NDA Maths · Application of Derivatives

Optimisation — Word Problems & AM-GM

Maximise or minimise a real quantity: model it, reduce to one variable using the constraint, then either set the derivative to zero or — often faster — apply AM-GM.

Why this matters

Optimisation word problems look intimidating but follow one recipe, and a large share collapse to a single AM-GM step that beats calculus. Geometric set-ups (max area/volume) recur every year.

Concept 1 of 3

The optimisation recipe

Intuition

Every optimisation problem is the same four steps: write the quantity to optimise, use the constraint to get it in one variable, set the derivative to zero, and confirm it's a max or min. The hard part is the modelling, not the calculus.

Definition

1. Express the target QQ and the constraint. 2. Eliminate a variable so Q=Q(t)Q=Q(t) in one variable. 3. Solve Q(t)=0Q'(t)=0 for critical tt. 4. Verify with QQ'' or the first-derivative test (and check the domain's endpoints). Classic set-ups: a cylinder/box of fixed volume with least surface, the shortest distance from a point to a curve, (xaj)2\sum (x-a_j)^2 minimised at the mean.

Worked example

A closed cylinder of volume VV has least surface area when its height equals what?
  1. S=2πr2+2πrhS=2\pi r^2+2\pi rh, with V=πr2hh=Vπr2V=\pi r^2h\Rightarrow h=\dfrac{V}{\pi r^2}.
  2. S(r)=2πr2+2VrS(r)=2\pi r^2+\dfrac{2V}{r}; S(r)=4πr2Vr2=0V=2πr3S'(r)=4\pi r-\dfrac{2V}{r^2}=0\Rightarrow V=2\pi r^3, giving h=2rh=2r.
Answer:Height =2r=2r (equals the diameter).
Practice this conceptself-check · 4 quick reps

Try it yourself

Where is f(x)=j=1n(xaj)2f(x)=\sum_{j=1}^{n}(x-a_j)^2 minimised?

Practice — Level 1 (4 reps)

Quick reps to lock in the method. Try each, then check.

  1. 1.
    Step 2 of the recipe?
  2. 2.
    How to confirm a min?
  3. 3.
    (xaj)2\sum(x-a_j)^2 is least at?
  4. 4.
    Closed cylinder least surface: h=h=?

From the bank · past-year question

Example 1Application of DerivativesMODERATE
A cylindrical jar without a lid has to be constructed using a given surface area of a metal sheet. If the capacity of the jar is to be maximum, then the diameter of the jar must be kk times the height of the jar. The value of kk is

[Q89 · Sep · 2017]

Concept 2 of 3

Geometric maxima (area, volume, inscribed figures)

Intuition

Geometry problems carry standard results worth knowing outright: the largest-area triangle in a circle is equilateral, a fixed-perimeter rectangle is largest as a square, and many max-area set-ups land on a 60° or equilateral configuration. Recognise the figure, then run the recipe or quote the result.

Definition

Model the area/volume, use the geometric constraint (perimeter, radius, given side), reduce to one variable (often an angle θ\theta), and optimise. Useful facts: max-area triangle inscribed in a circle of radius RR is equilateral (area 334R2\tfrac{3\sqrt3}{4}R^2); fixed-perimeter rectangle ⇒ square; a sector of fixed perimeter has max area at a specific radius/angle.

Worked example

A wire of length 2020 cm is bent into a rectangle of maximum area. Find the area.
  1. Perimeter 2(l+b)=20l+b=102(l+b)=20\Rightarrow l+b=10; area A=l(10l)A=l(10-l).
  2. A(l)=102l=0l=5A'(l)=10-2l=0\Rightarrow l=5 (a square); A=25A=25.
Answer:2525 cm² (a 5×55\times5 square).
Practice this conceptself-check · 4 quick reps

Try it yourself

What is the maximum area of a triangle inscribed in a circle of radius RR?

Practice — Level 1 (4 reps)

Quick reps to lock in the method. Try each, then check.

  1. 1.
    Max-area triangle in a circle is?
  2. 2.
    Fixed-perimeter max-area rectangle is?
  3. 3.
    Wire 2020 cm, max rectangle area?
  4. 4.
    Variable to reduce to in many geometry problems?

From the bank · past-year question

Example 2Application of DerivativesMODERATE
A flower-bed in the form of a sector has been fenced by a wire of 40 m length. If the flower-bed has the greatest possible area, then what is the radius of the sector?

[Q93 · Sep · 2018]

Concept 3 of 3

AM-GM: the calculus-free shortcut

Intuition

When you want the minimum of a sum or the maximum of a product under a fixed-sum or fixed-product constraint, AM-GM gives the answer in one line — no derivatives. Equality (the optimum) occurs when the terms are equal.

Definition

For positive terms, AM \ge GM: u+v2uv\dfrac{u+v}{2}\ge\sqrt{uv}, equality at u=vu=v. So a sum with fixed product is minimised, and a product with fixed sum is maximised, when the terms are equal. Examples: a2x+b2ya^2x+b^2y with xy=c2xy=c^2 has min 2abc2abc; x+y=kxyx+y=k\Rightarrow xy is max at x=y=k/2x=y=k/2.

AM-GM

u+v2uv(u,v>0), equality at u=v\frac{u+v}{2}\ge\sqrt{uv}\quad(u,v>0),\ \text{equality at } u=v

Worked example

If x+y=20x+y=20, what is the maximum of P=xyP=xy?
  1. Product with fixed sum is greatest when x=yx=y.
  2. x=y=10P=100x=y=10\Rightarrow P=100.
Answer:100100.
Practice this conceptself-check · 4 quick reps

Try it yourself

Find the minimum of a2x+b2ya^2x+b^2y subject to xy=c2xy=c^2.

Practice — Level 1 (4 reps)

Quick reps to lock in the method. Try each, then check.

  1. 1.
    AM-GM equality holds when?
  2. 2.
    x+y=kx+y=k: xyxy is max at?
  3. 3.
    Min of a2x+b2ya^2x+b^2y with xy=c2xy=c^2?
  4. 4.
    AM-GM beats calculus for which problems?

From the bank · past-year question

Example 3Application of DerivativesMODERATE
What is the minimum value of a2x+b2ya^2x+b^2y where xy=c2xy=c^2?

[Q93 · Apr · 2019]

Summary — formulas & gotchas at a glance

A revision cheat-sheet for the formulas and gotchas above. Click any concept name to jump back to its full explanation.

Formulas (1)

  • AM-GM: the calculus-free shortcut

    AM-GM

    u+v2uv(u,v>0), equality at u=v\frac{u+v}{2}\ge\sqrt{uv}\quad(u,v>0),\ \text{equality at } u=v

Mastery check — 5 interleaved questions

Try each one before clicking. Questions are interleaved across the concepts above, not grouped — interleaving sharpens transfer.

Example 1Application of DerivativesEASY
What is the maximum value of the function f(x)=1tanx+cotxf(x)=\frac{1}{\tan x+\cot x}, where 0<x<π20<x<\frac{\pi}{2}?

[Q66 · Apr · 2022]

Example 2Application of DerivativesEASY
Let ll be the length and bb be the breadth of a rectangle such that l+b=kl+b=k. What is the maximum area of the rectangle?

[Q100 · Apr · 2020]

Example 3Application of DerivativesMODERATE
Given that 4x2+y2=94x^2+y^2=9.
What is the maximum value of xyxy?

[Q48 · Sep · 2023]

Example 4Application of DerivativesEASY
The maximum value of lnxx\dfrac{\ln x}{x} is

[Q71 · Sep · 2017]

Example 5Application of DerivativesMODERATE
Consider the following information for the items that follow: Three sides of a trapezium are each equal to 6 cm. Let alpha in (0, pi/2) be the angle between a pair of adjacent sides.
What is the maximum area of the trapezium?

[Q78 · Apr · 2018]

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