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Fermentation Simulator: Monod Kinetics, Yeast Growth and Ethanol Yield

How sugar, temperature and yeast population interact through Monod kinetics to control CO₂ output and ethanol yield.

mysimulator teamUpdated June 2026≈ 7 min read▶ Open the simulation

Yeast as a tiny chemical factory

Saccharomyces cerevisiae, brewer's and baker's yeast, converts sugar into ethanol and carbon dioxide when oxygen is scarce, a pathway called alcoholic fermentation. The overall reaction for glucose is simple stoichiometry, but the rate at which it happens depends on how fast the yeast population itself is growing, because more cells mean more enzymatic throughput.

C6H12O6  →  2 C2H5OH  +  2 CO2   (+ a small amount of ATP for the cell)
 glucose      ethanol       carbon dioxide
live demo · CO₂ bubbles rising as sugar is consumed● LIVE

Monod kinetics: how growth rate depends on food

The standard model for how a microbial growth rate depends on substrate (sugar) concentration is the Monod equation, the microbiology analogue of Michaelis-Menten enzyme kinetics: growth rate rises steeply when sugar is abundant and saturates toward a maximum, μ_max, once sugar is no longer the limiting factor.

mu(S) = mu_max * S / (K_s + S)

mu       = specific growth rate (1/hour)
mu_max   = maximum growth rate at saturating sugar
S        = sugar (substrate) concentration
K_s      = half-saturation constant: the S at which mu = mu_max / 2

Coupled to this is biomass growth, dX/dt = μX — yeast population grows exponentially while sugar is plentiful — and sugar depletion, dS/dt = -μX/Y_{x/s}, where Y_{x/s} is the yield coefficient converting consumed sugar into new cell mass. Ethanol and CO2 production are tied to the same sugar-consumption rate through their own yield coefficients, so the whole system — cell count, sugar, ethanol, CO2 — evolves from three or four coupled first-order equations.

Why fermentation has phases

Run the model forward and four classic phases fall out on their own, without being hard-coded: a lag phase while yeast enzymes ramp up, an exponential phase while sugar is abundant and μ ≈ μ_max, a slowing phase as sugar depletion drags μ down through the Monod term, and a stationary/decline phase once sugar is exhausted or ethanol has accumulated enough to become toxic to the yeast itself — real fermentations self-limit near 12-16% alcohol by volume because ethanol denatures yeast cell membranes and inhibits further growth, which is the practical ceiling on how strong a fermented (non-distilled) beverage can get.

Temperature's double-edged effect

Temperature accelerates enzyme kinetics — following an Arrhenius-like relationship, μ_max roughly doubles for every 10°C rise within yeast's viable range — but it is not simply "hotter is faster forever." Ale yeast works well from about 18-24°C, lager yeast prefers 7-13°C, and above roughly 35-40°C the yeast's own proteins start to denature and growth collapses. Brewers pick a strain and a temperature band as a trade-off between fermentation speed and the flavour compounds (esters, higher alcohols) that different temperatures encourage the yeast to produce as metabolic byproducts.

Reading the CO2 curve

Because CO2 production is stoichiometrically tied to sugar consumption, the rate of bubbling — not the total volume — is a direct proxy for the instantaneous growth rate μ(S)X. A bubbling rate that rises, peaks, and then tails off is the exponential-to-stationary transition playing out in real time; a fermentation that never seems to slow down, or restarts after appearing to finish, usually means either an underestimated sugar reserve or a second, slower-fermenting organism (a wild yeast or bacterium) taking over once the primary culture stalls.

Frequently asked questions

Why does fermentation slow down and stop on its own?

Two Monod-model reasons: sugar (the substrate) is depleted, which drives the growth rate mu(S) toward zero as S approaches zero, and accumulating ethanol becomes toxic to the yeast, suppressing mu_max itself. Real fermentations usually stop from a combination of both, whichever binds first.

Does more yeast make fermentation finish faster?

Up to a point — a larger initial population (X0) reaches the same total sugar consumption sooner because dX/dt = mu*X scales with X. But past a certain pitch rate the benefit flattens, because the maximum growth rate mu_max and the total available sugar, not the starting cell count, set the ultimate ceiling on both speed and yield.

Why do warmer temperatures speed up fermentation but risk off-flavours?

Higher temperature raises mu_max because the underlying enzyme kinetics speed up with temperature, so sugar is consumed faster. But yeast also produces more esters and fusel alcohols at warmer temperatures as a side effect of faster metabolism, which is why brewers keep temperature within a narrow band rather than simply maximising it.

Try it live

Everything above runs in your browser — open Fermentation Simulator and change the parameters while it is running. Nothing is installed, nothing is uploaded, the whole model lives in one tab.

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