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IB Mathematics: Applications and Interpretation HL · 12.7: Mathematical Models · 12.7.4
Sinusoidal and logistic models Problem set A One question at a time
Try each question on paper first. Open the working a line at a time, then say whether you had it.
Skills
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A quantity P is modelled by \(P=a\sin(b(t-c))+d\). The amplitude is 4, the central line is P = 10, the period is 15 and the phase shift is 2.
(a) Write down the model.
- a = 4, d = 10, c = 2, \(b=2\pi\div15=0.419\)
- \(P=4\sin(0.419(t-2))+10\)
(b) Find P when t = 5.
- \(P=4\sin(0.419\times3)+10=13.8\)
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A quantity P is modelled by \(P=a\sin(b(t-c))+d\). Its maximum is 31 and its minimum is 9. The period is 12 and the phase shift is 3.
(a) Write down the model.
- \(a=(31-9)\div2=11\), \(d=(31+9)\div2=20\), \(b=2\pi\div12=0.524\)
(b) Find P when t = 7.
- \(P=11\sin(0.524(7-3))+20=29.5\)
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A quantity P is modelled by \(P=a\sin(b(t-c))+d\). The mean is 20, the amplitude is 6 and the period is 8. At t = 1.5 the quantity is at its mean and rising.
(a) Write down the model.
- d = 20, a = 6, \(b=2\pi\div8=0.785\)
- The curve is on the mean and rising at t = 1.5, so c = 1.5
- \(P=6\sin(0.785(t-1.5))+20\)
(b) Find P when t = 4.
- \(P=6\sin(0.785\times2.5)+20=25.5\)
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A population is modelled by \(P=\dfrac{L}{1+Ce^{-kt}}\), with t in years. The carrying capacity is 500. The population is 25 at t = 0 and 80 at t = 2.
(a) Find C.
- At t = 0: \(25=\dfrac{500}{1+C}\), so C = 500 ÷ 25 − 1 = 19
(b) Find k.
- \(80=\dfrac{500}{1+19e^{-2k}}\)
- Solve for k: k = 0.643
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A population is modelled by \(P=\dfrac{900}{1+14e^{-0.45t}}\), where t is in hours.
(a) Find P when t = 6.
- \(P=\dfrac{900}{1+14e^{-0.45\times6}}=464\)
(b) Find t when P = 600.
- \(\dfrac{900}{1+14e^{-0.45t}}=600\)
- Solve for t: t = 7.40
In context
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The depth of water at a jetty has a mean of 3.2 m and an amplitude of 1.4 m. The time between high tides is 12.4 hours. At t = 1.1 hours the depth equals the mean and is rising. Model the depth as \(D=a\sin(b(t-c))+d\).
(a) Write a model for the depth D m, t hours after midnight.
- d = 3.2, a = 1.4, \(b=2\pi\div12.4=0.507\), c = 1.1
- \(D=1.4\sin(0.507(t-1.1))+3.2\)
(b) Find the depth at t = 5.
- \(D=1.4\sin(0.507\times3.9)+3.2=4.49\)
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The temperature in a desert has a maximum of 38°C and a minimum of 14°C. The period is 24 hours and the phase shift is 9 hours. Model it as \(T=a\sin(b(t-c))+d\).
(a) Write a model for the temperature \(T\)°C, t hours after midnight.
- \(a=(38-14)\div2=12\), \(d=(38+14)\div2=26\), \(b=2\pi\div24=0.262\)
- \(T=12\sin(0.262(t-9))+26\)
(b) Find the temperature at t = 12.
- \(T=12\sin(0.262\times3)+26=34.5\)
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A colony of bacteria in a dish is modelled by \(P=\dfrac{L}{1+Ce^{-kt}}\), with t in hours. The dish can hold 2000 bacteria. There are 50 at t = 0 and 190 at t = 4.
(a) Find C and k.
- \(C=2000\div50-1=39\)
- \(190=\dfrac{2000}{1+39e^{-4k}}\): k = 0.352
(b) Predict the population at t = 8.
- \(P=\dfrac{2000}{1+39e^{-0.352\times8}}=601\)
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A wave travels along a rope. The amplitude is 0.35 m, the rope's rest height is 1.2 m, the wavelength is 3 m and the phase shift is 0.5 m. Model the height as \(h=a\sin(b(x-c))+d\).
(a) Write a model for the height h m of the rope at distance x m.
- a = 0.35, d = 1.2, \(b=2\pi\div3=2.09\), c = 0.5
- \(h=0.35\sin(2.09(x-0.5))+1.2\)
(b) Find h when x = 1.7.
- \(h=0.35\sin(2.09\times1.2)+1.2=1.41\)
Stretch
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The graph shows a logistic model \(P=\dfrac{600}{1+19e^{-0.5t}}\) (solid) and an exponential model with the same start (dashed), for a population of insects.
(a) Write down the carrying capacity.
- The logistic curve levels off at the dashed line: L = 600
(b) Find the initial population.
- \(P(0)=\dfrac{600}{1+19}=30\)
(c) Find when the logistic population grows fastest, and the population then.
- Fastest growth at \(P=L\div2=300\)
- \(t=\ln19\div0.5=5.89\)
(d) Say how the two models differ for large t.
- The exponential model has no limit. The logistic model levels off at 600.
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At a jetty the depth is \(D=1.4\sin(b(t-1.1))+3.2\), with period 12.4 hours. Boats can dock when the depth is at least 4 m.
(a) Find the first time after t = 0 when the depth is 4 m.
- \(1.4\sin(0.507(t-1.1))+3.2=4\)
- Solve on the calculator, or graph both sides: first crossing t = 2.30
(b) Find the second time in the same cycle when the depth is 4 m.
- The curve falls back to the same value at the second crossing: t = 6.10
jmaths.xyz · AI HL · 12.7.4 Sinusoidal and logistic models