Q.Prove that the volume of the largest cone that can be inscribed in a sphere of radius R is 278 of the volume of the sphere.
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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 |
|--------------|-------------------|--------------------| …
Concept: Optimization Word Problem — maximize the volume of a cone inscribed in a fixed sphere.
Let the sphere have radius R. Place the cone with vertex at the top of the sphere and base a distance h below the centre. The height of the cone is R+h, and the radius of its base is R2−h2 (from the right triangle with hypotenuse R).
Volume of the cone:
V=31π(base radius)2(height)=31π(R2−h2)(R+h).
Differentiate V with respect to h and set to zero:
dhdV=3π[−2h(R+h)+(R2−h2)]=0⇒−2hR−2h2+R2−h2=0,
so R2−2hR−3h2=0. Solving: (R−3h)(R+h)=0, giving h=R/3 (positive root).
Substitute h=R/3: …
The largest cone inscribed in a sphere has its height equal to 34R and base radius 322R, giving volume 8132πR3, which is exactly 278 of the sphere’s volume 34πR3.
This is a classic optimization problem: you have a fixed sphere, and you want to fit the biggest possible cone inside it. The cone must touch the sphere’s surface at its base circumference and at its apex. The key insight is that the cone’s dimensions are not independent — they are linked by the geometry of the sphere. Once you express the cone’s volume in terms of a single variable (like its height), you can use calculus to find the maximum.
Let’s work through it step by step.
1. Set up the geometry
Imagine a sphere of radius R. Place the cone so that its apex is at the top of the sphere and its base is a circle somewhere below. The axis of the cone passes through the centre of the sphere. Let the height of the cone be h, measured from the apex to the centre of the base. The centre of the sphere lies somewhere along this axis.
If the apex is at the top, the centre of the sphere is at a distance R from the apex. The base of the cone is at a distance h from the apex. So the distance from the sphere’s centre to the base plane is h−R (since h>R for a cone that fits inside).
2. Relate base radius to height
The base of the cone is a circle of radius r. This circle lies on the sphere’s surface, so every point on its circumference is at distance R from the sphere’s centre. The centre of the base is at a distance h−R from the sphere’s centre. By the Pythagorean theorem in the vertical cross-section:
r2+(h−R)2=R2
So:
r2=R2−(h−R)2=R2−(h2−2hR+R2)=2hR−h2
Thus:
r=2hR−h2
This is valid only when 2hR−h2≥0, i.e. 0≤h≤2R. The cone’s height cannot exceed the sphere’s diameter.
3. Write the volume of the cone
Volume of a cone is V=31πr2h. Substitute r2:
V(h)=31π(2hR−h2)h=31π(2h2R−h3)
So:
V(h)=3π(2Rh2−h3)
We need to maximise this for h in (0,2R).
4. Differentiate and find critical points
Differentiate with respect to h:
V′(h)=3π(4Rh−3h2)=3πh(4R−3h)
Set V′(h)=0:
h(4R−3h)=0
So h=0 (minimum, degenerate cone) or h=34R.
Since h=34R lies in (0,2R), it is a valid candidate.
5. Confirm it’s a maximum
Check the second derivative:
V′′(h)=3π(4R−6h)
At h=34R:
V′′(34R)=3π(4R−6⋅34R)=3π(4R−8R)=−34πR<0
So it is indeed a maximum. …
Method: Optimizing a Solid Inscribed Inside a Fixed Solid
This method applies whenever one solid (here, a cone) is inscribed inside another fixed solid (a sphere), and every point of the inscribed solid's boundary that touches the outer solid must satisfy the outer solid's own equation.
Steps
Step 1: Set up a clear geometric picture and label one variable along the axis
Place the sphere of fixed radius R with its centre on the cone's axis. Let h be a distance measured along that axis (for example, from the sphere's centre to the cone's base) — this single length will parametrize every inscribed cone.
Step 2: Use the sphere's own equation (Pythagoras) to relate the cone's base radius to h
Every point on the circular rim of the cone's base lies on the sphere, so it is at distance R from the centre. This gives a right triangle linking the base radius r, the offset h, and R:
r2+(offset)2=R2
Solve this for r2 in terms of h and R — this is the key geometric constraint that makes the problem one-variable.
Step 3: Write the cone's volume as a function of the single variable
V(h)=31πr2⋅(height in terms of h)
Substitute the r2 expression from Step 2 so V depends only on h. …
Common Mistakes
Mistake 1: Mis-relating the cone's height to the offset from the sphere's centre
It is tempting to assume the cone's height equals the sphere's radius R, but geometrically the apex-to-base height is R+h (or R−h, depending on how the offset is measured) once the base is offset from the centre. Skipping this careful setup and using h=R outright gives a cone that is not actually the largest one.
Mistake 2: Forgetting the valid domain for the axial variable
The relation r2=2hR−h2 (or similar) is only valid while r2≥0, which restricts h to a bounded interval. A critical point found without checking it lies strictly inside this interval — and without checking that the volume genuinely drops to 0 at both ends — cannot be confirmed as the true maximum. …
Showing the 12 most recent of 19 on this concept.
- AP EAPCET 2023Set eng-2023-05-19-FN1 markMCQQ.If the height of a cone of greatest volume that can be inscribed in a sphere of radius R is kR, then ratio of the volume of the cone to the volume of the sphere is (A) 8:27 (B) 27:64 (C) 8:125 (D) 4:5
›Reveal solutionSolution
Standard optimization: the cone of greatest volume inscribed in a sphere has height 4R/3, and its volume is 8/27 of the sphere's.
Concept and Intuition
Setting the base circle of the cone at height h above the sphere's lowest point (with apex at that lowest point), the base radius satisfies r2=2Rh−h2 by the geometry of the circle. Maximizing V(h)=31πr2h gives the classical height 34R.
Step-by-Step Solution
- r2=R2−(h−R)2=2Rh−h2.
- V(h)=31πr2h=31π(2Rh2−h3).
- dhdV=31π(4Rh−3h2)=31πh(4R−3h); setting this to 0 (excluding h=0) gives h=34R, so k=34.
- At this h: r2=2R⋅34R−(34R)2=38R2−916R2=98R2.
- Vmax=31π⋅98R2⋅34R=8132πR3.
- Vsphere=34πR3. …
- AP EAPCET 2026Set eng-2026-05-18-FN1 markMCQQ.The maximum volume (in cu. m) of the right circular cone having slant height 3m. is (A) 6π (B) 33π (C) 34π (D) 23π
›Reveal solutionSolution
Express the cone's volume in terms of its height alone using the fixed slant height, then maximize; the maximum volume is 23π m3.
Concept and Intuition
With the slant height l fixed, radius and height are linked by r2+h2=l2 (Pythagoras on the cone's cross-section). This turns a two-variable optimization (over r and h) into a single-variable one, which we handle with ordinary calculus.
Step-by-Step Solution
- Given l=3, so r2+h2=9 ⇒ r2=9−h2 (with 0<h<3).
- Volume of a cone:
V=31πr2h=3π(9−h2)h=3π(9h−h3).
- Differentiate with respect to h and set to zero:
dhdV=3π(9−3h2)=0 ⇒ h2=3 ⇒ h=3.
- Check it's a maximum: dh2d2V=3π(−6h)<0 for h>0, confirming a maximum.
- Substitute back: …
- AP EAPCET 2022Set eng-2022-07-06-FN1 markMCQQ.The maximum area of a right angled triangle with hypotenuse h is (A) 22h2 (B) 2h2 (C) 2h2 (D) 4h2
›Reveal solutionSolution
Maximising the area of a right triangle with fixed hypotenuse h occurs at the isosceles case, giving area h2/4.
Concept and Intuition
For a right triangle with legs a,b and fixed hypotenuse h (so a2+b2=h2 is a constraint), the area 21ab is maximised by symmetry when a=b — this is a classic constrained-optimisation result, provable via calculus or the AM-GM inequality (a2+b2≥2ab, so ab≤2a2+b2=2h2, with equality iff a=b).
Step-by-Step Solution
- Let the legs be a and b=h2−a2 (from Pythagoras), and area S=21ah2−a2.
- Maximise S2=41a2(h2−a2) instead (avoids the square root). Let u=a2: S2=41u(h2−u), a downward parabola in u, maximised at u=h2/2.
- So a2=h2/2⇒a=h/2, and then b2=h2−a2=h2/2⇒b=h/2 too — the triangle is isosceles right-angled. …
- AP EAPCET 2022Set eng-2022-07-07-AN1 markMCQQ.If an open cylinder of given surface area has maximum volume then its radius is (A) Height of the cylinder (B) Height of the cylinder / 2 (C) 2 times Height of the cylinder (D) 3 times Height of the cylinder
›Reveal solutionSolution
A constrained-optimisation problem: maximise the volume of an open cylinder for a fixed surface area. Answer: the radius equals the height (r=h).
Concept and Intuition
"Open" cylinder means it has only one circular base (like a cup, no lid), so its total surface area is base + lateral surface, S=πr2+2πrh — different from a closed cylinder (two bases) which would give a different optimum (h=2r). Fixing S lets you express h in terms of r, turning the volume into a single-variable function of r to maximise.
Step-by-Step Solution
- Surface constraint: S=πr2+2πrh⇒h=2πrS−πr2.
- Volume: V=πr2h=πr2⋅2πrS−πr2=2r(S−πr2)=2Sr−πr3.
- Differentiate w.r.t. r and set to zero: drdV=2S−3πr2=0⇒S=3πr2. …
- AP EAPCET 2026Set eng-2026-05-15-AN1 markMCQQ.The maximum area of the rectangle that can be inscribed in a circle of radius r is (A) 43r (B) r2 (C) 4r2 (D) 2r2
›Reveal solutionSolution
The rectangle of maximum area that fits inside a circle is always a square; working through the calculus confirms the maximum area is 2r2.
Concept and Intuition
Every rectangle inscribed in a circle has its diagonal equal to the circle's diameter, since all four corners lie on the circle and the diagonal subtends the full circle. Among rectangles with a fixed diagonal, the one with maximum area is the square — this is the geometric content behind the calculus optimization below.
Step-by-Step Solution
- Let the rectangle have half-width x and half-height y (centered at the circle's center), so its full diagonal equals the diameter 2r: x2+y2=r2.
- Area A=(2x)(2y)=4xy.
- Maximize A subject to x2+y2=r2. Parametrize x=rcosθ, y=rsinθ, so A=4r2sinθcosθ=2r2sin2θ.
- A is maximized when sin2θ=1, i.e. θ=π/4, giving Amax=2r2. …
- AP EAPCET 2022Set eng-2022-07-04-AN1 markMCQQ.A closed cylinder of given volume will have least surface area when the ratio of its height and base radius is (A) 2:1 (B) 1:2 (C) 2:3 (D) 3:2
›Reveal solutionSolution
Minimising the total surface area of a closed cylinder for a fixed volume, via ordinary calculus, gives the classic result h=2r, i.e. height-to-radius ratio 2:1.
Concept and Intuition
This is a standard optimisation problem: express the surface area as a function of one variable (using the volume constraint to eliminate the other), then find where its derivative vanishes.
Step-by-Step Solution
- Volume constraint: V=πr2h⇒h=πr2V.
- Total surface area (closed cylinder, both circular ends included): S=2πr2+2πrh.
- Substitute h: S=2πr2+2πr⋅πr2V=2πr2+r2V.
- Differentiate with respect to r: drdS=4πr−r22V.
- Set to zero: 4πr=r22V⇒4πr3=2V⇒r3=2πV.
- Since V=πr2h: r3=2ππr2h=2r2h⇒r=2h⇒h=2r. …
- AP EAPCET 2023Set eng-2023-05-16-FN1 markMCQQ.Given that the solid obtained by rotating a rectangle about one of its side is a cylinder. If the perimeter of a rectangle is 48 cm and the volume of the cylinder formed by rotating it is maximum, then the dimensions of that rectangle is (A) 14, 10 (B) 20, 4 (C) 18, 6 (D) 8, 16
›Reveal solutionSolution
Maximise V=πr2h subject to 2(r+h)=48; the optimum rectangle is 8×16.
Concept and Intuition
Rotating a rectangle about one of its sides sweeps the opposite side around in a circle, producing a cylinder whose height equals the rotation-axis side and whose radius equals the other side. This converts a plane geometry optimisation into a single-variable calculus problem once the perimeter constraint eliminates one variable.
Step-by-Step Solution
- Let the side about which we rotate be h (height of the cylinder) and the other side be r (radius of the cylinder).
- Perimeter constraint: 2(h+r)=48⇒h+r=24⇒h=24−r.
- Volume: V(r)=πr2h=πr2(24−r)=π(24r2−r3).
- drdV=π(48r−3r2)=3πr(16−r). Setting this to zero: r=0 (rejected, degenerate) or r=16.
- Then h=24−16=8. …
- AP EAPCET 2022Set eng-2022-07-07-FN1 markMCQQ.The perimeter of a sector is constant. If its area is to be maximum, the sectorical angle should be (A) 6πc (B) 4πc (C) 4c (D) 2c
›Reveal solutionSolution
Expressing the sector's area purely in terms of its radius (using the fixed-perimeter constraint) and maximizing gives r=P/4, and back-substituting gives the optimal sectorial angle θ=2 radians.
Concept and Intuition
A circular sector's boundary consists of two straight radii and one arc, so its perimeter is P=2r+rθ. Since P is held fixed, θ is not a free variable — it is determined by r. This turns the two-variable area formula A=21r2θ into a single-variable optimisation problem in r alone.
Step-by-Step Solution
- Perimeter: P=2r+rθ (constant) ⇒θ=rP−2r.
- Area: A=21r2θ=21r2⋅rP−2r=21r(P−2r)=2Pr−r2.
- Differentiate w.r.t. r: drdA=2P−2r. Set to zero: r=4P.
- Second derivative dr2d2A=−2<0, confirming a maximum.
- Substitute back into θ=rP−2r: with r=P/4, θ=P/4P−P/2=P/4P/2=2. …
- AP EAPCET 2021Set eng-2021-10-05-FN1 markMCQQ.From a rectangular sheet having dimensions 30 cm×80 cm, four equal squares of side x cm are cut at each corner. The remaining sides of the rectangle are folded up vertically so as to form an open rectangular box. Find the value of 'x' for which the volume of the box formed is maximum. (A) x=30 cm (B) x=20 cm (C) x=320 cm (D) x=15 cm
›Reveal solutionSolution
Express box volume as a function of the cut-square side x, maximize with calculus, and discard the root that isn't physically valid. The answer is (C).
Concept and Intuition
Cutting squares of side x from each corner and folding up gives a box of dimensions (30−2x)×(80−2x)×x. The volume is a cubic in x with two critical points; physically x must be less than half the shorter side (15 cm), which rules out one root.
Step-by-Step Solution
- V(x)=x(30−2x)(80−2x).
- Expand: (30−2x)(80−2x)=2400−60x−160x+4x2=2400−220x+4x2.
- V(x)=2400x−220x2+4x3.
- V′(x)=2400−440x+12x2. Set to 0: 12x2−440x+2400=0⇒3x2−110x+600=0.
- x=6110±1102−4(3)(600)=6110±12100−7200=6110±70, giving x=30 or x=320. …
- AP EAPCET 2021Set eng-2021-08-23-AN1 markMCQQ.If the area of a circular sector of perimeter 60 m is to be maximized, then its radius must be ______ m (A) 20 (B) 15 (C) 10 (D) 5
›Reveal solutionSolution
Expressing the sector's area purely in terms of r using the fixed-perimeter constraint gives A=30r−r2, maximized at r=15.
Concept and Intuition
A circular sector's perimeter includes the two straight radii plus the arc length: P=2r+rθ. Its area is A=21r2θ. Using the fixed perimeter to eliminate θ turns this into a single-variable optimization in r.
Step-by-Step Solution
- Perimeter: 2r+rθ=60⇒θ=r60−2r.
- Area: A=21r2θ=21r2⋅r60−2r=21r(60−2r)=30r−r2.
- Maximize: drdA=30−2r. Set to 0: r=15.
- Second derivative dr2d2A=−2<0, confirming a maximum. …
- AP EAPCET 2025Set eng-2025-05-22-AN1 markMCQQ.If the area of a right angled triangle with hypotenuse 5 is maximum, then its perimeter is (A) 12 (B) 23+13+5 (C) 7+21 (D) 5(2+1)
›Reveal solutionSolution
This tests the AM–GM / Lagrange idea that for a fixed hypotenuse, the right triangle of maximum area is isosceles; the perimeter then works out to 5(2+1).
Concept and Intuition
For a right triangle with hypotenuse h fixed, a2+b2=h2 is constant. The area is 21ab, so maximizing area means maximizing the product ab subject to a fixed sum of squares. By AM–GM, 2a2+b2≥ab, with equality exactly when a=b. So the symmetric (isosceles) right triangle always has the largest area for a given hypotenuse — no calculus needed, though calculus confirms it.
Step-by-Step Solution
- Let the legs be a,b with a2+b2=25 (hypotenuse =5).
- Area =21ab is maximized when a=b (AM–GM equality case), i.e. 2a2=25⇒a=b=25. …
- AP EAPCET 2025Set eng-2025-05-26-AN1 markMCQQ.If P(α,β) is a point on the curve 9x2+4y2=144 in the first quadrant and the minimum area of the triangle formed by the tangent of the curve at P with the coordinate axis is S, then (A) S=αβ (B) S=αβ (C) S=2αβ (D) S=2αβ
›Reveal solutionSolution
The tangent-line intercept triangle's area, minimized over the ellipse, works out to exactly twice the product of the point's coordinates.
Concept and Intuition
The ellipse 9x2+4y2=144 is 16x2+36y2=1. The tangent at any point cuts the axes to form a right triangle whose area depends on where on the ellipse you are; calculus (or AM–GM) finds where that area is smallest, and then we check what algebraic relation the minimizing point's coordinates satisfy with that minimum area.
Step-by-Step Solution
- Ellipse: 16x2+36y2=1. Tangent at P(α,β): 16xα+36yβ=1.
- Intercepts: x-intercept =α16, y-intercept =β36.
- Triangle area: S=21⋅α16⋅β36=αβ288.
- Parametrize α=4cosθ, β=6sinθ (0<θ<π/2 for the first quadrant): S=24sinθcosθ288=sin2θ24. …
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