Q.Find two positive numbers whose sum is 16 and the sum of whose cubes is minimum.
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Optimization Word Problems
Imagine planning a garden with 40 metres of fencing and wanting the largest rectangular area. A long, thin rectangle wastes space; a square feels roomier; somewhere in between lies the best shape. That is an optimisation problem — a fixed resource and a quantity to make as large (or as small) as possible.
Every optimisation word problem has the same skeleton: the best outcome — maximum area, minimum cost, largest volume, shortest time — under a constraint — limited material, a fixed budget, a given perimeter.
The Plan of Attack
The problem gives you a story, not a graph. Your job is to turn it into a single-variable function and find its peak or valley:
- Name the quantity to optimise — call it Q, and write it using variables.
- Find the constraint — a relation between those variables (e.g. "perimeter =40").
- Reduce to one variable — use the constraint to eliminate the rest.
- Differentiate — solve Q′(x)=0 to find the critical points.
- Confirm — use Q′′(x)<0 for a maximum or Q′′(x)>0 for a minimum.
- Answer the question asked — give the actual dimensions/cost, not just x.
In board exams these problems almost always reduce to a quadratic or cubic. Once Q(x) is written, the calculus is mechanical.
The Garden, Worked
40 m of fencing encloses a rectangle; maximise the area.
- Objective: A=lw.
- Constraint: 2l+2w=40, so l+w=20.
- Reduce: w=20−l, giving A(l)=l(20−l)=20l−l2.
- Differentiate: A′(l)=20−2l=0⟹l=10.
- Confirm: A′′(l)=−2<0, a maximum.
So l=w=10 m — a 10 m × 10 m square.
A common slip: solving A′(l)=0 and stopping. Always check max vs min, and answer in the units asked.
The Common Families
| Problem type | Typical objective | Typical constraint |
|--------------|-------------------|--------------------| …
Reduce to one variable, then minimise with calculus.
Step 1 — Substitute. Let the numbers be x and 16−x, with 0<x<16. Minimise
S(x)=x3+(16−x)3.
Step 2 — Differentiate and solve.
S′(x)=3x2−3(16−x)2=3[x2−(16−x)2]=3(2x−16)(16)=48(2x−16).
Set S′(x)=0⇒x=8. …
Writing the numbers as x and 16−x and minimising S=x3+(16−x)3 gives x=8; the two numbers are 8 and 8, with minimum sum of cubes 1024.
The idea
The two numbers add to a fixed total, so we express both in one variable and minimise the sum of cubes using the derivative — the standard single-variable optimisation.
Set up
Let one number be x; the other is 16−x, with 0<x<16. Then
S(x)=x3+(16−x)3.
Work the steps
- Differentiate (chain rule on the second term):
S′(x)=3x2+3(16−x)2⋅(−1)=3x2−3(16−x)2.
- Solve S′(x)=0: x2=(16−x)2⇒x2−(16−x)2=0. …
Method: Minimizing a Sum of Powers for a Fixed Total (Difference-of-Squares Shortcut)
This method handles "fixed sum, minimize (or maximize) the sum of like powers" problems, e.g. minimizing x3+y3 subject to x+y=S — the mirror image of the product-maximization family, using minimization instead.
Steps
Step 1: Reduce to one variable via the constraint
Let one number be x; the other is S−x. Write the quantity to be minimized as a single-variable function, e.g. Q(x)=x3+(S−x)3.
Step 2: Differentiate, applying the chain rule to the second term
Q′(x)=3x2−3(S−x)2
Step 3: Solve Q′(x)=0 using a difference-of-squares factoring, not expansion
x2−(S−x)2=(x−(S−x))(x+(S−x))=(2x−S)(S)
Since S=0, this reduces directly to 2x=S, i.e. x=S/2 — far simpler than multiplying out the cubes. …
Common Mistakes
Mistake 1: Expecting very unequal numbers to give the minimum
Why it's wrong: because this is a minimization (not maximization), a student who has seen the "equal numbers maximize the product" pattern may wrongly assume the opposite — that unequal numbers should minimize the sum of cubes. In fact, for a convex function like x3+(S−x)3 on positive reals, the equal split is exactly what minimizes the sum, the same x=S/2 location as the product-maximization case, but for a structurally different reason (convexity, not concavity). Correct approach: let the calculus (second derivative sign) decide max vs. min — don't rely on the pattern from the product problem.
Mistake 2: Expanding (S−x)2 fully instead of using the difference-of-squares shortcut …
- GSEB Higher Secondary Certificate (HSC) Examination 2026Set ANNUAL4 marksQ.[For general students] Prove that the height of the right circular cone of maximum volume that can be inscribed in a sphere of radius r is 34r. OR [For visually impaired students only] Find the maximum and minimum values of f(x)=3x4−8x3+12x2−48x+25 on the interval [0,3].
›Reveal solutionSolution
Express the cone's base-radius in terms of its height using the sphere's geometry, write volume as a function of height alone, and maximize.
(Answering the general-students version.) Let the sphere have radius r and centre O, and let the cone have height h and base radius x. If the cone's apex and the centre are positioned so the base is at perpendicular distance (h−r) from the centre, then by the Pythagorean relation on the base circle:
x2=r2−(h−r)2=2rh−h2,0<h<2r
Volume: V=31πx2h=31π(2rh−h2)h=31π(2rh2−h3).
…
- GSEB Higher Secondary Certificate (HSC) Examination 2025Set ANNUAL4 marksQ.Prove that when the curved surface area of a right circular cone is minimum for a given volume, the height of the cone is 2 times the radius of its base.
›Reveal solutionSolution
Express curved surface area in terms of r alone (using the fixed-volume constraint to eliminate h), then minimize.
Volume V=31πr2h (fixed) ⇒h=πr23V.
Curved surface area S=πrl=πrr2+h2. Work with S2=π2r2(r2+h2)=π2r4+π2r2h2.
Substituting h2=π2r49V2: S2=π2r4+r29V2. Let f(r)=π2r4+r29V2 (minimizing S is equivalent to minimizing f since S>0).
f′(r)=4π2r3−r318V2=0⇒4π2r6=18V2⇒r6=2π29V2.
…
- GSEB Higher Secondary Certificate (HSC) Examination 2024Set ANNUAL4 marksQ.Show that the semi-vertical angle of the cone of the maximum volume and of given slant height is tan−12.
›Reveal solutionSolution
Express the cone's volume as a function of the semi-vertical angle θ alone (slant height l fixed), then maximise using calculus.
For slant height l and semi-vertical angle θ: radius r=lsinθ, height h=lcosθ.
V=31πr2h=31π(lsinθ)2(lcosθ)=3πl3sin2θcosθ.
Differentiate w.r.t. θ (product rule):
dθdV=3πl3[2sinθcosθ⋅cosθ+sin2θ⋅(−sinθ)]=3πl3sinθ(2cos2θ−sin2θ).
…
- GSEB Higher Secondary Certificate (HSC) Examination 2022Set ANNUAL4 marksQ.Show that the height of the cylinder of maximum volume that can be inscribed in a sphere of radius R is 32R. Also find the maximum volume.
›Reveal solutionSolution
Express volume in terms of height using r2=R2−4h2, maximise via dhdV=0.
For a cylinder of radius r, height h inscribed in a sphere of radius R: r2+(2h)2=R2⇒r2=R2−4h2.
V=πr2h=π(R2−4h2)h=πR2h−4πh3.
dhdV=πR2−43πh2=0⇒h2=34R2⇒h=32R.
dh2d2V=−23πh<0, confirming a maximum.
…
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