If you use PyBaMM in your work, please cite our JORS paper:

Sulzer, V., Marquis, S. G., Timms, R., Robinson, M., & Chapman, S. J. (2021). “Python Battery Mathematical Modelling (PyBaMM)”. Journal of Open Research Software,9 (1), 14. [ DOI | preprint ]

We would be grateful if you could also cite the relevant papers. These will change depending on what models and solvers you use. To find out which papers you should cite, add the line pybamm.print_citations() to the end of your script. This will print BibTex information to the terminal; passing a filename to print_citations will print the BibTex information to the specified file instead. A list of all citations can also be found in the citations file.

Contributions

The following papers have contributed directly to the development of PyBaMM.

[1] Marquis, S. G., Sulzer, V., Timms, R., Please, C. P., & Chapman, S. J. (2019). “An asymptotic derivation of a single particle model with electrolyte”. Journal of The Electrochemical Society, 166(15), A3693-A3706. [ preprint | DOI ]

[2] Chen, C. H., Planella, F. B., O’Regan, K., Gastol, D. E., Widanage, W. D., & Kendrick, E. (2020). Development of Experimental Techniques for Parameterization of Multi-scale Lithium-ion Battery Models. Journal of the Electrochemical Society. DOI

[3] Tranter, T. G., Timms, R., Heenan, T., Marquis, S., Sulzer, V., Jnawali, A., Kok, M. D., Please, C. P., Chapman, S. J., Shearing, P. R. and Brett, D. (2020). “Probing heterogeneity in Li-ion batteries with coupled multiscale models of electrochemistry and thermal transport using tomographic domains”. Journal of the Electrochemical Society, 167(11), 110538. DOI

[4] Timms, R., Marquis, S. G., Sulzer, V., Please, C. P., & Chapman, S. J. (2020). “Asymptotic Reduction of a Lithium-ion Pouch Cell Model”. Submitted to SIAM Journal on Applied Mathematics. [ preprint | code ]

[5] Marquis, S. G., Timms, R., Sulzer, V., Please, C. P., & Chapman, S. J. (2020). “A Suite of Reduced-Order Models of a Single-Layer Lithium-ion Pouch Cell”. Submitted to Journal of the Electrochemical Society. [ preprint | DOI ]

Citations

A list of papers that use or reference PyBaMM can be found on Google Scholar.