Ranran Huang, Aijie Wang, Yafei Zhang, Guochao Li, Yi Lin, Xinru Ba, Xianghua Bao, Yunxin Li, Guowei Zhang
Alterations of the cerebral microstructure in patients with noise-induced hearing loss: A diffusion tensor imaging study
Brain and behavior
accurate identification failure modes reinforced concrete rc columns based design parameters structural members critical earthquakeresistant design safety evaluation existing structures existing identification methods problems high cost incomplete consideration influencing factors low precision recall identifying shear flexuralshear failure paper main factors failure modes rc columns first analyzed studied problem class imbalance data samples investigated identify failure modes rc columns oversampling data bsbfmc model ensembling rfbfmc costsensitive learning csbfmc fusion model three strategies bsfcbfmc proposed finally shapley additive explanations shap method used provide better interpretation designed model results show developed strategies improve accuracy identifying failure modes rc columns compared models using single artificial neural network ann support vector machine svm random forest rf adaptive boosting adaboost overall accuracy developed bsfcbfmc model reaches 97 precision recall three failure modes 90 designed model provides solution fast accurate costeffective identification failure modes rc columns