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Bioreactor Substrate Yield Log (Chemical & Biomedical Engineering) Solution

Problem Overview

We perform tabular differentiation on discrete bioreactor sensor logs:

  • Ratio: Y(t)=X(t)S(t)Y(t) = \frac{X(t)}{S(t)}
  • Index: A(t)=t⋅X(t)A(t) = t \cdot X(t)

Step-by-Step Mathematical Solution

Step 1: Structural Formula for dYdt\frac{dY}{dt} via Quotient Rule

dYdt=ddt[X(t)S(t)]=X′(t)S(t)−X(t)S′(t)[S(t)]2\frac{dY}{dt} = \frac{d}{dt}\left[\frac{X(t)}{S(t)}\right] = \frac{X'(t)S(t) - X(t)S'(t)}{[S(t)]^2}

Step 2: Evaluate dYdt∣t=4\left.\frac{dY}{dt}\right|_{t=4} from Sensor Row t=4t = 4

Extract data for t=4 hrt = 4\text{ hr}:

  • X(4)=2.8 g/LX(4) = 2.8\text{ g/L}
  • S(4)=12.5 g/LS(4) = 12.5\text{ g/L}
  • X′(4)=0.9 g/(L⋅hr)X'(4) = 0.9\text{ g/(L}\cdot\text{hr)}
  • S′(4)=−3.5 g/(L⋅hr)S'(4) = -3.5\text{ g/(L}\cdot\text{hr)}

Substitute into the Quotient Rule:

dYdt∣t=4=(0.9)(12.5)−(2.8)(−3.5)(12.5)2=11.25−(−9.8)156.25=11.25+9.8156.25=21.05156.25≈0.13472 hr−1\left.\frac{dY}{dt}\right|_{t=4} = \frac{(0.9)(12.5) - (2.8)(-3.5)}{(12.5)^2} = \frac{11.25 - (-9.8)}{156.25} = \frac{11.25 + 9.8}{156.25} = \frac{21.05}{156.25} \approx 0.13472\text{ hr}^{-1}

Step 3: Evaluate A′(6)A'(6) via Product Rule

For A(t)=t⋅X(t)A(t) = t \cdot X(t):

A′(t)=ddt[t]X(t)+tX′(t)=(1)X(t)+tX′(t)A'(t) = \frac{d}{dt}[t]X(t) + t X'(t) = (1)X(t) + t X'(t)

Extract data for t=6 hrt = 6\text{ hr}:

  • X(6)=5.2 g/LX(6) = 5.2\text{ g/L}
  • X′(6)=1.2 g/(L⋅hr)X'(6) = 1.2\text{ g/(L}\cdot\text{hr)}

A′(6)=5.2+(6)(1.2)=5.2+7.2=12.4 g⋅hr/(L⋅hr)=12.4 g/LA'(6) = 5.2 + (6)(1.2) = 5.2 + 7.2 = 12.4\text{ g}\cdot\text{hr/(L}\cdot\text{hr)} = 12.4\text{ g/L}


Engineering Conclusion

By applying differentiation rules structurally to discrete telemetry data, bioprocess engineers track dynamic yield conversion efficiencies in real time without needing continuous closed-form equations. The positive yield rate dYdt≈+0.135 hr−1\frac{dY}{dt} \approx +0.135\text{ hr}^{-1} at t=4 hrt = 4\text{ hr} confirms strong metabolic efficiency prior to glucose nutrient depletion.