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on: [push] | ||
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jobs: | ||
paper: | ||
runs-on: ubuntu-latest | ||
name: Paper Draft | ||
steps: | ||
- name: Checkout | ||
uses: actions/checkout@v2 | ||
- name: Build draft PDF | ||
uses: openjournals/openjournals-draft-action@master | ||
with: | ||
journal: joss | ||
# This should be the path to the paper within your repo. | ||
paper-path: joss_paper/paper.md | ||
- name: Upload | ||
uses: actions/upload-artifact@v1 | ||
with: | ||
name: paper | ||
# This is the output path where Pandoc will write the compiled | ||
# PDF. Note, this should be the same directory as the input | ||
# paper.md | ||
path: joss_paper/paper.pdf |
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@article{Michaud-Agrawal:2014, | ||
title = {MDAnalysis: A toolkit for the analysis of molecular dynamics simulations}, | ||
author = {Michaud‐Agrawal, Naveen and Denning, Elizabeth J. and Woolf, Thomas B. and Beckstein, Oliver}, | ||
year = 2011, | ||
month = 04, | ||
journal = {Journal of Computational Chemistry}, | ||
issn = {0192-8651}, | ||
pmid = {21500218}, | ||
pmcid = {PMC3144279}, | ||
pages = {2319 - 2327}, | ||
number = {10}, | ||
volume = {32}, | ||
doi = {10.1002/jcc.21787}, | ||
} | ||
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@InProceedings{Gowers:2016, | ||
author = { Gowers, Richard and Linke, Max and Barnoud, Jonathan and Reddy, | ||
Tyler and Melo, Manuel and Seyler, Sean and Domański, Jan and Dotson, | ||
David and Buchoux, Sébastien and Kenney, Ian and Beckstein, Oliver }, | ||
title = { MDAnalysis: A Python Package for the Rapid Analysis of Molecular Dynamics Simulations }, | ||
url = {https://conference.scipy.org/proceedings/scipy2016/oliver\_beckstein.html}, | ||
pages = {98 - 105}, | ||
year = 2016, | ||
doi = {10.25080/majora-629e541a-00e}, | ||
} | ||
|
||
@online{plotly:2015, | ||
author = {Plotly}, | ||
title = {Collaborative data science}, | ||
publisher = {Plotly Technologies Inc.}, | ||
address = {Montreal, QC}, | ||
year = 2015, | ||
url = {https://plot.ly}, | ||
} | ||
|
||
@article{scipy:2020, | ||
author = {Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and | ||
Haberland, Matt and Reddy, Tyler and Cournapeau, David and | ||
Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and | ||
Bright, Jonathan and {van der Walt}, St{\'e}fan J. and | ||
Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and | ||
Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and | ||
Kern, Robert and Larson, Eric and Carey, C J and | ||
Polat, {\.I}lhan and Feng, Yu and Moore, Eric W. and | ||
{VanderPlas}, Jake and Laxalde, Denis and Perktold, Josef and | ||
Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and | ||
Harris, Charles R. and Archibald, Anne M. and | ||
Ribeiro, Ant{\^o}nio H. and Pedregosa, Fabian and | ||
{van Mulbregt}, Paul and {SciPy 1.0 Contributors}}, | ||
title = {{SciPy} 1.0: Fundamental Algorithms for Scientific | ||
Computing in Python}, | ||
journal = {Nature Methods}, | ||
year = {2020}, | ||
volume = {17}, | ||
pages = {261--272}, | ||
adsurl = {https://rdcu.be/b08Wh}, | ||
doi = {10.1038/s41592-019-0686-2}, | ||
} | ||
|
||
@article{matplotlib:2007, | ||
Author = {Hunter, J. D.}, | ||
Title = {Matplotlib: A 2D graphics environment}, | ||
Journal = {Computing in Science \& Engineering}, | ||
Volume = {9}, | ||
Number = {3}, | ||
Pages = {90--95}, | ||
abstract = {Matplotlib is a 2D graphics package used for Python for | ||
application development, interactive scripting, and publication-quality | ||
image generation across user interfaces and operating systems.}, | ||
publisher = {IEEE COMPUTER SOC}, | ||
doi = {10.1109/MCSE.2007.55}, | ||
year = 2007, | ||
} | ||
|
||
@article{numpy:2020, | ||
author = {Harris, Charles R. and Millman, K. Jarrod and van der Walt, | ||
Stéfan J and Gommers, Ralf and Virtanen, Pauli and Cournapeau, David | ||
and Wieser, Eric and Taylor, Julian and Berg, Sebastian and Smith, | ||
Nathaniel J. and Kern, Robert and Picus, Matti and Hoyer, Stephan and van | ||
Kerkwijk, Marten H. and Brett, Matthew and Haldane, Allan and Fernández | ||
del Río, Jaime and Wiebe, Mark and Peterson, Pearu and Gérard-Marchant, | ||
Pierre and Sheppard, Kevin and Reddy, Tyler and Weckesser, Warren | ||
and Abbasi, Hameer and Gohlke, Christoph and Oliphant, Travis E.}, | ||
title = {Array programming with {NumPy}}, | ||
journal = {Nature}, | ||
year = {2020}, | ||
volume = {585}, | ||
number = {7825}, | ||
pages = {357--362}, | ||
pages = {357–362}, | ||
doi = {10.1038/s41586-020-2649-2}, | ||
} | ||
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@software{pandas:2020, | ||
author = {DevTeam}, | ||
title = {pandas-dev/pandas: Pandas}, | ||
month = 02, | ||
year = 2020, | ||
publisher = {Zenodo}, | ||
version = {latest}, | ||
doi = {10.5281/zenodo.3509134}, | ||
url = {https://doi.org/10.5281/zenodo.3509134}, | ||
} | ||
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@article{Hou:2019, | ||
title = {The influence of FEC on the solvation structure and reduction reaction of LiPF6/EC electrolytes and its implication for solid electrolyte interphase formation}, | ||
author = {Hou, Tingzheng and Yang, Guang and Rajput, Nav Nidhi and Self, Julian and Park, Sang-Won and Nanda, Jagjit and Persson, Kristin A.}, | ||
journal = {Nano Energy}, | ||
issn = {22112855}, | ||
url = {https://linkinghub.elsevier.com/retrieve/pii/S2211285519305877}, | ||
year = {2019}, | ||
pages = {103881}, | ||
volume = {64}, | ||
month = {10}, | ||
doi = {10.1016/j.nanoen.2019.103881}, | ||
} | ||
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||
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@article{Dong-Joo:2022, | ||
author = {Yoo, Dong-Joo and Liu, Qian and Cohen, Orion and Kim, Minkyu and Persson, Kristin A. and Zhang, Zhengcheng}, | ||
title = {Understanding the Role of SEI Layer in Low-Temperature Performance of Lithium-Ion Batteries}, | ||
journal = {ACS Applied Materials \& Interfaces}, | ||
volume = {14}, | ||
number = {9}, | ||
pages = {11910-11918}, | ||
year = {2022}, | ||
doi = {10.1021/acsami.1c23934}, | ||
} | ||
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@article{Self:2019, | ||
year = {2019}, | ||
title = {Transport in Superconcentrated LiPF6 and LiBF4/Propylene Carbonate Electrolytes}, | ||
author = {Self, Julian and Fong, Kara D. and Persson, Kristin A.}, | ||
journal = {ACS Energy Letters}, | ||
issn = {2380-8195}, | ||
doi = {10.1021/acsenergylett.9b02118}, | ||
pages = {2843--2849}, | ||
number = {12}, | ||
volume = {4}, | ||
} | ||
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@article{Xie:2023, | ||
year = {2023}, | ||
title = {{Spatially resolved structural order in low-temperature liquid electrolyte}}, | ||
author = {Xie, Yujun and Wang, Jingyang and Savitzky, Benjamin H. and Chen, Zheng and Wang, Yu and Betzler, Sophia and Bustillo, Karen and Persson, Kristin and Cui, Yi and Wang, Lin-Wang and Ophus, Colin and Ercius, Peter and Zheng, Haimei}, | ||
journal = {Science Advances}, | ||
doi = {10.1126/sciadv.adc9721}, | ||
pmid = {36638171}, | ||
pages = {eadc9721}, | ||
number = {2}, | ||
volume = {9} | ||
} |
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--- | ||
title: 'SolvationAnalysis: A Python toolkit for understanding liquid solvation structure in classical molecular dynamics simulations' | ||
tags: | ||
- python | ||
- chemistry | ||
- electrolytes | ||
- molecular dynamics | ||
- solvation structure | ||
authors: | ||
- name: Orion Archer Cohen | ||
orcid: 0000-0003-3940-2456 | ||
affiliation: 1 | ||
- name: Hugo Macdermott-Opeskin | ||
orcid: 0000-0002-7393-7457 | ||
affiliation: 2 | ||
- name: Lauren Lee | ||
affiliation: 1 | ||
- name: Tingzheng Hou | ||
orcid: 0000-0002-7163-2561 | ||
affiliation: 3 | ||
- name: Kara D. Fong | ||
orcid: 0000-0002-0711-097X | ||
affiliation: 1 | ||
- name: Ryan Kingsbury | ||
orcid: 0000-0002-7168-3967 | ||
affiliation: 4 | ||
- name: Jingyang Wang | ||
orcid: 0000-0003-3307-5132 | ||
affiliation: 1 | ||
- name: Kristin A. Persson | ||
orcid: 0000-0003-2495-5509 | ||
affiliation: "5,6" | ||
affiliations: | ||
- name: Materials Science Division, Lawrence Berkeley National Laboratory, USA | ||
index: 1 | ||
- name: Australian National University, Australia | ||
index: 2 | ||
- name: Institute of Materials Research, Shenzhen International Graduate School, Tsinghua University, China | ||
index: 3 | ||
- name: Energy Storage & Distributed Resources Division, Lawrence Berkeley National Laboratory, USA | ||
index: 4 | ||
- name: Department of Materials Science, University of California, USA | ||
index: 5 | ||
- name: Molecular Foundry, Lawrence Berkeley National Laboratory, USA | ||
index: 6 | ||
date: 12 January 2023 | ||
bibliography: paper.bib | ||
--- | ||
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# Summary | ||
|
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The macroscopic behavior of matter is determined by the microscopic | ||
arrangement of atoms, but this arrangement is often | ||
difficult or impossible to observe experimentally. Instead, researchers use | ||
simulation techniques like molecular dynamics to probe the microscopic | ||
structure and dynamics of everything from proteins to battery electrolytes. | ||
SolvationAnalysis extracts solvation information from completed | ||
molecular dynamics simulations, letting researchers access key solvation | ||
structure statistics with minimal effort and accelerating scientific research. | ||
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# Statement of need | ||
|
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Molecular dynamics studies of liquid solvation structures often replicate | ||
established analyses on novel systems. In electrolyte systems, it is common | ||
to calculate coordination numbers, radial distribution functions, solute | ||
dissociation, and cluster speciation [@Hou:2019]. In principle, these analyses are highly | ||
similar across a diversity of systems. In practice, many specialized bespoke | ||
tools have sprung up to address the same underlying problem. Enter `SolvationAnalysis`, | ||
an easy-to-use Python package with an interactive interface for | ||
computing a wide variety of solvation properties. Building on `MDAnalysis` and | ||
`pandas` [@Michaud-Agrawal:2014] [@Gowers:2016] [@pandas:2020], it efficiently | ||
processes output from a wide variety of Molecular Dynamics simulation packages. | ||
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`SolvationAnalysis` was designed to free researchers from laboriously | ||
implementing and validating common analyses. In addition to routine properties like | ||
coordination numbers, solute-solvent pairing, and solute speciation, | ||
SolvationAnalysis uses tools from the SciPy ecosystem [@numpy:2020] [@scipy:2020] | ||
to implement analyses of network formation [@Xie:2023] and residence | ||
times [@Self:2019], summarized in \autoref{fig:summary}. To make visualization fast, | ||
the package includes a robust set of plotting tools built | ||
on top of `Matplotlib` and `Plotly` [@matplotlib:2007] [@plotly:2015]. | ||
A full set of tutorials based on state-of-the-art battery electrolytes | ||
[@Hou:2019] [@Dong-Joo:2022] are also included to familiarize new researchers | ||
with solvation structure analysis. Together, these features allow for | ||
rapid interactive or programmatic calculation of solvation properties. | ||
|
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# Figures | ||
|
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![A visual summary of SolvationAnalysis capabilities. \label{fig:summary}](summary_figure.jpg) | ||
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# Acknowledgements | ||
|
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Thank you to Oliver Beckstein, Richard Gowers, Irfan Alibay, and Lily Wang for | ||
technical advice about MDAnalysis and Python development. Thank you to Google | ||
Summer of Code, the NSF GRFP Fellowship, and the US Department of Energy for | ||
funding. | ||
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# References |
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