I have got a bioreactor with an aqueous medium which produces biomass (yeast; S.cerevisiae) after inoculation. I am observing and collecting data over the whole process via probes/etc. on different process parameters such as pH, temperature, offgas of $\ce{O_2}$ and $\ce{CO_2}$, base uptake ($\ce{NaOH}$), weight of bioreactor and some little more like stirrer speed and so on.
How can one calculate or make a model on adding base to control pH based on the produced acid
(for now I've got no information on which one that is exactly) of the yeast or other factors?
(Is there a mechanistic or only a deterministic solution?)
Edit:
I can indirectly calculate how much acid is produced because that corresponds to the biomass whose growth data I collect. I don't know the exact acid that is produced, f.ex. $\ce{HCl}$ or so, but I think that the molar ratio between my used base and the produced acid is either 1:1 or 2:1, based on my assumption that yeasts will not produce acids with 3 or more protons in their metabolism.
The medium used for growing:
I am currently using glucose as the main substrate, the fermentation itself lasts only about 5-7 hours which means the $\ce{EtOH}$ that is produced can be "neglected" as second substrate. Furthermore I use $\ce{(NH4)2SO4}$ and $\ce{(NH4)H2PO4}$ as N-source and P-source respectively.
[Also some trace elements but those are in minor concentrations/ negligible for my pH model.]
My question is if there is a way to make a model on the acid production to control the base feed to stabilize the pH.