Rapid Alloy Solidification: A Quantitative Phase-Field Modelling Technique

Lead Research Organisation: University of Leeds
Department Name: Institute of Materials Research

Abstract

The objective of this proposal is to put the modelling of microstructure formation during rapid solidification (RS) processing on the same firm footing as it is for conventional casting. A particular problem during the modelling of RS processing is that the exceptionally complex interactions between heat flow and solute distribution need to be considered. Consequently, while phase-field modelling is now the technique of choice for modelling the formation of solidification microstructure during conventional casting this is not the case for RS processing. The fundamental difference is that during conventional casting crystal growth is so slow that the release of latent heat can be ignored (the isothermal approximation). In RS processing this is not the case and thermal as well a chemical diffusion plays an essential role in determining the solidification microstructure. This in turn leads to a severe multi-scale problem due to the Lewis number (ratio of thermal to chemical diffusivity) typically being of the order 10000 in liquid metals. As a result even fundamental problems such as the predictions of length scale during dendritic growth cannot be tackled in anything but the most approximate of fashions in the RS regime, generally by relating length scale to a stability parameter, sigma, which is assumed constant. However, our previous work shows that sigma actually depends on a multiplicity of factors, including growth rate and cooling regime, and is therefore almost impossible to know a priori. In this proposal we describe how, with the application of advanced numerical techniques such as mesh adaptivity, implicit time-stepping, parallel processing and the use of a multigrid solver, it is feasible to construct a 3-dimensional phase-field model for simulating the formation of alloy microstructures during rapid solidification, using material parameters (including Lewis number) which are realistic for liquid metals. The model will solve for the diffusion of both heat and solute and will contain multiple solid phases such that a range of problems of practical interest in RS processing, such as competitive growth and the formation of metastable phases can be studied. Moreover, by formulating the problem in the 'thin-interface' limit, quantitatively correct predictions of length scales will be able to be made. By utilising the open-source development environment PARAMESH as the basis for our model, the resulting code will be deployable on a range of high performance computing platforms, typically being designed to run on 128-256 cores/processors (which, based upon current hardware trends, will be both widely available and moderately priced by the end of the project). The model will be applied to a number of problems of particular relevance in rapid solidification processing, such as the formation of eutectic dendrites and solidification of deeply undercooled alloys. In order to ensure the closest possible correspondence between modelling and reality a set of carefully controlled validation experiments will be conducted, against which the model can be tested at each stage of its development. These experiments will be undertaken by a PhD student, using a range of high vacuum containerless processing techniques already available at Leeds.

Planned Impact

As stated in our summary, the objective of this research is to develop a phase-field modelling capability for the prediction of microstructure formation during rapid solidification which is on a par with the current capabilities for conventional (near isothermal) solidification. By far the largest commercial sector involved in rapid solidification processing is the powder metals industry, with an output in Europe and North America alone which is in excess of 1 billion tonnes of product annually. These powder metal products are technological vital in a number of key industries, including automotive and electronics. In the automotive industry most gears are now made via a powder metallurgical route for wear resistance. In the electronics industry solders pastes are routinely required using < 20 micron metal particles and as the track sizes requirements of modern CPU's an GPU's is reduced further there is an increasing demand for Type 7 and 8 solders (< 15 and < 10 micron particles respectively). However, the cooling rates during the production of such fine particulates can exceed 100000 K/s, well beyond the operating regime of conventional, isothermal phase-field models. A successful conclusion to this project would thus potentially equip the powder metallurgy industry with a tool for the prediction of the microstructure in their as-solidified product, under conditions that are appropriate to the formation of the product, using a thermodynamically consistent methodology. Our non-academic dissemination strategy is thus targeted primarily at the powder metals sector and includes the following specific actions: 1/ To present our work at PM trade conferences and meetings, particularly those organised by MPIF and EPMA, where the audience is predominantly drawn from the industry. 2/ To publish in the trade and in-house journals of MPIF and EPMA (e.g. International Journal of Powder Metals). 3/ To host a one day workshop towards the end of the project to show case the project, its results and the model developed. 4/ To freely share the code developed with potential academic collaborators and also to make it available to industry, probably on a consultancy basis. 5/ To maintain throughout the project a web-site which will showcase the model and that will publicise the availability of the model described above.

Publications

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Bollada P (2015) An adaptive mesh method for phase-field simulation of alloy solidification in three dimensions in IOP Conference Series: Materials Science and Engineering

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Bollada P (2012) A new approach to multi-phase formulation for the solidification of alloys in Physica D: Nonlinear Phenomena

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Bollada P (2012) A new approach to multi-phase field for the solidification of alloys in IOP Conference Series: Materials Science and Engineering

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Bollada P (2017) Bracket formalism applied to phase field models of alloy solidification in Computational Materials Science

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Mullis A (2013) EPD Congress 2013

 
Description The key objective of this research was to extend our previous research into the development of coupled, thermo-solutal phase-field models, which can be applied to rapid solidification situations, from the single phase case to multi-phase. An important preliminary task was to establish the most suitable isothermal multi-phase field model into which a thermal field could be coupled. In fact, we concluded that all existing multi-phase models had serious deficiencies, notably the creation of spurious phases at interfaces, a dependence on the number of phases present and an inability to reproduce single phase results. By applying the principles of differential geometry we have proposed a formalism that overcomes all of these problems previously associated with this methodology [Physica D 241:816].

This model has subsequently been incorporated into a coupled thermo-solutal phase-field model for the simulation of microstructure formation during rapid solidification which incorporates a range of advanced numerical techniques including mesh adaptivity, implicit time-stepping and a multigrid solver. Parallel execution using both local and National HPC facilities (HECToR) have been utilised to model rapid eutectic growth in a number of systems, with realistic thermodynamic properties obtained from the SGTE materials database.

In tandem with the computational model development a PhD project student undertook a range of experimental validation work. This focused grain refinement effects in rapidly solidified alloys that were deeply undercooled using the melt fluxing technique. As a result of these studies we were able to resolve a long standing conflict within the rapid solidification community as to the origin of spontaneous grain refinement effects, demonstrating that a range of mechanisms operate depending upon the materials properties in question [Acta Mater 66:378 and 77:76].

Work following on directly from this grant has led to the development of a new formulation for incorporating the temperature equation into phase-field models of solidification. Using the Bracket formalism of Beris & Edwards (1994) we have shown that the temperature equation can be derived from a variational derivative of the free energy rather than added ad hoc. As such, this now puts the temperature equation on the same footing as the phase and solute transport equations.
Exploitation Route The intention, as with our single phase code, is to release the multi-phase code via a Open Source distribution. This will allow microstructural simulation in rapidly solidified metals, such as in gas atomised powders, which impact on a range of sectors including automotive (PM gears etc.) and electronics (solder pastes).

Further development is required in order to achieve this as, although the scientific goals of the project were achieved and we were able to demonstrate a working version of our code, there have been issues around the portability of the model between HPC platforms.
Sectors Manufacturing, including Industrial Biotechology

 
Description The models developed as a result of this project are now starting to be recognised a leading within the solidification community and have resulted in the group at Leeds being invited to join to projects where these models will be directly utilised. These are an ESA funded project (NEQUISOL) investigating solidification in the microgravity environment on-board the international space station and the recently announced EPSRC Manufacturing Hub in Future Liquid Metal Engineering hosted at Brunel University.
First Year Of Impact 2015
Sector Manufacturing, including Industrial Biotechology
Impact Types Economic

 
Title PhAIM-2D 
Description Phase-field by Adaptive Implicit Multigrid (2D) 
Type Of Material Computer model/algorithm 
Year Produced 2012 
Provided To Others? Yes  
Impact N/A 
URL http://www.digital.leeds.ac.uk/software
 
Description LiME Research Hub 
Organisation Brunel University London
Department Brunel Centre for Advanced Solidification Technology (BCAST)
Country United Kingdom 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth in light weight structural materials
Collaborator Contribution Co-ordination, industrial dissemination, light metals processing (Brunel) Real-time radiographic and tomographic studies (Oxford) Microstructural analysis and high resolution electron microscopy (Manchester) Low melting point metals (Imperial)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes.
Start Year 2015
 
Description LiME Research Hub 
Organisation Imperial College London
Department Imperial College Trust
Country United Kingdom 
Sector Charity/Non Profit 
PI Contribution Phase-field modelling of intermetallic growth in light weight structural materials
Collaborator Contribution Co-ordination, industrial dissemination, light metals processing (Brunel) Real-time radiographic and tomographic studies (Oxford) Microstructural analysis and high resolution electron microscopy (Manchester) Low melting point metals (Imperial)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes.
Start Year 2015
 
Description LiME Research Hub 
Organisation University of Manchester
Country United Kingdom 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth in light weight structural materials
Collaborator Contribution Co-ordination, industrial dissemination, light metals processing (Brunel) Real-time radiographic and tomographic studies (Oxford) Microstructural analysis and high resolution electron microscopy (Manchester) Low melting point metals (Imperial)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes.
Start Year 2015
 
Description LiME Research Hub 
Organisation University of Oxford
Department Department of Materials
Country United Kingdom 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth in light weight structural materials
Collaborator Contribution Co-ordination, industrial dissemination, light metals processing (Brunel) Real-time radiographic and tomographic studies (Oxford) Microstructural analysis and high resolution electron microscopy (Manchester) Low melting point metals (Imperial)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes.
Start Year 2015
 
Description NEQUISOL 
Organisation ESA - ESTEC
Country Netherlands 
Sector Public 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation Equispheres Inc.
Country Canada 
Sector Private 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation Friedrich Schiller University Jena (FSU)
Country Germany 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation HYDRO Aluminium Rolled Products GmbH
Country Norway 
Sector Private 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation Mines ParisTech
Country France 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation RGS Development BV
Country Netherlands 
Sector Private 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation Ruhr University Bochum
Country Germany 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation Spanish National Research Council (CSIC)
Department National Centre for Metallurgical Research (CENIM)
Country Spain 
Sector Public 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description NEQUISOL 
Organisation University of Alberta
Department Advanced Materials and Processing Laboratory (AMPL)
Country Canada 
Sector Academic/University 
PI Contribution Phase-field modelling of intermetallic growth (Ni-Al, Al-Si) in microgravity environment aboard International Space Station as part of TEMPUS (levitation) solidification experiments.
Collaborator Contribution Access to microgravity platforms and funding (ESA) Sample Preparation (ESA, Jena, Bochum) Sample Analysis (Bochum, Alberta) Droplet experiments (Alberta, CENIM) Modelling (Paris Mines) Materials (Hydro, RGS, Equispheres)
Impact This collaboration formally commenced in November 2015 so is currently too early for formal scientific outcomes. Samples of Ni-Al alloy have been shipped to the ISS for microgravity experiments for TEMPUS Batch 1 & Batch 2 experiments.
Start Year 2015
 
Description SIMMNET 
Organisation Brunel University London
Country United Kingdom 
Sector Academic/University 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation Delft University of Technology (TU Delft)
Country Netherlands 
Sector Academic/University 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation ESI Group
Country France 
Sector Private 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation Grado Zero Espace
Country Italy 
Sector Private 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation National Technical University of Athens, Greece
Country Greece 
Sector Academic/University 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation University of Florida
Country United States 
Sector Academic/University 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014
 
Description SIMMNET 
Organisation University of Rostock
Country Germany 
Sector Academic/University 
PI Contribution Phase-field modelling capability in which advanced numerics are utilised to span length scales from atomistic to macroscopic.
Collaborator Contribution H2020 grant application SIMMNET (SEP-210170983) 'Shared and Integrated Multiscale Modelling for Nanoscale Enhanced Technology'. Outline evaluation successful, full proposal submitted to EC 8 October 2014.
Impact H2020 proposal SIMMNET
Start Year 2014