We used the PLSR analysis for the sample data sets of cutting tool wear under different cutting conditions. We screened five independent variables for modeling including cutting speed,cutting route,cutting depth,clearance angle and wedge angle from seven original variables based upon the variable important projection and the factor loading. We built the model with six independent variables and the flank wear of cutting tool as the dependent variable by using PLSR approach.Two sample data sets,one under the ...