PEMFCcorrectEIS

Publication: Li, Z., Mao, Q., Zhao, Y., & Zhang, P. (2024). Investigation of the measurement uncertainty with regard to oxygen stoichiometry on health status of proton exchange membrane fuel cell via machine learning method. DOI: 10.1016/j.ijhydene.2023.07.053
PEMFC_SMOTE_ENN.ipynb: SMOTE - ENN
PEMFC_SMOTE_GPC.ipynb: Gaussian process classifier - with noise assessment
PEMFC_KDE_LHC.ipynb: Kernel density estimation and Latin hyper cube sampling
PEMFC_electrochemical_theories.ipynb: Find the data following the electrochemical theory
PEMFC_Nyquist_review_errorbar.ipynb: Quantify the uncertainty
PEMFC_Case_Study_80C2d2.ipynb and Figure_6b.ipynb: Test in gaussian process regression