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Proposed citation descriptor for hpcflow
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# See https://citation-file-format.github.io for more info about the format | ||
cff-version: 1.2.0 | ||
message: If you use this software, please cite it as below. | ||
|
||
preferred-citation: | ||
type: article | ||
doi: 10.12688/materialsopenres.17516.1 | ||
url: https://materialsopenresearch.org/articles/2-2 | ||
title: > | ||
A novel integrated framework for reproducible formability predictions | ||
using virtual materials testing | ||
journal: Materials Open Research | ||
volume: 2 | ||
year: 2023 | ||
month: 1 | ||
abstract: > | ||
Background: Formed aluminium alloy sheet materials are increasingly | ||
adopted in production processes such as vehicle manufacturing, due to the | ||
potential for weight-saving and improved recyclability when compared to | ||
more traditional steel alloys. To maximise these benefits whilst | ||
maintaining sufficient mechanical properties, the link between formability | ||
and microstructure must be better understood. Virtual materials testing is | ||
a cost-effective strategy for generating microstructure-informed | ||
formability predictions. | ||
Methods: We developed an open-source hybrid framework, combining | ||
experimental and computational tasks, for generating reproducible | ||
formability predictions. Starting with experimental texture measurements | ||
and stress-strain curves, we calibrated crystal plasticity (CP) model | ||
parameters. The framework used these parameters to perform a large set of | ||
multiaxial full-field CP simulations, from which various anisotropic yield | ||
functions were fitted. With these anisotropy parameters, we then employed | ||
a Marciniak-Kuczyński finite-element model to predict forming limit | ||
curves, which we compared with those from experimental Nakazima tests. | ||
Results: We executed the workflow with the aluminium alloy Surfalex HF | ||
(AA6016A) as a case study material. The 18-parameter Barlat yield function | ||
provided the best fit, compared to six-parameter functions. Predicted | ||
forming limits depended strongly on the chosen hardening law, and good | ||
agreement with the experimental forming limit curve was found. All of the | ||
generated data have been uploaded to the Zenodo repository. A set of | ||
Jupyter notebooks to allow interactive inspection of our methods and data | ||
are also available. | ||
Conclusions: We demonstrated a robust methodology for replicable virtual | ||
materials testing, which enables cheaper and faster formability analyses. | ||
This complete workflow is encoded within a simple yet highly customisable | ||
computational pipeline that can be applied to any material. To maximise | ||
reproducibility, our approach takes care to ensure our methods and data — | ||
and the ways in which that data is processed — are unambiguously defined | ||
during all steps of the workflow. | ||
authors: | ||
# Authors of this citation | ||
- given-names: Adam | ||
family-names: Plowman | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-9781-7353 | ||
# website: | ||
- given-names: Patryk | ||
family-names: Jedrasiak | ||
affiliation: University of Cambridge | ||
# email: | ||
orcid: https://orcid.org/0000-0001-6321-4821 | ||
# website: | ||
- given-names: Thomas | ||
family-names: Jailin | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0001-8580-8655 | ||
# website: | ||
- given-names: Peter | ||
family-names: Crowther | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-5430-6924 | ||
# website: | ||
- given-names: Sumeet | ||
family-names: Mishra | ||
affiliation: Indian Institute of Technology Roorkee | ||
# email: | ||
orcid: https://orcid.org/0000-0002-9924-4894 | ||
# website: | ||
- given-names: Pratheek | ||
family-names: Shanthraj | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-6324-0306 | ||
# website: | ||
- given-names: Joao | ||
family-names: Quinta Da Fonesca | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0001-6063-8135 | ||
website: https://research.manchester.ac.uk/en/persons/joao.fonseca | ||
|
||
title: "hpcflow: A Workflow Management System" | ||
# version: | ||
url: https://hpcflow.github.io/ | ||
authors: | ||
# As above, but of the software itself and not the publication | ||
- given-names: Adam | ||
family-names: Plowman | ||
alias: aplowman | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-9781-7353 | ||
- given-names: Peter | ||
family-names: Crowther | ||
alias: merrygoat | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-5430-6924 | ||
- given-names: Christopher | ||
family-names: Fullterton | ||
alias: cjfullerton | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0003-1306-2481 | ||
- given-names: Francisco | ||
family-names: Herrerías-Azcué | ||
alias: fherreazcue | ||
affiliation: University of Manchester | ||
# email: | ||
orcid: https://orcid.org/0000-0002-5906-221X | ||
contact: | ||
# How to contact someone about the software | ||
- address: > | ||
University of Manchester, | ||
Oxford Road | ||
city: Manchester | ||
country: GB | ||
# email: | ||
name: Joao Quinta Da Fonesca | ||
post-code: M13 9PL | ||
license: MPL-2.0 | ||
repository-code: https://github.com/hpcflow/hpcflow-new | ||
keywords: | ||
- "workflow management" | ||
- "materials science" | ||
- "high-performance computing" |