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How do we set up a differential equation to model a real situation and interpret its solution?

Formulate differential equations from descriptions of rates of change and interpret the solutions in context, including long-term behaviour

A focused answer to the H2 Further Mathematics outcome on modelling with differential equations. Translating a rate description into an equation, solving the resulting first- or second-order model, interpreting constants, and analysing long-term behaviour and limiting values.

Generated by Claude Opus 4.811 min answer

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  1. What this dot point is asking
  2. The answer
  3. Examples in context
  4. Try this

What this dot point is asking

SEAB wants you to turn a verbal description of how a quantity changes into a differential equation, solve it with the methods you know, fit the constants to the given data, and then interpret the solution: what the constants mean, what happens in the long term, and any limiting value. The modelling step (writing the equation) and the interpretation step are as important as the solving.

The answer

Translating a rate description into an equation

The phrase "the rate of change of QQ" is dQdt\dfrac{\mathrm{d}Q}{\mathrm{d}t}. Build the right-hand side from the description:

  • "proportional to QQ": dQdt=kQ\dfrac{\mathrm{d}Q}{\mathrm{d}t} = kQ (exponential growth or decay);
  • "proportional to (Mβˆ’Q)(M - Q)": dQdt=k(Mβˆ’Q)\dfrac{\mathrm{d}Q}{\mathrm{d}t} = k(M - Q) (bounded approach to MM);
  • "proportional to Q(Mβˆ’Q)Q(M - Q)": the logistic equation dQdt=kQ(Mβˆ’Q)\dfrac{\mathrm{d}Q}{\mathrm{d}t} = kQ(M - Q).

Choose the sign of the constant so the equation matches whether the quantity rises or falls.

Setting the sign correctly

If the quantity decreases (cooling, leaking, decay), the rate is negative, so write βˆ’k-k with k>0k > 0. Getting this sign right is essential for a sensible solution.

Solving and fitting constants

Solve the equation with the appropriate method (usually separation for these first-order models), giving a general solution with a constant. Use the initial value to find that constant, and any further data point to find the proportionality constant kk.

Interpreting long-term behaviour

Examine the solution (or the equation directly) as tβ†’βˆžt \to \infty:

  • exponential decay β†’0\to 0; exponential growth β†’βˆž\to \infty;
  • a bounded model dQdt=k(Mβˆ’Q)\dfrac{\mathrm{d}Q}{\mathrm{d}t} = k(M - Q) approaches the limit Q=MQ = M;
  • the logistic model rises towards the carrying capacity MM and levels off.

A quick way to find a limiting (equilibrium) value is to set dQdt=0\dfrac{\mathrm{d}Q}{\mathrm{d}t} = 0 and solve.

Examples in context

Example 1. Radioactive decay. The number of undecayed nuclei satisfies dNdt=βˆ’Ξ»N\dfrac{\mathrm{d}N}{\mathrm{d}t} = -\lambda N, giving N=N0eβˆ’Ξ»tN = N_0\mathrm{e}^{-\lambda t} and the constant half-life ln⁑2Ξ»\dfrac{\ln 2}{\lambda}, the canonical exponential-decay model across physics and chemistry.

Example 2. Spread of a rumour or epidemic. The early spread of an infection through a fixed population follows the logistic equation: fast growth while susceptibles are plentiful, then a slowdown as the carrying capacity is approached, which is why the logistic curve is the standard first model of epidemics.

Try this

Q1. Write a differential equation for a quantity QQ decaying at a rate proportional to itself. [1 mark]

  • Cue. dQdt=βˆ’kQ\dfrac{\mathrm{d}Q}{\mathrm{d}t} = -kQ with k>0k > 0.

Q2. For dQdt=k(Mβˆ’Q)\dfrac{\mathrm{d}Q}{\mathrm{d}t} = k(M - Q), what is the long-term value of QQ? [1 mark]

  • Cue. Qβ†’MQ \to M (set the rate to zero to find the equilibrium Q=MQ = M).

Q3. A model gives Q=100βˆ’80eβˆ’0.5tQ = 100 - 80\mathrm{e}^{-0.5t}. State the initial value and the limiting value. [2 marks]

  • Cue. At t=0t = 0, Q=20Q = 20; as tβ†’βˆžt \to \infty, Qβ†’100Q \to 100.

Exam-style practice questions

Practice questions written in the style of SEAB exam questions on this dot point, with worked answer explainers. The year tag is the paper they imitate, not the source.

Original7 marksA population PP grows so that its rate of increase is proportional to the product of PP and (Mβˆ’P)(M - P), where MM is a constant carrying capacity. Write down a differential equation for PP and describe, with reasons, the long-term value of PP if 0<P0<M0 < P_0 < M initially.
Show worked answer β†’

The rate of increase is proportional to P(Mβˆ’P)P(M - P), so for a positive constant kk:

dPdt=kP(Mβˆ’P).\frac{\mathrm{d}P}{\mathrm{d}t} = kP(M - P).

This is the logistic equation. For 0<P<M0 < P < M, both PP and (Mβˆ’P)(M - P) are positive, so dPdt>0\dfrac{\mathrm{d}P}{\mathrm{d}t} > 0 and the population increases. As Pβ†’MP \to M, the factor (Mβˆ’P)β†’0(M - P) \to 0, so the growth rate falls to zero and the population levels off.

Therefore the long-term value is P→MP \to M: the population approaches the carrying capacity MM from below and stabilises there.

Markers reward the equation dPdt=kP(Mβˆ’P)\dfrac{\mathrm{d}P}{\mathrm{d}t} = kP(M - P), the sign argument that growth is positive but slowing, and the conclusion Pβ†’MP \to M with reasoning.

Original6 marksWater leaks from a tank so that the depth hh falls at a rate proportional to h\sqrt{h}. Initially h=100Β cmh = 100\ \text{cm} and after 1010 minutes h=81Β cmh = 81\ \text{cm}. Form and solve a differential equation for hh, and find the time for the tank to empty.
Show worked answer β†’

The depth falls at a rate proportional to h\sqrt{h}, so dhdt=βˆ’kh\dfrac{\mathrm{d}h}{\mathrm{d}t} = -k\sqrt{h} for a positive constant kk (negative because hh decreases).

Separate: hβˆ’1/2 dh=βˆ’k dth^{-1/2}\,\mathrm{d}h = -k\,\mathrm{d}t. Integrate: 2h=βˆ’kt+C2\sqrt{h} = -kt + C.

At t=0t = 0, h=100h = 100: 2(10)=C2(10) = C, so C=20C = 20. At t=10t = 10, h=81h = 81: 2(9)=βˆ’10k+20β‡’18=20βˆ’10kβ‡’k=0.22(9) = -10k + 20 \Rightarrow 18 = 20 - 10k \Rightarrow k = 0.2.

So 2h=20βˆ’0.2t2\sqrt{h} = 20 - 0.2t. The tank empties when h=0h = 0: 0=20βˆ’0.2tβ‡’t=1000 = 20 - 0.2t \Rightarrow t = 100 minutes.

Markers reward the equation with the negative sign, separating and integrating to 2h=βˆ’kt+C2\sqrt{h} = -kt + C, using both data points to find CC and kk, and the empty time t=100t = 100 minutes.

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