The number, n, of a certain type of bacteria increases with time t minutes. Recorded values of n and t are shown in the table below.
t246810
n32153446369339594243
It is known that n and t are related by the formula n=n0 (2)ktn = n_{0}\,(2)^{kt}, where n0n_{0} and kk are constants.

  1. (a)

    Explain how a straight line graph can be drawn to represent the formula and draw it for the given data.

  2. (b)

    Use your graph to estimate

    the initial number of bacteria,

  3. (c)

    the value of kk,

  4. (d)

    the time taken for the number of bacteria to increase by 25%.

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Worked solution

10(a)

1. Transform the given equation into a linear form using logarithms.

n=n0(2)ktn = n_{0}(2)^{kt}
Taking natural logarithms on both sides:
ln⁡n=ln⁡(n0(2)kt)\ln n = \ln(n_{0}(2)^{kt})
ln⁡n=ln⁡n0+ln⁡(2kt)\ln n = \ln n_{0} + \ln(2^{kt})
ln⁡n=(kln⁡2)t+ln⁡n0\ln n = (k \ln 2)t + \ln n_{0}

2. Explain how the linear form corresponds to a straight line graph.

The equation ln⁡n=(kln⁡2)t+ln⁡n0\ln n = (k \ln 2)t + \ln n_{0} is in the form Y=mX+cY = mX + c, where Y=ln⁡nY = \ln n, X=tX = t, gradient m=kln⁡2m = k \ln 2, and YY-intercept c=ln⁡n0c = \ln n_{0}.
Thus, plotting ln⁡n\ln n against tt will yield a straight line.

3. Calculate the values of the transformed variable $\ln n$ for each given $t$.

tt246810
ln⁡n\ln n8.088.148.218.288.35

4. Draw the straight line graph using the calculated values.

Plot the points (2,8.08)(2, 8.08), (4,8.14)(4, 8.14), (6,8.21)(6, 8.21), (8,8.28)(8, 8.28), and (10,8.35)(10, 8.35) on the graph paper with tt on the horizontal axis and ln⁡n\ln n on the vertical axis, and draw the line of best fit.

Answer

Plot ln⁡n\ln n against tt to obtain a straight line graph. (Graph drawn on graph paper)

10(b)

1. Identify the relationship between the initial number of bacteria and the graph's vertical intercept

From part (a), the linearised equation is ln⁡n=(kln⁡2)t+ln⁡n0\ln n = (k \ln 2)t + \ln n_0. The vertical intercept of the graph of ln⁡n\ln n against tt represents ln⁡n0\ln n_0.

2. Read the intercept from the graph and calculate the initial number of bacteria

From the graph, the vertical intercept is approximately 8.0068.006.
ln⁡n0=8.006\ln n_0 = 8.006
n0=e8.006≈3000n_0 = e^{8.006} \approx 3000
(Note: If lg⁡n\lg n against tt was plotted, the intercept is ≈3.477\approx 3.477, giving n0=103.477≈3000n_0 = 10^{3.477} \approx 3000)

Answer

30003000

10(c)

1. Relate the gradient of the straight line graph to the constant $k$

From part (a), the equation is ln⁡n=(kln⁡2)t+ln⁡n0\ln n = (k \ln 2)t + \ln n_0.
The gradient of the graph of ln⁡n\ln n against tt is kln⁡2k \ln 2.

2. Calculate the gradient using points from the table and solve for $k$

Using the points (2,ln⁡3215)(2, \ln 3215) and (10,ln⁡4243)(10, \ln 4243):
Gradient=ln⁡4243−ln⁡321510−2≈0.03467\text{Gradient} = \frac{\ln 4243 - \ln 3215}{10 - 2} \approx 0.03467
kln⁡2=0.03467k \ln 2 = 0.03467
k=0.03467ln⁡2≈0.0500k = \frac{0.03467}{\ln 2} \approx 0.0500

Answer

0.05000.0500

10(d)

1. Set up the equation for a 25% increase in the number of bacteria

An increase of 25%25\% means the number of bacteria becomes 1.25n01.25n_0.
1.25n0=n0(2)kt1.25n_0 = n_0(2)^{kt}
1.25=2kt1.25 = 2^{kt}

2. Solve for $t$ using the value of $k$ found in part (c)

Using k≈0.05k \approx 0.05 (from part c):
1.25=20.05t1.25 = 2^{0.05t}
Take ln⁡\ln on both sides:
ln⁡1.25=0.05tln⁡2\ln 1.25 = 0.05t \ln 2
t=ln⁡1.250.05ln⁡2t = \frac{\ln 1.25}{0.05 \ln 2}
t≈6.44 minutest \approx 6.44 \text{ minutes}

Answer

6.446.44 minutes

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