Matthew Frith, Leanne Togher, Alison Ferguson, Wayne Levick, Kimberley Docking
Assessment practices of speech-language pathologists for cognitive communication disorders following traumatic brain injury in adults: an international survey
Brain injury
estimation prediction amount sediment accumulated reservoirs imperative sustainable reservoir sedimentation planning management minimize reservoir storage capacity loss main objective study estimate predict reservoir sedimentation using multilayer perceptronartificial neural network mlpann random forest regressor rfr models gibeiii reservoir omogibe river basin hydrological meteorological parameters considered estimation prediction reservoir sedimentation include annual rainfall annual water inflow minimum reservoir level reservoir storage capacity mlpann rfr models employed estimate predict amount sediment accumulated gibeiii reservoir using time series data 2014 2022 annarchitecture n41001001 coefficient determination r2 097 80 20 traintest approach chosen showed better performance training testing validation model mlpann rfr models performance evaluation conducted using mae mse rmse r2 models evaluation result revealed mlpann model outperformed rfr model regarding train data simulation mlpann rfr shown r2 099 rmse 077 r2 097 rmse 180 respectively hand test data simulation mlpann rfr demonstrated r2 098 rmse 132 r2 096 rmse 264 respectively mlpann model simulation output indicates amount sediment accumulation gibeiii reservoir increase future reaching 110 mt 20302031 130 mt 20502051 137 mtin 20712072