Fig. 3

The 3D response surface and contour plots of the two-factor interaction effects on the yield of vitamin B₁₂ production. a The interaction between temperature and pH. b The interaction between temperature and aeration. c. The interaction between temperature and glucose concentration. d The interaction between temperature and salt concentration. e The interaction between temperature and fermentation time