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
- David J. Browne (ORCID: https://orcid.org/0000-0003-1857-4486)
- James G. Carton (ORCID: https://orcid.org/0000-0002-8498-2544)
- R. Taherzadeh Mousavian
- Yanuar Rohmat Aji Pradana (ORCID: https://orcid.org/0000-0001-7749-8028)
- Mehran Bahramyan (ORCID: https://orcid.org/0009-0003-6445-8651)
- Dermot Brabazon (ORCID: https://orcid.org/0000-0003-3214-6381)
- Gopinath Perumal (ORCID: https://orcid.org/0000-0001-9091-6933)
- G. R. Griffin
Institutions
- University College Dublin (IE)
- Worcester Polytechnic Institute (US)
- I-Form Advanced Manufacturing Research Centre (IE)
- Dublin City University (IE)
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
- Science Foundation Ireland