Year 11 Maths Advanced Module 4 ~35 min Lesson 14 of 15

Optimisation with Exponentials

A pharmaceutical company is designing a controlled-release drug capsule. The drug concentration in the bloodstream must stay within a therapeutic window: too low and it is ineffective, too high and it is toxic. The concentration follows $C(t) = 5te^{-0.5t}$ mg/L. When is the concentration at its maximum? What is the maximum concentration? These are optimisation problems — the capstone skill of differential calculus. By finding where the derivative equals zero, we can maximise effectiveness while minimising toxicity.

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Think First

For $f(x) = xe^{-x}$, do you think the maximum occurs at $x = 0$, $x = 1$, or $x = e$? Predict before calculating.

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Formula Reference — This Lesson

Finding stationary points
Solve $f'(x) = 0$ for critical points Use first or second derivative test to classify
Product rule reminder
$(uv)' = u'v + uv'$
Key derivatives
$\frac{d}{dx}(e^{kx}) = ke^{kx}$ $\frac{d}{dx}(\ln x) = \frac{1}{x}$
Key insight: Exponential functions $e^{kx}$ are never zero, so when solving $f'(x) = 0$ for products involving exponentials, the exponential factor can often be factored out and ignored. This simplifies many optimisation problems.
Know

Key Facts

  • Stationary points occur where $f'(x) = 0$
  • Exponentials are always positive, so they never create zeros
  • First/second derivative tests classify stationary points
Understand

Concepts

  • Why exponential factors can be "ignored" when solving $f'(x) = 0$
  • How product rule combines with exponential derivatives
  • The behaviour of $xe^{-x}$ and similar functions
Can Do

Skills

  • Find and classify stationary points of exponential functions
  • Solve optimisation problems involving exponentials
  • Interpret results in real-world contexts
01Stationary Points

Finding Stationary Points

To find stationary points of functions involving exponentials:

  1. Differentiate using product, quotient, or chain rules as needed
  2. Factor out the exponential (since $e^{kx} > 0$ always)
  3. Solve the remaining equation for $x$
  4. Use first or second derivative test to classify

Why factor out the exponential? Since $e^{kx} > 0$ for all real $x$, it can never make a product equal to zero. If $f'(x) = e^{kx} \cdot g(x) = 0$, then $g(x) = 0$ is the only equation we need to solve.

Example: Find stationary points of $f(x) = xe^{-x}$.

f'(x) = 1·e^{-x} + x·(-e^{-x}) = e^{-x}(1 - x)

Since $e^{-x} > 0$, solve $1 - x = 0$, giving $x = 1$.

At $x = 1$: $f(1) = 1·e^{-1} = \frac{1}{e} \approx 0.368$.

Second derivative: $f''(x) = -e^{-x}(1-x) + e^{-x}(-1) = e^{-x}(x - 2)$.

At $x = 1$: $f''(1) = e^{-1}(-1) < 0$, so maximum.

Show y = xe^{-x} for x from 0 to 4. Mark the maximum at (1, 1/e ≈ 0.368). Draw the tangent line horizontal at the maximum. Show the curve rising from (0,0) to the maximum, then decaying asymptotically to y=0. Label the x-axis intercept at x=0 and the asymptote y=0.

02Optimisation Strategy

The Optimisation Strategy

For word problems:

  1. Define variables: Identify what is being maximised/minimised and what variable controls it
  2. Write the function: Express the quantity in terms of the control variable
  3. Differentiate: Find $f'(x)$
  4. Solve $f'(x) = 0$: Find critical points
  5. Classify: Determine if maximum or minimum
  6. Interpret: Answer in the context of the problem
Real-World Anchor Drug Concentration and Therapeutic Windows. For a drug with concentration $C(t) = 5te^{-0.5t}$ mg/L, the maximum concentration occurs when $\frac{dC}{dt} = 0$. Using the product rule: $\frac{dC}{dt} = 5e^{-0.5t} + 5t(-0.5)e^{-0.5t} = 5e^{-0.5t}(1 - 0.5t) = 0$. Since $5e^{-0.5t} > 0$, we need $1 - 0.5t = 0$, so $t = 2$ hours. The maximum concentration is $C(2) = 5(2)e^{-1} = 10/e \approx 3.68$ mg/L. Pharmacologists use this calculation to design dosing schedules — if the therapeutic window is 1–4 mg/L, the drug must be re-dosed before $t = 2$ if a booster is needed, or the dose must be adjusted if 3.68 mg/L exceeds the toxic threshold.
Worked Example

GIVEN

Find the minimum of $f(x) = x^2 e^x$ for $x < 0$.

FIND

The $x$-value and minimum value.

METHOD

f'(x) = 2x·e^x + x^2·e^x = e^x·x(2 + x)
Set f'(x) = 0: e^x > 0 always, so x(2+x) = 0
x = 0 or x = -2
For x < 0: x = -2 is the critical point
f(-2) = (-2)^2·e^{-2} = 4/e^2 ≈ 0.541
Second derivative test or sign analysis confirms minimum.

ANSWER

Minimum at $x = -2$, value = $\frac{4}{e^2} \approx 0.541$.

Try It Now

Find the maximum of $f(x) = x e^{-2x}$ for $x \geq 0$.

Answer:

$f'(x) = e^{-2x} + x(-2)e^{-2x} = e^{-2x}(1 - 2x) = 0 \Rightarrow x = \frac{1}{2}$. $f(\frac{1}{2}) = \frac{1}{2}e^{-1} = \frac{1}{2e} \approx 0.184$.

03Classification

Classifying Stationary Points

First derivative test: Check the sign of $f'(x)$ on either side of the stationary point.

  • $f'(x)$ changes from $+$ to $-$: local maximum
  • $f'(x)$ changes from $-$ to $+$: local minimum
  • $f'(x)$ does not change sign: stationary point of inflection

Second derivative test:

  • $f''(x) < 0$: local maximum
  • $f''(x) > 0$: local minimum
  • $f''(x) = 0$: inconclusive (use first derivative test)

For exponential functions, the second derivative test is often efficient because $e^{kx}$ remains positive throughout.

Copy Into Your Books

Stationary points

Solve $f'(x) = 0$

Exponential factor

$e^{kx} > 0$ always — factor it out

Max test

$f''(x) < 0$ or $f'$ changes $+$ to $-$

Min test

$f''(x) > 0$ or $f'$ changes $-$ to $+$

AActivities

Activities

Activity 1 — Calculate and Interpret

  1. Find and classify the stationary point(s) of $f(x) = x^2 e^{-x}$.
  2. Find the maximum of $f(x) = 3x e^{-0.5x}$ for $x \geq 0$.
  3. Find the minimum of $f(x) = (x + 1)e^x$.

Activity 2 — Analyse and Connect

  1. Explain why $e^{-x}$ can be factored out and ignored when solving $f'(x) = 0$.
  2. A drug has concentration $C(t) = 8te^{-0.4t}$. Find when the maximum concentration occurs and what it is.
  3. Sketch $y = xe^{-x}$ showing the stationary point and asymptotic behaviour.
Revisit Your Initial Thinking

The maximum of $f(x) = xe^{-x}$ occurs at $x = 1$ (not $x = 0$ or $x = e$). At $x = 0$, $f(0) = 0$ which is a minimum on the domain $x \geq 0$. At $x = 1$, $f(1) = 1/e \approx 0.368$ which is the maximum. As $x \to \infty$, $e^{-x}$ decays faster than $x$ grows, so $f(x) \to 0$.

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MC

Multiple Choice

5 random questions from a replayable lesson bank — feedback shown immediately

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Extended Questions

ApplyBand 4

8. Find and classify the stationary point(s) of $f(x) = x^2 e^{-x}$. Show all working. 3 MARKS

Answer in your workbook
ApplyBand 4

9. A drug has concentration $C(t) = 6te^{-0.3t}$ mg/L where $t$ is in hours. Find when the maximum concentration occurs and calculate the maximum concentration to 2 decimal places. 3 MARKS

Answer in your workbook
AnalyseBand 5

10. Consider $f(x) = \frac{\ln x}{x}$ for $x > 0$. Find the stationary point, classify it, and determine the behaviour of $f(x)$ as $x \to 0^+$ and as $x \to \infty$. Sketch the curve, showing all key features. 3 MARKS

Answer in your workbook

Comprehensive Answers

Activity 1 — Model Answers

1. $f'(x) = 2xe^{-x} - x^2e^{-x} = xe^{-x}(2-x)$. Stationary points at $x = 0$ and $x = 2$. $f(0) = 0$ (minimum), $f(2) = 4e^{-2} \approx 0.541$ (maximum).

2. $f'(x) = 3e^{-0.5x}(1 - 0.5x) = 0 \Rightarrow x = 2$. $f(2) = 6e^{-1} = 6/e \approx 2.21$.

3. $f'(x) = e^x + (x+1)e^x = e^x(x+2) = 0 \Rightarrow x = -2$. $f(-2) = (-1)e^{-2} = -1/e^2 \approx -0.135$ (minimum).

Activity 2 — Model Answers

1. $e^{-x} > 0$ for all real $x$, so it cannot equal zero. Only the other factor can create zeros.

2. $C'(t) = 8e^{-0.4t}(1 - 0.4t) = 0 \Rightarrow t = 2.5$ hours. $C(2.5) = 20e^{-1} = 20/e \approx 7.36$ mg/L.

3. Maximum at $(1, 1/e)$. Passes through $(0, 0)$. Asymptotic to $y = 0$ as $x \to \infty$.

Short Answer Model Answers

Q8 (3 marks): $f'(x) = 2xe^{-x} - x^2e^{-x}$ [0.5] $= xe^{-x}(2-x)$ [0.5]. $f'(x) = 0$ when $x = 0$ or $x = 2$ [0.5]. $f''(x) = e^{-x}(2 - 4x + x^2)$ [0.5]. At $x = 0$: $f''(0) = 2 > 0$, so local minimum [0.5]. At $x = 2$: $f''(2) = e^{-2}(2 - 8 + 4) = -2e^{-2} < 0$, so local maximum [0.5].

Q9 (3 marks): $C'(t) = 6e^{-0.3t} + 6t(-0.3)e^{-0.3t}$ [0.5] $= 6e^{-0.3t}(1 - 0.3t)$ [0.5]. $C'(t) = 0$ when $1 - 0.3t = 0$, so $t = \frac{10}{3} \approx 3.33$ hours [0.5]. $C(\frac{10}{3}) = 6 \times \frac{10}{3} \times e^{-1} = 20e^{-1} = \frac{20}{e} \approx 7.36$ mg/L [1.5].

Q10 (3 marks): $f'(x) = \frac{(1/x) \cdot x - \ln x \cdot 1}{x^2} = \frac{1 - \ln x}{x^2}$ [0.5]. $f'(x) = 0$ when $\ln x = 1$, so $x = e$ [0.5]. $f(e) = \frac{\ln e}{e} = \frac{1}{e} \approx 0.368$ [0.25]. For $x < e$: $\ln x < 1$, so $f'(x) > 0$ (increasing). For $x > e$: $\ln x > 1$, so $f'(x) < 0$ (decreasing). Thus $x = e$ is a local maximum [0.5]. As $x \to 0^+$: $\ln x \to -\infty$, so $f(x) \to -\infty$ [0.25]. As $x \to \infty$: $\ln x$ grows slower than $x$, so $f(x) \to 0^+$ [0.5]. The curve starts from $-\infty$ near $x = 0$, crosses zero at $x = 1$, rises to a maximum at $(e, 1/e)$, then decreases asymptotically to $y = 0$ [0.5].

Science Jump

Jump Through Optimisation!

Climb platforms using stationary points, classification, and exponential optimisation. Pool: lesson 14.

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