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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

  1. 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.

    1. (a) Write down the model.

      • a = 4, d = 10, c = 2, \(b=2\pi\div15=0.419\)
      • \(P=4\sin(0.419(t-2))+10\)
    2. (b) Find P when t = 5.

      • \(P=4\sin(0.419\times3)+10=13.8\)
  2. 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.

    1. (a) Write down the model.

      • \(a=(31-9)\div2=11\), \(d=(31+9)\div2=20\), \(b=2\pi\div12=0.524\)
    2. (b) Find P when t = 7.

      • \(P=11\sin(0.524(7-3))+20=29.5\)
  3. 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.

    1. (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
      • \(P=6\sin(0.785(t-1.5))+20\)
    2. (b) Find P when t = 4.

      • \(P=6\sin(0.785\times2.5)+20=25.5\)
  4. 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.

    1. (a) Find C.

      • At t = 0: \(25=\dfrac{500}{1+C}\), so C = 500 ÷ 25 − 1 = 19
    2. (b) Find k.

      • \(80=\dfrac{500}{1+19e^{-2k}}\)
      • Solve for k: k = 0.643
  5. A population is modelled by \(P=\dfrac{900}{1+14e^{-0.45t}}\), where t is in hours.

    1. (a) Find P when t = 6.

      • \(P=\dfrac{900}{1+14e^{-0.45\times6}}=464\)
    2. (b) Find t when P = 600.

      • \(\dfrac{900}{1+14e^{-0.45t}}=600\)
      • Solve for t: t = 7.40

In context

  1. 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 \(D=a\sin(b(t-c))+d\).

    1. (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
      • \(D=1.4\sin(0.507(t-1.1))+3.2\)
    2. (b) Find the depth at t = 5.

      • \(D=1.4\sin(0.507\times3.9)+3.2=4.49\)
  2. 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 \(T=a\sin(b(t-c))+d\).

    1. (a) Write a model for the temperature \(T\)°C, t hours after midnight.

      • \(a=(38-14)\div2=12\), \(d=(38+14)\div2=26\), \(b=2\pi\div24=0.262\)
      • \(T=12\sin(0.262(t-9))+26\)
    2. (b) Find the temperature at t = 12.

      • \(T=12\sin(0.262\times3)+26=34.5\)
  3. 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.

    1. (a) Find C and k.

      • \(C=2000\div50-1=39\)
      • \(190=\dfrac{2000}{1+39e^{-4k}}\): k = 0.352
    2. (b) Predict the population at t = 8.

      • \(P=\dfrac{2000}{1+39e^{-0.352\times8}}=601\)
  4. 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 \(h=a\sin(b(x-c))+d\).

    1. (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
      • \(h=0.35\sin(2.09(x-0.5))+1.2\)
    2. (b) Find h when x = 1.7.

      • \(h=0.35\sin(2.09\times1.2)+1.2=1.41\)

Stretch

  1. 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.

    2468101214100200300400500600700tPlogisticexponential
    1. (a) Write down the carrying capacity.

      • The logistic curve levels off at the dashed line: L = 600
    2. (b) Find the initial population.

      • \(P(0)=\dfrac{600}{1+19}=30\)
    3. (c) Find when the logistic population grows fastest, and the population then.

      • Fastest growth at \(P=L\div2=300\)
      • \(t=\ln19\div0.5=5.89\)
    4. (d) Say how the two models differ for large t.

      • The exponential model has no limit. The logistic model levels off at 600.
  2. 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.

    1. (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
    2. (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