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. 2017 Dec 13;8(1):20. doi: 10.1007/s13205-017-1022-0

Table 2.

Central composite rotatable design (CCRD) matrix of independent variables (for media components and process parameters) with their experimental and predicted response (surface tension)

Run Variables Surface tension (mN/m)
X (C-conc.  %) Y (N-conc. %) Z (pH) Experimental Predicted
Media components
 1 7 0.3 10 54.43 54.94
 2 5 0.783 7 29.93 29.43
 3 5 0.5 7 30.59 30.84
 4 5 0.5 7 31.59 30.84
 5 5 0.5 2.76 58.40 57.89
 6 5 0.5 7 30.64 30.84
 7 3 0.7 10 27.61 28.12
 8 5 0.5 11.24 62.12 61.61
 9 5 0.5 7 29.67 30.84
 10 7 0.7 4 32.78 33.29
 11 7.83 0.5 7 38.02 37.51
 12 2.17 0.5 7 26.32 25.81
 13 5 0.5 7 30.67 30.84
 14 3 0.3 4 67.76 68.26
 15 5 0.217 7 34.54 34.03
Run Variables Surface tension (mN/m)
A (temperature, °C) B (incubation time, h) C (inoculum size, %) Experimental Predicted
Process parameters
 1 37.5 72 4 26.734 25.78
 2 37.5 72 6.83 29.813 30.29
 3 30 96 6 24.917 24.44
 4 37.5 72 4 26.172 25.78
 5 37.5 72 4 25.814 25.78
 6 45 48 6 64.13 63.65
 7 37.5 38.06 4 30.692 31.17
 8 45 96 2 50.106 49.63
 9 30 48 2 23.755 23.28
 10 48.1 72 4 54.961 55.44
 11 37.5 105.9 4 32.655 33.13
 12 37.5 72 4 25.128 25.78
 13 26.9 72 4 25.757 26.23
 14 37.5 72 1.17 35.826 36.30
 15 37.5 72 4 25.984 25.78

The bold values indicate the optimized parameters corresponding to minimal surface tension