File name definitions: '...v_50_175_250_300...' - dataset for velocity ranges [50, 175] + [250, 300] m/s '...v_175_250...' - dataset for velocity range [175, 250] m/s 'ANNdevelop...' - used to perform 9 parametric sub-analyses where, in each one, many ANNs are developed (trained, validated and tested) and the one yielding the best results is selected 'ANNtest...' - used to test the best ANN from each aforementioned parametric sub-analysis, aiming to find the best ANN model; this dataset includes the 'ANNdevelop...' counterpart Where to find the input (independent) and target (dependent) variable values for each dataset/excel ? input values in 'IN' sheet target values in 'TARGET' sheet Where to find the results from the best ANN model (for each target/output variable and each velocity range)? open the corresponding excel file and the expected (target) vs ANN (output) results are written in 'TARGET vs OUTPUT' sheet Check reference below (to be added when the paper is published) https://www.researchgate.net/publication/328849817_11_Neural_Networks_-_Max_Disp_-_Railway_Beams