Table 7 Variables for optimization of ball-eomuk manufacturing condition

Constraints name Goal Numerical optimization
Independent variables Rice starch (X1) In range 19.99
Rice protein (X2) In range 2.91
Responses (dependent variables) Viscosity (Y1) In range 11,999
L value (Y2) In range 49.27
Sensory preference Color (Y5) Maximize 5.44
Flavor (Y6) Maximize 5.36
Off flavor (Y7) Maximize 5.22
Hardness (Y9) Maximize 5.46
Cohesiveness (Y10) Maximize 5.08
Springiness (Y11) Maximize 4.92
Chewiness (Y12) Maximize 4.99
Overall acceptance (Y13) Maximize 6.11