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IB Mathematics: Applications and Interpretation HL · AHL 8: Statistics 2 · AHL 8.1

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Non-linear regression with the calculator Problem set A

Enter the data, choose the model the question names, and read the coefficients from the calculator. Give coefficients to 3 significant figures.

Difficulty: first skills applying them stretch

Skills

  1. The height, h metres, of a ball is measured t seconds after it is thrown. Find a quadratic model \(h=at^2+bt+c\). Give each coefficient to 3 significant figures.

    t (s)0.20.611.41.82.22.6h (m)3.37.91010.910.17.84
  2. A theme park records its visitors in each of the first eight months after opening. V is the number of visitors in hundreds, and t is the time in months. Find a cubic model \(V=at^3+bt^2+ct+d\). Give each coefficient to 3 significant figures.

    t01234567V19.627.927.724.217.813.412.111.9
  3. A culture of bacteria is counted at hourly intervals. N is the number of bacteria in thousands, t hours after the start. Find an exponential model \(N=ae^{bt}\). Give each coefficient to 3 significant figures.

    t (h)012345N357.611.918.529.4
  4. The power output, P kW, of a wind turbine is recorded at wind speed v m/s. Find a power model \(P=av^{b}\). Give each coefficient to 3 significant figures.

    v (m/s)345678910P (kW)12305593145216307414
  5. The average temperature, T °C, in a city is recorded in eight months. Here t = 1 is January, t = 2 is February, and so on. Find a sine model \(T=a\sin(bt+c)+d\). Use radians, with a and b positive. Give each coefficient to 3 significant figures.

    t (month)1245781011T (°C)3.35.212.817.521.821.113.98.6

In context

  1. The concentration, C mg/L, of a drug in a patient's blood is measured t hours after an injection. Fit the model \(C=ae^{bt}\).

    t012345C12.49.46.45.13.52.6
    1. (a) Find a and b to 3 significant figures.
    2. (b) Use your model to estimate the concentration 3.5 hours after the injection.
    3. (c) Write down the value of a with its unit, and say what it represents.
  2. The number of hours of daylight, D, in a northern city is recorded on the first day of each month from January (t = 0) to August (t = 7). Fit the model \(D=a\sin(bt+c)+d\), using radians with a and b positive.

    t01234567D99.910.812.814.115.115.614.6
    1. (a) Find a, b, c and d to 3 significant figures.
    2. (b) Find the period of the model, and say what it means in this context.
    3. (c) Use the model to predict the hours of daylight at t = 3.5.

Stretch

  1. The mass, m grams, of a smooth pebble is measured for seven pebbles of different widths d cm. A power model \(m=ad^b\) is used.

    d (cm)11.522.533.54m2.78.7919.436.260.898.4140
    1. (a) Find a and b to 3 significant figures.
    2. (b) The width of a pebble is doubled. By what factor does the model say the mass is multiplied? Give your answer to 3 significant figures.
  2. An online shop records its weekly sales, S hundred items, in each of eight consecutive weeks (t = 0 to 7). A cubic model is used.

    t01234567S11.118.219.516.111.99.58.712.1
    1. (a) Find the cubic model \(S=at^3+bt^2+ct+d\), with each coefficient to 3 significant figures.
    2. (b) Find the first time after t = 0 at which the model predicts sales below 10 hundred. Give t to 3 significant figures.

jmaths.xyz · AI HL · AHL 8.1 Non-linear regression with the calculator