Part (a) 4 marks
Since the growth rate is proportional to N N ,
d N d t = k N \frac{dN}{dt} = kN
Separating variables and integrating,
∫ 1 N d N = ∫ k d t \int\frac{1}{N}\, dN = \int k\, dt
⇒ ln N = k t + c \Rightarrow \ln N = kt + c
⇒ N = A e k t , where A = e c \Rightarrow N = Ae^{kt},\ \text{where}\ A = e^{c}
At t = 0 t = 0 , N = 100 N = 100 :
⇒ A = 100 \Rightarrow A = 100
At t = 2 t = 2 , N = 300 N = 300 :
300 = 100 e 2 k 300 = 100e^{2k}
⇒ e 2 k = 3 \Rightarrow e^{2k} = 3
⇒ k = 1 2 ln 3 \Rightarrow k = \frac{1}{2}\ln 3
So N = 100 e 1 2 t ln 3 = 100 × 3 t / 2 N = 100e^{\frac{1}{2}t\ln 3} = 100 \times 3^{t/2} .
To find when N = 1000 N = 1000 ,
1000 = 100 × 3 t / 2 1000 = 100 \times 3^{t/2}
⇒ 3 t / 2 = 10 \Rightarrow 3^{t/2} = 10
⇒ t 2 ln 3 = ln 10 \Rightarrow \frac{t}{2}\ln 3 = \ln 10
⇒ t = 2 ln 10 ln 3 \Rightarrow t = \frac{2\ln 10}{\ln 3}
To check your answer: t = 2 ln 10 ln 3 ≈ 4.192 t = \frac{2\ln 10}{\ln 3} \approx 4.192 min; at this t t , 100 × 3 t / 2 = 100 × 3 2.096 ≈ 1000 100 \times 3^{t/2} = 100 \times 3^{2.096} \approx 1000 ✓
∴ \therefore k = 1 2 ln 3 k = \frac{1}{2}\ln 3 , and the number of bacteria reaches 1000 1000 after t = 2 ln 10 ln 3 ≈ 4.19 t = \frac{2\ln 10}{\ln 3} \approx 4.19 minutes.
Part (b) 5 marks
Now the growth rate is reduced by d d bacteria per minute, so
d N d t = k N − d \frac{dN}{dt} = kN - d
Separating variables and integrating,
∫ 1 k N − d d N = ∫ d t \int\frac{1}{kN - d}\, dN = \int dt
⇒ 1 k ln ∣ k N − d ∣ = t + c \Rightarrow \frac{1}{k}\ln|kN - d| = t + c
At t = 0 t = 0 , N = 100 N = 100 :
0 = 1 k ln ∣ 100 k − d ∣ + c 0 = \frac{1}{k}\ln|100k - d| + c
⇒ c = − 1 k ln ∣ 100 k − d ∣ \Rightarrow c = - \frac{1}{k}\ln|100k - d|
Substituting back,
t = 1 k ln ∣ k N − d ∣ − 1 k ln ∣ 100 k − d ∣ t = \frac{1}{k}\ln|kN - d| - \frac{1}{k}\ln|100k - d|
= 1 k ln ∣ k N − d 100 k − d ∣ = \frac{1}{k}\ln\left| \frac{kN - d}{100k - d} \right|
Now we make N N the subject.
k t = ln ∣ k N − d 100 k − d ∣ kt = \ln\left| \frac{kN - d}{100k - d} \right|
⇒ e k t = k N − d 100 k − d \Rightarrow e^{kt} = \frac{kN - d}{100k - d}
⇒ k N − d = ( 100 k − d ) e k t \Rightarrow kN - d = (100k - d)e^{kt}
⇒ N = ( 100 − d k ) e k t + d k \Rightarrow N = \left( 100 - \frac{d}{k} \right)e^{kt} + \frac{d}{k}
To check your answer: at t = 0 t = 0 , N = ( 100 − d k ) ( 1 ) + d k = 100 N = \left( 100 - \frac{d}{k} \right)(1) + \frac{d}{k} = 100 ✓; differentiating gives d N d t = k ( 100 − d k ) e k t = k N − d \frac{dN}{dt} = k\left( 100 - \frac{d}{k} \right)e^{kt} = kN - d , matching the original equation ✓
∴ \therefore t = 1 k ln ∣ k N − d 100 k − d ∣ t = \frac{1}{k}\ln\left| \frac{kN - d}{100k - d} \right| and N = ( 100 − d k ) e k t + d k N = \left( 100 - \frac{d}{k} \right)e^{kt} + \frac{d}{k} , where k = 1 2 ln 3 k = \frac{1}{2}\ln 3 .
Part (c)(i) 1 mark
Explanation: writing N ( t ) = ( 100 − d k ) e k t + d k N(t) = \left( 100 - \frac{d}{k} \right)e^{kt} + \frac{d}{k} , the coefficient of the growing term e k t e^{kt} is 100 − d k 100 - \frac{d}{k} . If d > 100 k d > 100k , this coefficient is negative, so d N d t = k ( 100 − d k ) e k t \frac{dN}{dt} = k\left( 100 - \frac{d}{k} \right)e^{kt} is negative for every t t , and N N decreases throughout. If d ≤ 100 k d \leq 100k , the coefficient is non-negative and N N does not decrease. Since 100 k = 50 ln 3 100k = 50\ln 3 , the number of bacteria decreases if and only if d > 50 ln 3 d > 50\ln 3 .
∴ \therefore the number of bacteria decreases for d > 50 ln 3 ( ≈ 54.9 ) d > 50\ln 3\ ( \approx 54.9) .
Part (c)(ii) 2 marks
Since d = 58 > 50 ln 3 ≈ 54.93 d = 58 > 50\ln 3 \approx 54.93 , the population does decrease to zero. Setting N = 0 N = 0 in the formula from part (b),
0 = ( 100 − 58 k ) e k t + 58 k 0 = \left( 100 - \frac{58}{k} \right)e^{kt} + \frac{58}{k}
⇒ e k t = 58 58 − 100 k \Rightarrow e^{kt} = \frac{58}{58 - 100k}
⇒ t = 1 k ln ( 58 58 − 100 k ) \Rightarrow t = \frac{1}{k}\ln\left( \frac{58}{58 - 100k} \right)
Substituting k = 1 2 ln 3 k = \frac{1}{2}\ln 3 ,
t = 2 ln 3 ln ( 58 58 − 50 ln 3 ) t = \frac{2}{\ln 3}\ln\left( \frac{58}{58 - 50\ln 3} \right)
To check your answer: 58 − 50 ln 3 ≈ 3.069 58 - 50\ln 3 \approx 3.069 , so 58 3.069 ≈ 18.90 \frac{58}{3.069} \approx 18.90 and t ≈ 2 1.0986 ln ( 18.90 ) ≈ 5.350 t \approx \frac{2}{1.0986}\ln(18.90) \approx 5.350 min; substituting this t t back into N ( t ) N(t) with d = 58 d = 58 gives N ≈ 0 N \approx 0 ✓
∴ \therefore t = 2 ln 3 ln ( 58 58 − 50 ln 3 ) ≈ 5.35 t = \frac{2}{\ln 3}\ln\left( \frac{58}{58 - 50\ln 3} \right) \approx 5.35 minutes.
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