High‐Throughput Data Generation and Transfer Learning Enabled Microstructure‐Property Integrated Design of Nickel‐Based Powder Metallurgy Superalloy

) alloy, designated USTB-PM750. This alloy exhibits a yield strength of 1138 MPa and a creep life of 141 h to 0.2% strain at 750°C under 480 MPa. Microstructural analysis reveals that its superior performance stems from a low stacking-fault energy, which promotes the formation of stacking faults and microtwins. These defects subsequently evolve into dense networks of Lomer-Cottrell locks, further reinforced by solute-segregation-induced local phase transformations. This approach significantly improves alloy design efficiency and offers a promising high-performance candidate material for turbine-disk applications in advanced aero-engines.

Authors

Institutions

Publication Details

Journal
Advanced Science
Published
2026-04-15
DOI
https://doi.org/10.1002/advs.202524365
Primary Topic
High Temperature Alloys and Creep
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

High‐Throughput Data Generation and Transfer Learning Enabled Microstructure‐Property Integrated Design of Nickel‐Based Powder Metallurgy Superalloy

Hongtao Zhang, X Y Wang, Y Cao, Zichao Peng et al.
Advanced Science
High Temperature Alloys and Creep
article

High‐Throughput Data Generation and Transfer Learning Enabled Microstructure‐Property Integrated Design of Nickel‐Based Powder Metallurgy Superalloy

Hongtao Zhang, X Y Wang, Y Cao, Zichao Peng, Zixin Li, Jianxin Xie, Qian Lv, Yuheng Zhang, Huadong Fu
article en

Abstract

) alloy, designated USTB-PM750. This alloy exhibits a yield strength of 1138 MPa and a creep life of 141 h to 0.2% strain at 750°C under 480 MPa. Microstructural analysis reveals that its superior performance stems from a low stacking-fault energy, which promotes the formation of stacking faults and microtwins. These defects subsequently evolve into dense networks of Lomer-Cottrell locks, further reinforced by solute-segregation-induced local phase transformations. This approach significantly improves alloy design efficiency and offers a promising high-performance candidate material for turbine-disk applications in advanced aero-engines.

Advanced Science
Beijing University of Technology (CN), Beijing Institute of Aeronautical Materials (CN), Beijing Transportation Research Center (CN), Beijing Advanced Sciences and Innovation Center (CN), Liaoning Academy of Materials, Beijing University of Chemical Technology (CN), University of Science and Technology Beijing (CN)
National Natural Science Foundation of China, National Major Science and Technology Projects of China
Affordable and clean energy
Openalex Percentile: Top 18%
High Temperature Alloys and Creep
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.