Linearizing Exponential Growth Data

00:00 5 marks

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  • SL
  • Tier 3
  • Exponential functions
  • Logarithms
  • Modelling
  • Growth rate
  • Linearization

A researcher is studying the exponential growth of a bacterial culture. The growth is modelled by the equation \(y = Ae^{kx}\), where \(y\) represents the population at time \(x\), \(A\) is the initial population and \(k\) is the growth rate.

(a) Apply the natural logarithm to both sides of the equation to show that the model can be linearized into the form \(\ln(y) = \ln(A) + kx\).

(b) Using the data points \((x, y) = (0, 150)\) and \((2, 450)\), determine the slope of the line obtained after the transformation. Interpret this slope in the context of exponential growth.

Part a

3 minutes 2 marks

Question

Given the exponential model \(y = Ae^{kx}\), apply the natural logarithm to both sides of the equation to derive a linear equation in the form \(\ln(y) = \ln(A) + kx\).



Hint Hint

Hint

Remember that \(\ln(e^{kx}) = kx\).

  • Answer Answer

Complete Answer

Taking the natural logarithm of both sides yields \(\ln(y) = \ln(A) + kx\).

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Part b

5 minutes 3 marks

Question

Using the linearized equation \(\ln(y) = \ln(A) + kx\) and the data points \((x, y) = (0, 150)\) and \((2, 450)\), calculate the slope of the line, which represents the growth rate \(k\). Interpret this slope in the context of exponential growth.



Hint Hint

Hint

Subtract \(\ln(150)\) from \(\ln(450)\) and divide by the change in \(x\) (which is 2).

  • Answer Answer

Complete Answer

The slope is \(k = \frac{\ln(450) – \ln(150)}{2} = \frac{\ln(3)}{2} \approx 0.549\). The growth rate is approximately 0.549.

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