Predictive Modelling of the Fundamentals of Failure in Metals

Lead Research Organisation: University of Warwick
Department Name: Sch of Engineering

Abstract

Our lack of detailed understanding of the atomic scale mechanisms which lead to failure of metals through processes such as cracking, creep, embrittlement or fatigue is surprising, given the significant technological and economic impact that such understanding could generate. Examples of what could be achieved include designing stronger, lighter turbine blades for aeroplane engines, improved lightweight alloys for the automobile industry or improved radiation shields for the nuclear industry.

Progress to date has been limited partly because the current generation of continuum models for metal failure rely heavily on empirical methods. The overarching aim of this proposal is to develop new models to enable continuum-scale modelling of failure processes, in particular crack growth, by incorporating pre-computed first-principles information. Adding reliable probabilistic "error bars'' which incorporate the effects of model error, limited data, epistemic uncertainty and coarse-graining would help to address one of the major barriers holding back wider adoption of materials modelling in industry (cf. Innovate UK/KTN special interest group on Uncertainty Quantification and Management for High Value Manufacturing).

Realising these long-term aims first requires developing (i) accurate atomic scale models for `slow' failure processes in metals and (ii) a rigorous model reduction procedure to capture information lost during coarse graining, allowing complex microstructures to be modelled. This project addresses (i) in detail by developing new methodology to compute energy barriers with QM accuracy in systems large enough to capture stress concentration, with application to dislocation motion and crack growth in technologically relevant but still structurally simple single crystal model systems (nickel, aluminium and tungsten). Requirement (ii) will be explored via a case study to be further developed in future proposals.

The project is aligned with research areas in which the UK is a world leader: condensed matter (electronic structure), materials engineering (metals and alloys) and numerical analysis.

Planned Impact

Academic impact. This project will achieve cross-disciplinary academic impact spanning the materials science, engineering and numerical analysis communities. The new modelling techniques generated will be widely disseminated and are expected to benefit the materials modelling community. The project is expected to benefit the PI by helping to consolidate his membership of this community as an independent researcher. As identified in more detail in 'Academic Beneficiaries' above, the prospects for adoption of new methodology are excellent as the applicant is well embedded in the materials simulation community and has strong links with the numerical analysis community through project collaborator Prof. Christoph Ortner (Warwick Mathematics). Knowledge gained through developing and applying the techniques will feed into algorithm development. Two-way interaction with local experimental researchers in Engineering and Physics at Warwick is expected to expand the impact beyond the modelling community, leading to interdisciplinary academic impact. Moreover, the novel methodology to be developed here is not limited to modelling failure processes in metals and could provide QM-based insight for other localised non-equilibrium processes.

Economic impact. The project is expected to generate fundamental new insights which in the long term will help rationalise and guide future design and processing developments. This is consistent with the applicant's long term goal of providing "bottom up" effective criteria for continuum finite element analysis codes, which is of great interest to industrial partners concerned by the current lack of truly predictive continuum models. Looking beyond the lifetime of this project, it is envisaged that technology transfer will allow accurate, predictive, fracture simulations without any user-adjustable parameters to be carried out directly by industrial partners. Incorporating probabilistic error bars into this framework so that uncertainties due to incomplete data and insufficient models could be computed from the information lost during coarse graining could eventually lead to significantly enhanced adoption of materials modelling in industry (e.g. in partnership with the Innovate UK/KTN special interest group on uncertainty quantification and management, of which the applicant is an active member).

Societal impact. Scarcity of resources and the tremendous energy requirements of traditional materials processing techniques raise ever-increasing sustainability concerns. Limitations on the fuel efficiency of jet engines and the difficulties of designing materials suitable for use as radiation shields for fusion power stations are just two examples reflecting the social and economic cost of our incomplete knowledge of the fundamentals of how metals fail. The need to understand/control complex chemistry to support and guide applications is just as urgent here as in other high-priority materials problems. The high costs of laboratory investigations mean that theory must come in support of experiment to produce new knowledge. However, the complex combination of local chemistry and long range stress fields characteristic of materials failure processes means that it has so far been impossible to address these problems with quantum mechanical precision. This project aims to develop new methodology that will help scientists and engineers to model these kinds of issues, in the long term helping to inform the design of improved materials where failure processes can be better controlled.

Publications

10 25 50
 
Description The primary objective of the project was to develop methodology that, for the first time, allows energy barriers for rare events to be computed with quantum mechanical precision in systems containing millions of atoms using a multiscale framework. This has been achieved and the details were reported in the article T. D. Swinburne and J. R. Kermode, Phys. Rev. B 96, 144102 (2017). Secondary objectives included applying the new methodology to predict rates for activated materials failure processes in representative systems, which was reported in the same article and more recently in P. Grigorev, T. Swinburne and J. R. Kermode, QM/MM study of hydrogen-decorated screw dislocations in tungsten: ultrafast pipe diffusion, core reconstruction and effects on glide mechanism, Phys. Rev. Materials 4 023601 (2020). Significant speed-up of the computational calculations has been demonstrated using a novel preconditioning scheme, reported in S. Makri, C. Ortner and J. R. Kermode, A preconditioning scheme for Minimum Energy Path finding methods, J. Chem. Phys 150, 094109 (2019). The final objective of disseminating the results of the new methodology through publications, conferences, open source software and a publicly available database of QM calculations has also been achieved as demonstrated through the outputs reported here.
Exploitation Route A case study has also been carried out to investigate how the methods developed in this project could be extended to provide input to crack growth criteria in continuum finite-element models developed by others in both academic and industrial R&D, supporting the long term aim of providing ``bottom up'' predictive failure criteria including explicit uncertainty quantification; this feeds into an ongoing area of active research which has recently been supported by follow-on funding (detailed in this submission).
Sectors Aerospace, Defence and Marine,Digital/Communication/Information Technologies (including Software),Manufacturing, including Industrial Biotechology

URL https://warwick.ac.uk/fac/sci/eng/staff/jrk
 
Description Two PhD researchers who's work was aligned with the project have now graduated and moved into R&D in the private sector, where they are continuing to use the skills developed during the project. A PDRA associated with the project has moved to a new research position elsewhere in Europe, consolidating an international collaboration and improving cultural links.
First Year Of Impact 2018
Sector Chemicals,Education
Impact Types Cultural,Societal,Economic

 
Description (NOMAD CoE) - Novel Materials Discovery
Amount € 5,045,821 (EUR)
Funding ID 951786 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 10/2020 
End 09/2023
 
Description ARCHER eCSE
Amount £43,747 (GBP)
Funding ID eCSE11-7 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 09/2017 
End 02/2018
 
Description Data-driven modelling of irradiation induced defects in fusion materials
Amount £50,000 (GBP)
Funding ID 2729506 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2022 
End 10/2026
 
Description EPSRC Centre for Doctoral Training in Modelling of Heterogeneous Systems
Amount £5,752,474 (GBP)
Funding ID EP/S022848/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 03/2019 
End 09/2027
 
Description EPSRC Standard Mode
Amount £739,715 (GBP)
Funding ID EP/P022065/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 04/2017 
End 03/2021
 
Description EPSRC standard grant
Amount £442,958 (GBP)
Funding ID EP/R043612/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2018 
End 03/2022
 
Description European Database for Multiscale Modelling of Radiation Damage (ENTENTE)
Amount € 4,000,000 (EUR)
Funding ID 900018 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 09/2020 
End 08/2024
 
Description How Semi-Conductor Lasers Fail - Modelling Defect Effects
Amount £50,000 (GBP)
Funding ID 2588444 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2021 
End 10/2025
 
Description Hydrogen diffusion and trapping in multi-principal component alloys
Amount £46,000 (GBP)
Organisation Henry Royce Institute 
Sector Academic/University
Country United Kingdom
Start 12/2022 
End 03/2023
 
Description Industrial CASE award
Amount £83,296 (GBP)
Funding ID 17000185 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2017 
End 09/2021
 
Description Leverhulme Research Project Grant
Amount £385,476 (GBP)
Organisation The Leverhulme Trust 
Sector Charity/Non Profit
Country United Kingdom
Start 04/2018 
End 03/2022
 
Description Multiscale Simulation of Rarefied Gas Flow for Engineering Design
Amount £449,193 (GBP)
Funding ID EP/V012002/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 07/2021 
End 06/2024
 
Description Royal Society Research Grant
Amount £14,764 (GBP)
Funding ID RG160691 
Organisation The Royal Society 
Sector Charity/Non Profit
Country United Kingdom
Start 04/2017 
End 03/2018
 
Description Spanning the Scales: Insights into Dislocation Mobility Provided by Machine Learning and Coarse-Grained Models
Amount £50,000 (GBP)
Funding ID 2588438 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 10/2021 
End 09/2025
 
Description Standard grant
Amount £823,000 (GBP)
Funding ID EP/R012474/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 03/2018 
End 02/2021
 
Description Support for advanced transition state search techniques in CASTEP
Amount £29,000 (GBP)
Funding ID 2nd ARCHER2 eCSE call 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 03/2021 
End 08/2021
 
Description The UK Car-Parrinello HEC Consortium
Amount £563,229 (GBP)
Funding ID EP/X035891/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 01/2023 
End 12/2026
 
Description UKIERI-DSF Partnership Development Workshop
Amount £15,000 (GBP)
Organisation British Council 
Sector Charity/Non Profit
Country United Kingdom
Start 01/2020 
End 12/2020