In the theory of learning, the amount of material memorised by a person, yy units, in time tt minutes satisfies the differential equation dydt=k(10−y),\frac{\mathrm{d}y}{\mathrm{d}t} = k(10 - y), where kk is a positive constant. Initially, zero units of material were memorised.

  1. (i)

    Find yy in terms of tt, given that five units of material were memorised in two minutes.

  2. (ii)

    Sketch the graph of yy against tt and explain what will eventually happen to the amount of material memorised.

  3. (iii)

    The rate at which material is forgotten is known to be proportional to the amount memorised in time tt. Write down a differential equation involving yy when forgetfulness is taken into account.

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Worked solution

2(i)

1. Separate variables and integrate both sides of the differential equation.

dydt=k(10−y)\frac{\mathrm{d}y}{\mathrm{d}t} = k(10 - y)
∫110−y dy=∫k dt\int \frac{1}{10 - y} \,\mathrm{d}y = \int k \,\mathrm{d}t
−ln⁡∣10−y∣=kt+C-\ln|10 - y| = kt + C

2. Apply the initial condition $t=0, y=0$ to find the constant of integration.

−ln⁡∣10−0∣=k(0)+C-\ln|10 - 0| = k(0) + C
C=−ln⁡10C = -\ln 10

3. Rearrange the equation to express $y$ as the subject in terms of $t$ and $k$.

−ln⁡∣10−y∣=kt−ln⁡10-\ln|10 - y| = kt - \ln 10
ln⁡∣10−y∣=ln⁡10−kt\ln|10 - y| = \ln 10 - kt
∣10−y∣=eln⁡10−kt|10 - y| = e^{\ln 10 - kt}
∣10−y∣=10e−kt|10 - y| = 10e^{-kt}
Since y=0y = 0 initially, 10−y>010 - y > 0, allowing us to drop the modulus:
10−y=10e−kt10 - y = 10e^{-kt}
y=10(1−e−kt)y = 10(1 - e^{-kt})

4. Use the second given condition $t=2, y=5$ to find the value of the constant $k$.

5=10(1−e−2k)5 = 10(1 - e^{-2k})
12=1−e−2k\frac{1}{2} = 1 - e^{-2k}
e−2k=12e^{-2k} = \frac{1}{2}
−2k=ln⁡(12)=−ln⁡2-2k = \ln\left(\frac{1}{2}\right) = -\ln 2
k=12ln⁡2k = \frac{1}{2}\ln 2

5. Substitute $k$ back into the equation and express $y$ entirely in terms of $t$.

y=10(1−e−(12ln⁡2)t)y = 10\left(1 - e^{-\left(\frac{1}{2}\ln 2\right)t}\right)
Alternatively, simplifying the exponential expression:
y=10(1−eln⁡(2−t/2))y = 10\left(1 - e^{\ln(2^{-t/2})}\right)
y=10(1−2−t2)y = 10\left(1 - 2^{-\frac{t}{2}}\right)

Answer

y=10(1−e−(12ln⁡2)t)y = 10\left(1 - e^{-\left(\frac{1}{2}\ln 2\right)t}\right) or y=10(1−2−t2)y = 10\left(1 - 2^{-\frac{t}{2}}\right)

2(ii)

1. Identify the key features of the graph from the solution to the differential equation.

From part (i), the solution is of the form y=10(1−e−kt)y = 10(1 - e^{-kt}) where k>0k > 0.
For the graph of yy against tt for t≥0t \ge 0:

  • When t=0t = 0, y=10(1−e0)=0y = 10(1 - e^0) = 0.
  • As t→∞t \to \infty, e−kt→0e^{-kt} \to 0, which means y→10y \to 10. Thus, y=10y = 10 is a horizontal asymptote.
  • Since dydt=k(10−y)>0\frac{\mathrm{d}y}{\mathrm{d}t} = k(10 - y) > 0 for 0≤y<100 \le y < 10, the curve is strictly increasing.

2. Sketch the graph showing the origin and asymptote.

  • Draw a set of axes with tt on the horizontal axis and yy on the vertical axis (for t≥0t \ge 0).
  • Mark the starting point at the origin (0,0)(0, 0).
  • Draw a dashed horizontal line at y=10y = 10.
  • Draw a smooth curve starting from (0,0)(0,0), curving upwards but flattening out to approach the line y=10y = 10 from below without touching it.

3. Explain the eventual behaviour of the amount of material memorised.

Mathematically, as t→∞t \to \infty, y→10y \to 10.
In the context of the model, this means the amount of material memorised will eventually approach a maximum limit of 10 units.

Answer

Graph sketch: A set of axes for t≥0t \ge 0 and y≥0y \ge 0. A smooth curve starts from the origin (0,0)(0,0), increases strictly with a decreasing gradient, and approaches a dashed horizontal asymptote labelled y=10y = 10.

Eventually, the amount of material memorised will approach a maximum of 10 units.

2(iii)

1. Express the rate of forgetting mathematically

The rate at which material is forgotten is proportional to the amount memorised, yy. Thus, the rate of forgetting is mymy, where mm is a positive constant of proportionality.

2. Formulate the net differential equation

The net rate of change of yy is the learning rate minus the forgetting rate.
dydt=k(10−y)−my\frac{\mathrm{d}y}{\mathrm{d}t} = k(10 - y) - my

Answer

dydt=k(10−y)−my\frac{\mathrm{d}y}{\mathrm{d}t} = k(10 - y) - my, where mm is a positive constant.

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