Backbone Model & Deformation Classification for Extended Endplate Connections
Column stiffeners
Column
Beam
End-plate
Bolts
Lengths in mm, stresses in MPa. Column and beam sections come from your Database_Sections table; bolt sizes from your Database_Bolts table. fu for the column, fy for the beam, and fy for the bolt are shown for reference — the models don't use them. To use a different section table:
* For a cyclic backbone, the strength parameters should be amplified by 10-15% to account for cyclic hardening.
Connection parameters
Connection parameters
Random Forest deformation-mode classifier
Based on a 95-tree Random Forest exported from Get_Classification_RF.mat (Ding & Elkady, 2025). Hard-vote share across trees is shown as the probability for each mode.