Code supporting the paper: A Bayesian finite-element trained machine learning approach for predicting post-burn contraction
Code supporting the paper: A Bayesian finite-element trained machine learning approach for predicting post-burn contraction
Description
This online resource shows two archived folders: Matlab and Python, that contain relevant code for the article: A Bayesian finite-element trained machine learning approach for predicting post-burn contraction.
One finds the codes used to generate the large dataset within the Matlab folder. Here, the file Main.m is the main file and from there, one can run the Monte Carlo simulation. There is a README file.
Within the Python folder, one finds the codes used for training the neural networks and creating the online application. The file Data.mat contains the data generated by the Matlab Monte Carlo simulation. The files run_bound.py, run_rsa.py, and run_tse.py train the neural networks, of which the best scoring ones are saved in the folder Training. The DashApp folder contains the code for the creation of the Application.
- CC-BY-NC-4.0
Reference papers
Mentions
- 1.Author(s): Ginger Egberts, Fred Vermolen, Qiyao Peng, H.Ibrahim Korkmaz, Paul van ZuijlenPublished in Burns Open by Elsevier BV in 2025, page: 10039010.1016/j.burnso.2024.100390
- 2.Author(s): Selma Husanovic, Ginger Egberts, Alexander Heinlein, Fred VermolenPublished in Clinical Biomechanics by Elsevier BV in 2025, page: 10655810.1016/j.clinbiomech.2025.106558
- 3.Author(s): Claudia Carballo González, Ernesto Fontes Pupo, Eneko Iradier, Pablo Angueira, Maurizio Murroni, Jon MontalbanPublished in IEEE Transactions on Vehicular Technology by Institute of Electrical and Electronics Engineers (IEEE) in 2024, page: 11862-1187710.1109/tvt.2024.3373638
- 4.Author(s): Junjie Zhao, Diyuan Li, Jian Zhou, Danial J. Armaghani, Aohui ZhouPublished in Deep Underground Science and Engineering by Wiley in 2024, page: 3-1710.1002/dug2.12089
- 5.Author(s): Ming-Yao ChenPublished in American Journal of Translational Research by e-Century Publishing Corporation in 2024, page: 2765-277610.62347/myhe3488
- 6.Author(s): Mark G Rippon, Leigh Fleming, Tianhua Chen, Alan A Rogers, Karen OuseyPublished in Journal of Wound Care by Mark Allen Group in 2024, page: 229-24210.12968/jowc.2024.33.4.229
- 7.Author(s): Minhaj A. Hussain, Warren M. Grill, Nicole A. PelotPublished in Nature Communications by Springer Science and Business Media LLC in 202410.1038/s41467-024-51709-8