Design of novel high entropy alloys based on the end-of-life recycling rate and element lifetime for cryogenic applications

The equiatomic face-centred cubic (FCC) CoNiCrFeMn alloy, known as the Cantor alloy, is renowned for its high ductility under extreme conditions, such as cryogenic temperatures. Despite this, it suffers from low hardness and yield strength (YS) and includes elements with significant supply concerns. This study introduces novel non-equiatomic CoNiCrFeMn alloys, designed using machine learning (ML)-assisted-high-throughput atomistic simulations to enhance sustainability and mechanical properties such as hardness and YS while maintaining the alloy's single-phase FCC structure. We incorporated two critical sustainability indicators, end-of-life recycling rate ( E O L − R R ) and lifetime ( τ ), to guide the alloy design process. Mean-flow stress (MFS), measured from the yield point to 15% strain during tensile tests, was used to assess and predict the mechanical properties. Two alloys, with cobalt contents of 12.5% and 21.5%, were developed and analysed. The Co12.5 alloy showed better sustainability (44% improvement in τ with almost the same mechanical properties), while the Co21.5 alloy exhibited better mechanical properties (20% improvement in MFS with almost the same sustainability) as the equiatomic system. Their stable FCC microstructures were confirmed through CALPHAD modelling and X-ray diffraction (XRD) analysis of vacuum arc melted, as-cast samples. The results highlight the potential of integrating sustainability metrics into high-performance alloy design. • Alloy design through machine learning-assisted simulations, validated by as-cast samples. • Alloys were developed using sustainability metrics, including lifetime and recycling rate. • Discovered an alloy with better mechanical properties but equal sustainability to Cantor alloy. • Discovered an alloy with better sustainability and equal mechanical properties to Cantor alloy.

Authors

Institutions

Publication Details

Journal
Materials & Design
Published
2024-09-13
DOI
https://doi.org/10.1016/j.matdes.2024.113316
Citations
7
Primary Topic
High Entropy Alloys Studies
Type
article
Field-Weighted Citation Impact
1.49

Funders

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

Design of novel high entropy alloys based on the end-of-life recycling rate and element lifetime for cryogenic applications

David J. Browne, James G. Carton, R. Taherzadeh Mousavian, Yanuar Rohmat Aji Pradana et al.
7 citations
Materials & Design
High Entropy Alloys Studies
1.49
article

Design of novel high entropy alloys based on the end-of-life recycling rate and element lifetime for cryogenic applications

David J. Browne, James G. Carton, R. Taherzadeh Mousavian, Yanuar Rohmat Aji Pradana, Mehran Bahramyan, Dermot Brabazon, Gopinath Perumal, G. R. Griffin
article en
7 citations

Abstract

The equiatomic face-centred cubic (FCC) CoNiCrFeMn alloy, known as the Cantor alloy, is renowned for its high ductility under extreme conditions, such as cryogenic temperatures. Despite this, it suffers from low hardness and yield strength (YS) and includes elements with significant supply concerns. This study introduces novel non-equiatomic CoNiCrFeMn alloys, designed using machine learning (ML)-assisted-high-throughput atomistic simulations to enhance sustainability and mechanical properties such as hardness and YS while maintaining the alloy's single-phase FCC structure. We incorporated two critical sustainability indicators, end-of-life recycling rate ( E O L − R R ) and lifetime ( τ ), to guide the alloy design process. Mean-flow stress (MFS), measured from the yield point to 15% strain during tensile tests, was used to assess and predict the mechanical properties. Two alloys, with cobalt contents of 12.5% and 21.5%, were developed and analysed. The Co12.5 alloy showed better sustainability (44% improvement in τ with almost the same mechanical properties), while the Co21.5 alloy exhibited better mechanical properties (20% improvement in MFS with almost the same sustainability) as the equiatomic system. Their stable FCC microstructures were confirmed through CALPHAD modelling and X-ray diffraction (XRD) analysis of vacuum arc melted, as-cast samples. The results highlight the potential of integrating sustainability metrics into high-performance alloy design. • Alloy design through machine learning-assisted simulations, validated by as-cast samples. • Alloys were developed using sustainability metrics, including lifetime and recycling rate. • Discovered an alloy with better mechanical properties but equal sustainability to Cantor alloy. • Discovered an alloy with better sustainability and equal mechanical properties to Cantor alloy.

Materials & DesignVol. 246
University College Dublin (IE), Worcester Polytechnic Institute (US), I-Form Advanced Manufacturing Research Centre (IE), Dublin City University (IE)
Science Foundation Ireland
Responsible consumption and production
Openalex Percentile: Top 20%
High Entropy Alloys Studies
1.49
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.