Maxima, Minima and Applications of Derivatives Notes for GATE DA
Maxima, Minima and Applications of Derivatives notes for GATE DA: 18 study cards covering concepts, formulas, shortcuts and exam traps, plus solved practice q
maxima minima and applications of derivatives notes
Chapter Roadmap: Maxima, Minima and Applications
Chapter Journey
01
Critical Points & Second Derivative Test
Current Topic • Foundation
02
Polynomial Extrema & Interval Analysis
Global Max/Min, Boundary Checks
Goal for this topic: Master the identification of critical points and use the second derivative to classify them as local maxima, minima, or saddle points.
The Hero Concept: What is a Critical Point?
Intuition: The Flat Spots
A critical point of a function f(x) occurs at x=c if:
f′(c)=0(The tangent is horizontal)
OR f′(c) does not exist (Sharp corner or vertical tangent)
f′(c)=0orf′(c) is undefined
Why care?
Local maxima (peaks) and local minima (valleys) can only occur at critical points. If the slope is not zero and exists, you are still going up or down.
Visualizing Concavity and Extrema
Geometric Interpretation
Concave Up (∪)
Concave Down (∩)
Geometric intuition is often faster than calculating in multiple-choice questions.
15 more cards in this chapter
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Question 1
Level 1: Warm-up
Let f(x)=ex−2x, which has a critical point at x=ln2. Using the Second Derivative Test, what does the test determine about x=ln2?
Question 2
Level 1: Warm-up
Let f(x)=−x2+6x−5. The function has a critical point at x=3. What does the Second Derivative Test conclude about x=3?
Question 3
Level 1: Warm-up
For f(x)=4x4−32x3−23x2+1, consider the assertion: "x=3 is a local minimum" and the reason: "f′′(3)=12>0".
Question 4
Level 1: Warm-up
For f(x)=x3−3x, consider the two statements about x=1:
(I) f′(1)=0.
(II) x=1 is a critical point of f.
Which conclusion is correct?
Question 5
Level 1: Warm-up
Consider f(x)=x1/3. Which statement correctly classifies x=0?
Question 6
Level 1: Warm-up
How many critical points does the function f(x)=∣x2−4∣ have in the set of real numbers?
Question 7
Level 1: Warm-up
How many distinct critical points does the function f(x)=x4−4x3+6x2 have in the set of real numbers?
Question 8
Level 1: Warm-up
Given f(x)=4x4−32x3−23x2+1 with f′′(x)=3x2−4x−3, construct the value of f′′(−1) and classify x=−1.
Question 9
Level 1: Warm-up
Given f(x)=4x4−32x3−23x2+1 with f′′(x)=3x2−4x−3, construct the value of f′′(0) and classify x=0.
Question 10
Level 1: Warm-up
Let f(x)=−cosx. At x=π, the function has a critical point. What does the Second Derivative Test conclude about x=π?
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Maxima, Minima and Applications of Derivatives Notes for GATE DA
Maxima, Minima and Applications of Derivatives notes for GATE DA: 18 study cards covering concepts, formulas, shortcuts and exam traps, plus solved practice questions.
Chapter Roadmap: Maxima, Minima and Applications
Chapter Journey
01
Critical Points & Second Derivative Test
Current Topic • Foundation
02
Polynomial Extrema & Interval Analysis
Global Max/Min, Boundary Checks
Goal for this topic: Master the identification of critical points and use the second derivative to classify them as local maxima, minima, or saddle points.
The Hero Concept: What is a Critical Point?
Intuition: The Flat Spots
A critical point of a function f(x) occurs at x=c if:
f′(c)=0(The tangent is horizontal)
OR f′(c) does not exist (Sharp corner or vertical tangent)
f′(c)=0orf′(c) is undefined
Why care?
Local maxima (peaks) and local minima (valleys) can only occur at critical points. If the slope is not zero and exists, you are still going up or down.
Visualizing Concavity and Extrema
Geometric Interpretation
Concave Up (∪)
Concave Down (∩)
Geometric intuition is often faster than calculating in multiple-choice questions.
Step-by-Step Method for Classification
The Algorithm
Differentiate: Find f′(x).
Find Critical Points: Solve f′(x)=0 for x. Let solutions be c1,c2,….
Second Derivative: Find f′′(x).
Evaluate: Substitute each ci into f′′(x).
Result at ci
Conclusion
f′′(ci)>0
Local Minimum at ci
f′′(ci)<0
Local Maximum at ci
f′′(ci)=0
Test Fails (Use First Derivative Test)
Maxima, Minima and Applications of Derivatives: Solved Questions with Step-by-Step Explanations (10 Problems)
Question 1 · Calculus and OptimizationMCQ
Let f(x)=ex−2x, which has a critical point at x=ln2. Using the Second Derivative Test, what does the test determine about x=ln2?
A.
Local minimum
B.
Local maximum
C.
Inflection point
D.
Test fails
Correct Answer:
A
Step-by-Step Solution
Key idea: observation-type application of the second derivative test: sign of f′′ at the critical point classifies it.
Step 1: f′(x)=ex−2, and indeed f′(ln2)=2−2=0.
Step 2: f′′(x)=ex, so f′′(ln2)=eln2=2>0.
Step 3: Positive second derivative ⇒ concave up ⇒ local minimum by the test.
Note: the question asks only what the TEST determines; no boundary/global claim is needed.
Answer: A
Question 2 · Calculus and OptimizationMCQ
Let f(x)=−x2+6x−5. The function has a critical point at x=3. What does the Second Derivative Test conclude about x=3?
A.
Local minimum
B.
Inflection point
C.
Local maximum
D.
Test is inconclusive
Correct Answer:
C
Step-by-Step Solution
Key idea: observation-type application of the second derivative test — sign of f′′ at the critical point classifies it.
Step 4: Negative second derivative ⇒ concave down ⇒ local maximum by the test.
Answer: C
Question 3 · Calculus and OptimizationMCQ
For f(x)=4x4−32x3−23x2+1, consider the assertion: "x=3 is a local minimum" and the reason: "f′′(3)=12>0".
A.
Both assertion and reason are true, and the reason is the correct explanation
B.
Both are true, but the reason is not the correct explanation
C.
Assertion is true, reason is false
D.
Assertion is false, reason is true
Correct Answer:
A
Step-by-Step Solution
Key idea: construction-by-substitution to verify both the assertion and the reason, then check their logical link.
Step 1: Recall f′(x)=x3−2x2−3x and f′′(x)=3x2−4x−3.
Step 2: Verify the reason: f′′(3)=3(3)2−4(3)−3=27−12−3=12. Since 12>0, the reason is TRUE.
Step 3: Verify the assertion: Since f′(3)=33−2(3)2−3(3)=27−18−9=0, x=3 is a critical point. And since f′′(3)=12>0, the Second Derivative Test confirms it is a local minimum. The assertion is TRUE.
Step 4: Check the link: The reason (f′′(3)>0) is the exact condition of the Second Derivative Test that proves the assertion (local minimum). Thus, the reason is the correct explanation.
Answer: A
Question 4 · Calculus and OptimizationMCQ
For f(x)=x3−3x, consider the two statements about x=1:
(I) f′(1)=0.
(II) x=1 is a critical point of f.
Which conclusion is correct?
A.
Both I and II are true
B.
I is true, II is false
C.
I is false, II is true
D.
Both I and II are false
Correct Answer:
A
Step-by-Step Solution
Key idea: this is a casework check of the definition of a critical point (f′(c)=0 or f′(c) undefined).
Step 1: Compute f′(x)=3x2−3.
Step 2: Evaluate at x=1: f′(1)=3(1)2−3=0. So statement I is TRUE.
Step 3: Since f′(1)=0 (and the derivative exists everywhere for a polynomial), x=1 satisfies the definition of a critical point. Statement II is TRUE.
Step 4: Both statements hold → option A.
Answer: A
Question 5 · Calculus and OptimizationMCQ
Consider f(x)=x1/3. Which statement correctly classifies x=0?
A.
It is a critical point because f′(0) does not exist
B.
It is a critical point because f′(0)=0
C.
It is not a critical point because f(0)=0
D.
It is not a critical point because f is continuous at 0
Correct Answer:
A
Step-by-Step Solution
Key idea: this is a casework check of the critical-point definition — two branches: f′(c)=0 OR f′(c) undefined.
Step 1: Compute f′(x)=31x−2/3=3x2/31.
Step 2: At x=0, the denominator is zero, so f′(0) does not exist (vertical tangent).
Step 3: Since f′(0) is undefined, x=0 satisfies the second branch of the critical-point definition. It is a critical point.
Step 4: Option A states this correctly. Option B incorrectly claims f′(0)=0. Options C and D confuse function value or continuity with the derivative condition.
Answer: A
Question 6 · Calculus and OptimizationMCQ
How many critical points does the function f(x)=∣x2−4∣ have in the set of real numbers?
A.
1
B.
2
C.
3
D.
4
Correct Answer:
C
Step-by-Step Solution
Key idea: this is a casework check of the critical-point definition across the pieces of an absolute-value function.
Step 1: The expression inside the absolute value is zero at x=2 and x=−2. At these points, the function has sharp corners, so f′(x) does not exist. These are two critical points.
Step 2: For −2<x<2, f(x)=4−x2, so f′(x)=−2x. Setting f′(x)=0 gives x=0. This is a third critical point.
Step 3: For x>2 and x<−2, f(x)=x2−4, so f′(x)=2x. Setting f′(x)=0 gives x=0, which is not in these intervals. No additional critical points.
Step 4: Total critical points: x=−2,0,2. The count is 3.
Answer: C
Question 7 · Calculus and OptimizationMCQ
How many distinct critical points does the function f(x)=x4−4x3+6x2 have in the set of real numbers?
A.
0
B.
1
C.
2
D.
3
Correct Answer:
B
Step-by-Step Solution
Key idea: Critical points occur where f′(x)=0. For polynomials, we find the distinct real roots of the derivative.
Step 1: Find the first derivative.
f′(x)=4x3−12x2+12x.
Step 2: Factor out the greatest common factor.
f′(x)=4x(x2−3x+3).
Step 3: Set each factor to zero and solve for real roots.
4x=0⟹x=0.
For the quadratic x2−3x+3=0, check the discriminant:
Δ=b2−4ac=(−3)2−4(1)(3)=9−12=−3.
Since Δ<0, the quadratic has no real roots.
Step 4: Count the distinct real roots.
The only real root is x=0.
Answer: There is exactly 1 distinct critical point.
Question 8 · Calculus and OptimizationMCQ
Given f(x)=4x4−32x3−23x2+1 with f′′(x)=3x2−4x−3, construct the value of f′′(−1) and classify x=−1.
A.
f′′(−1)=4>0, local minimum
B.
f′′(−1)=−4<0, local maximum
C.
f′′(−1)=2>0, local minimum
D.
f′′(−1)=0, test fails
Correct Answer:
A
Step-by-Step Solution
Key idea: construction-by-substitution — build f′′(−1) term by term from the supplied formula, keeping signs intact.
Step 1: f′′(−1)=3(−1)2−4(−1)−3.
Step 2: Term values: 3(1)=3; −4(−1)=+4; constant −3.
Step 3: Sum: 3+4−3=4>0 ⇒ concave up ⇒ local minimum at x=−1.
Step 4: Only option A reports both the correct constructed value and the correct classification.
Answer: A
Question 9 · Calculus and OptimizationMCQ
Given f(x)=4x4−32x3−23x2+1 with f′′(x)=3x2−4x−3, construct the value of f′′(0) and classify x=0.
A.
f′′(0)=3>0, local minimum
B.
f′′(0)=0, test fails
C.
f′′(0)=−3<0, local minimum
D.
f′′(0)=−3<0, local maximum
Correct Answer:
D
Step-by-Step Solution
Key idea: construction-by-substitution — build f′′(0) term by term from the supplied formula.
Step 1: f′′(0)=3(0)2−4(0)−3.
Step 2: Term values: 3(0)=0; −4(0)=0; constant −3.
Step 3: Sum: 0+0−3=−3<0.
Step 4: Negative second derivative ⇒ concave down ⇒ local maximum at x=0.
Step 5: Only option D reports both the correct constructed value and the correct classification.
Answer: D
Question 10 · Calculus and OptimizationMCQ
Let f(x)=−cosx. At x=π, the function has a critical point. What does the Second Derivative Test conclude about x=π?
A.
Local minimum
B.
Local maximum
C.
Inflection point
D.
Test fails
Correct Answer:
B
Step-by-Step Solution
Key idea: observation-type application of the second derivative test to a trigonometric function.