Bioreactor operation formulas
Batch, fed-batch and continuous bioreactors, and scale-up. 43 formulas for GATE BT Fundamentals of Biological Engineering, each with when to use it. Each is explained in the topic notes.
IAE Academy: Batch, fed-batch and continuous bioreactors, and scale-up formulas (GATE BT)
All 43 Bioreactor operation formulas
MONOD KINETICS
= maximum specific growth rate (h); = saturation constant, the substrate concentration at which (g/L). For , . Every result below that contains assumes this form, with a single growth-limiting substrate.
EXPONENTIAL GROWTH AND DOUBLING TIME
Exponential phase of a batch culture, where so that ; no lag and no death.
BATCH YIELD BALANCE
Constant yield, substrate used only for growth. When the substrate is exhausted () the biomass reaches its maximum, .
BATCH GROWTH TIME
Time to grow from to if the cells grow at the whole time ( negligible, lag ignored).
BATCH PRODUCTIVITY
Averaged over the whole cycle. = turnaround time per cycle: harvesting, cleaning, sterilising, filling and lag.
CHEMOSTAT BIOMASS BALANCE
No cells in the feed (sterile), cell death neglected. At steady state with this gives : the feed rate sets the growth rate.
CHEMOSTAT SUBSTRATE BALANCE
Substrate used only for growth (no maintenance term), with constant.
STEADY-STATE SUBSTRATE CONCENTRATION
Monod kinetics with . It does not depend on and holds only for .
STEADY-STATE BIOMASS CONCENTRATION
From the substrate balance at steady state. Proportional to ; it rises linearly with , and nearly in proportion to it when .
WASHOUT (CRITICAL) DILUTION RATE
Found by setting (so ). For cells leave faster than they can grow and the culture washes out. Without recycle, for any finite .
FINDING THE MONOD CONSTANTS FROM CHEMOSTAT DATA
Monod kinetics with at each steady state. Measure at several dilution rates: a plot of against is a straight line with intercept and slope .
VOLUMETRIC BIOMASS PRODUCTIVITY
Grams of cells per litre of reactor per hour. For a product, .
DILUTION RATE FOR MAXIMUM PRODUCTIVITY
From with Monod kinetics, no maintenance and no death. It lies below , and close to it when .
MAXIMUM CHEMOSTAT PRODUCTIVITY
Productivity at . The substrate concentration there is .
GROWTH RATE WITH CELL RECYCLE
From the steady-state biomass balance on the reactor (no death). A balance on the separator shows that , where is the cell concentration in the effluent that leaves the system, so the factor lies between 0 and 1: cells grow more slowly than the liquid is diluted.
STEADY STATE WITH CELL RECYCLE
Monod kinetics. Same form as the simple chemostat, with replaced by in . is raised by the factor .
MAINTENANCE (PIRT) RELATION
= true growth yield; = maintenance coefficient (g substrate per g cells per h). In a chemostat and , so a plot of against is a straight line with slope and intercept .
PRODUCT IN A CHEMOSTAT
Product-free feed, no product degradation. = specific product formation rate (g product per g cells per h), written in the Luedeking–Piret form with growth-associated and non-growth-associated (this is unrelated to the recycle ratio). So .
VOLUME IN FED-BATCH
Liquid is only added, never withdrawn.
FED-BATCH BALANCES ON TOTAL AMOUNTS
No biomass in the feed, nothing withdrawn, substrate used only for growth. Write fed-batch balances on total amounts (, ), because changes.
TOTAL BIOMASS UNDER CONSTANT FEED
Holds once substrate is used as fast as it is fed ( small and steady, ). is the total mass of cells, and under constant feed it rises linearly, not exponentially.
QUASI-STEADY STATE (CONSTANT FEED)
Approached as the run proceeds: with constant feed , so tends to , after which and . Because keeps rising, and so fall with time, and the residual falls too.
EXPONENTIAL FEEDING FOR CONSTANT GROWTH RATE
Holds at a chosen , with kept constant at . is the total biomass when exponential feeding starts (). It follows from and the substrate balance with constant. If maintenance matters, replace by . If , use in the denominator.
HENRY'S LAW
= dissolved O concentration in equilibrium with the gas; = Henry's constant for O in the medium at the operating temperature (pressure per concentration, for example atm L/mmol); = mole fraction of O in the gas (0.21 for air); = total pressure. rises in proportion to the O partial pressure (O-enriched air, higher head pressure). It falls with temperature and with dissolved salts and sugars. Air-saturated pure water at 25 °C and 1 atm holds only about 8 mg/L (about 0.26 mmol/L), and less at higher temperatures.
OXYGEN TRANSFER RATE (OTR)
= dissolved O in the broth. With in mmol/L and in h, OTR is in mmol/(L h). The maximum OTR is , reached when .
OXYGEN UPTAKE RATE (OUR)
= specific O uptake rate (mmol O per g cells per h). It does not depend on above the critical dissolved-oxygen concentration , and falls below it.
DISSOLVED-OXYGEN BALANCE
Well-mixed liquid. At steady state OTR = OUR.
OXYGEN-LIMITED DESIGN
The smallest that keeps at a given cell density, or the largest cell density a given can support.
STATIC GASSING-OUT (NO OXYGEN UPTAKE)
Cell-free medium: strip the O with N, then aerate starting from . The slope of against is . Valid when the DO probe responds much faster than .
KLA FROM SULPHITE OXIDATION
2 mol of sulphite consume 1 mol of O, and throughout.
IMPELLER REYNOLDS NUMBER
in rev/s (not rad/s, not rpm). In a baffled tank, flow is laminar below about 10 and fully turbulent above about .
POWER NUMBER
= ungassed shaft power (W, with in kg/m, in rev/s and in m). For a given impeller and baffled-tank geometry, depends only on .
LAMINAR REGIME
Power does not depend on density ( is a geometry constant).
TURBULENT REGIME
Fully turbulent, baffled tank: power does not depend on viscosity. For a six-blade Rushton turbine is about 5 to 6. Doubling multiplies by 8; doubling multiplies it by 32.
SUPERFICIAL GAS VELOCITY, AERATION RATE AND TIP SPEED
= tank diameter; vvm = volume of gas per volume of liquid per minute, so in the vvm expression is per minute. Tip speed is a common index of the highest shear, which occurs near the impeller.
MIXING TIME, TURBULENT REGIME
Geometrically similar tanks, fully turbulent: mixing time is inversely proportional to impeller speed. Circulation time scales as .
GENERAL SCALE-UP RULE FOR IMPELLER SPEED
for constant ; for constant tip speed (); for constant ; for constant mixing time (constant ). Turbulent regime at both scales, geometric similarity, ungassed power.
CONSTANT POWER PER UNIT VOLUME
Turbulent regime, geometric similarity. Tip speed then rises as and mixing time as .
BATCH ENZYME REACTOR (INTEGRATED MICHAELIS–MENTEN)
Constant enzyme activity, no inhibition. In conversion form: .
PLUG-FLOW (PACKED-BED) ENZYME REACTOR
The batch equation with residence time in place of (ideal plug flow). Use and on the same basis. For an immobilized enzyme limited by diffusion, the local rate is times the intrinsic rate; because varies with , this integrated form then holds only where is roughly constant along the bed.
CSTR ENZYME REACTOR
Well mixed, with the enzyme kept in the vessel; the whole reactor runs at the outlet concentration . In conversion form: .
FIRST-ORDER LIMIT (S MUCH SMALLER THAN KM)
Natural log. In the zero-order limit (), for both reactors.
ENZYME DEACTIVATION
First-order loss of active enzyme; in h or min.
Where this was asked: 2019 (3), 2020 (2), 2022 (3), 2023 (2), 2024 (7), 2025 (2), 2026 (5). See the 24 previous-year questions on Bioreactor operation. This shows what was asked, not what will be asked.