Bayesian model selection with SOBER and BASQ

examples/data/Baumhofer2014/README.md

@@ -0,0 +1,14 @@
+# Degradation data
+
+This repository contains a subset of the data published in the research paper:
+**P. Attia et al., "Review—“Knees” in Lithium-Ion Battery Aging Trajectories,"** *Journal of The Electrochemical Society*, vol. 169, p. 060517, June 2022. [DOI: 10.1149/1945-7111/ac6d13](https://doi.org/10.1149/1945-7111/ac6d13),
+which digitised it from the source paper:
+**T. Baumhöfer et al., "Production caused variation in capacity aging trend and correlation to initial cell performance,"** *Journal of Power Sources*, vol. 247, p. 332-338, 2014. [DOI: 10.1016/j.jpowsour.2013.08.108](https://doi.org/10.1016/j.jpowsour.2013.08.108)
+
+## Citation
+
+If you use this dataset in your work, please cite the original publications as follows:
+
+```plaintext
+P. Attia et al., "Review—“Knees” in Lithium-Ion Battery Aging Trajectories," Journal of The Electrochemical Society, vol. 169, p. 060517, June 2022, doi: 10.1149/1945-7111/ac6d13.
+T. Baumhöfer et al., "Production caused variation in capacity aging trend and correlation to initial cell performance," Journal of Power Sources, vol. 247, p. 332-338, 2014, doi: 10.1016/j.jpowsour.2013.08.108.

examples/data/Baumhofer2014/read_dataset.py

@@ -0,0 +1,39 @@
+from pybamm import citations
+from scipy.io import loadmat
+
+from pybop import Datasets
+
+citations.register("""@article{
+    Baumhöfer2014,
+    title={{Production caused variation in capacity aging trend and correlation to initial cell performance}},
+    author={Baumhöfer, T and Brühl, M and Rothgang, S and Sauer, D},
+    journal={Journal of Power Sources},
+    volume={247},
+    pages={332-338},
+    year={2014},
+    doi={10.1016/j.jpowsour.2013.08.108}
+}""")
+citations.register("""@article{
+    Attia2022,
+    title={{Review—“Knees” in Lithium-Ion Battery Aging Trajectories}},
+    author={Attia, P and Bills, A and Brosa Planella, F and Dechent, P and dos Reis, G and Dubarry, M and Gasper, P and Gilchrist, R and Greenbank, S and Howey, D and Liu, O and Khoo, E and Preger, Y and Soni, A and Sripad, S and Stefanopoulou, A and Sulzer, V},
+    journal={Journal of The Electrochemical Society},
+    volume={169},
+    pages={060517},
+    year={2022},
+    doi={10.1149/1945-7111/ac6d13}
+}""")
+
+matlab_degradation_data = loadmat("../../data/Baumhofer2014/baumhofer.mat")["lifetime"][
+    0
+][0]
+degradation_data = Datasets(
+    [
+        {
+            "Time [s]": dataset[0][0][0],
+            "Capacity fade": dataset[0][0][1] / dataset[0][0][1][0],
+        }
+        for dataset in matlab_degradation_data
+    ],
+    domain="Time [s]",
+)

examples/data/Gunther2025/README.md

@@ -0,0 +1,11 @@
+# High temporal resolution GITT as impedance spectra for various electrode thicknesses
+
+This repository contains a subset of the data published in the research paper:
+**J. Günther et al., "Determination of the Solid State Diffusion Coefficient of Li-ion Battery Single-Phase Materials Using Thin Model Electrodes,"** *Journal of The Electrochemical Society*, vol. 172, p. 030525, March 2025. [DOI: 10.1149/1945-7111/adbfc5](https://doi.org/10.1149/1945-7111/adbfc5)
+
+## Citation
+
+If you use this dataset in your work, please cite the original publication as follows:
+
+```plaintext
+J. Günther et al., "Determination of the Solid State Diffusion Coefficient of Li-ion Battery Single-Phase Materials Using Thin Model Electrodes," Journal of The Electrochemical Society, vol. 172, p. 030525, March 2025, doi: 10.1149/1945-7111/adbfc5.