2 vacuum brazed joint by high temperature nanoindentation

YC Zhang, XT Yu, W Jiang, ST Tu, XC Zhang - Vacuum, 2020 - Elsevier
Elastic modulus and hardness of Inconel 625/BNi-2 vacuum brazed joint microregion are
investigated by the high temperature nanoindentation technique, and its microstructure is …