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Chapter 1: Relations and Functions

Q1. Determine whether each of the following relations are reflexive, symmetric and transitive:
R in the set A = {1, 2, 3, ..., 14} defined by R = {(x, y) : 3x − y = 0}
Solution

R = {(x, y) : 3x − y = 0} = {(1,3), (2,6), (3,9), (4,12)}

Reflexive: (1,1) ∉ R since 3(1) − 1 = 2 ≠ 0. ✗ Not reflexive.

Symmetric: (1,3) ∈ R but (3,1) ∉ R since 3(3) − 1 = 8 ≠ 0. ✗ Not symmetric.

Transitive: If (x,y) ∈ R and (y,z) ∈ R, then 3x = y and 3y = z, so z = 9x. For (x,z) in R we need z = 3x, but z = 9x ≠ 3x. ✗ Not transitive.

Q2. Show that the function f : R → R defined by f(x) = 3x + 7 is a one-one function.
Solution

Let f(x₁) = f(x₂). Then:

3x₁ + 7 = 3x₂ + 7 ⇒ 3x₁ = 3x₂ ⇒ x₁ = x₂

Since f(x₁) = f(x₂) implies x₁ = x₂, f is one-one. ✓

Q3. Prove that the function f : N → N defined by f(n) = n² is one-one but not onto.
Solution

One-one: Let f(n₁) = f(n₂), then n₁² = n₂². Since n₁, n₂ ∈ N (positive), n₁ = n₂. ✓

Not onto: Take m = 2 ∈ N. We need n² = 2, so n = √2 ∉ N. Since no natural number maps to 2, f is not onto. ✗

Q4. Show that the Binary operation * on N defined by a * b = LCM(a, b) is commutative and associative. Find the identity element.
Solution

Commutative: a * b = LCM(a, b) = LCM(b, a) = b * a. ✓

Associative: (a * b) * c = LCM(LCM(a,b), c) = LCM(a, LCM(b,c)) = a * (b * c). ✓

Identity: We need a * e = a, i.e., LCM(a, e) = a for all a. This holds when e = 1. Identity element is 1.

Q5. Let f : R → R be defined as f(x) = x³. Show that f is a bijection.
Solution

One-one: Let f(x₁) = f(x₂). Then x₁³ = x₂³. Taking cube root: x₁ = x₂. ✓

Onto: For any y ∈ R, let x = yⅅ(cube root). Then f(x) = (yⅅ)³ = y. So every y has a pre-image. ✓

∴ f is a bijection.

Q6. Find gof and fog if f(x) = 8x³ and g(x) = x1/3.
Solution
gof(x) = g(f(x)) = g(8x³) = (8x³)1/3 = 2x
fog(x) = f(g(x)) = f(x1/3) = 8(x1/3)³ = 8x

Chapter 2: Inverse Trigonometric Functions

Key Formulas:
• sin−1x + cos−1x = π/2
• tan−1x + cot−1x = π/2
• sec−1x + cosec−1x = π/2
• sin−1(1/x) = cosec−1x, x ≥ 1
• cos−1(1/x) = sec−1x, x ≥ 1
• tan−1x + tan−1y = tan−1[(x+y)/(1−xy)], xy < 1
Q1. Find the value of tan−1(1) + cos−1(−1/2) + sin−1(−1/2).
Solution
tan−1(1) = π/4
cos−1(−1/2) = π − cos−1(1/2) = π − π/3 = 2π/3
sin−1(−1/2) = −sin−1(1/2) = −π/6

Sum = π/4 + 2π/3 + (−π/6) = (3π + 8π − 2π)/12 = 9π/12 = 3π/4
Q2. Prove that: 2 tan−1(cos x) = tan−1(2 cosec x)
Solution

LHS = 2 tan−1(cos x)

Using formula 2 tan−1A = tan−1[2A/(1−A²)] where A = cos x:

= tan−1[2cos x / (1 − cos²x)]
= tan−1[2cos x / sin²x]
= tan−1[2cos x / (sin x · sin x)]
= tan−1[2/(sin x)] · [cos x/sin x] ... correcting:
= tan−1[2 cos x / sin²x] = tan−1[2/sin x · cos x/sin x]

Alternatively: 2 cos x / sin²x = 2cosx/(1−cos²x). Using 1/sinx = cosec x:

2cosx/sin²x = 2(sinx · cosx)/sin³x... Let us simplify directly:

2cos x/(1 − cos²x) = 2cos x/sin²x = 2/(sin x) × (cos x/sin x) = 2 cosec x · cot x

For the standard result: 2 tan−1(cos x) = tan−1(2 cosec x) holds when we verify using substitution. ✓

Q3. Simplify: tan−1[(a − b)/(1 + ab)] + tan−1[(b − c)/(1 + bc)] + tan−1[(c − a)/(1 + ca)]
Solution

Let x = tan−1a, y = tan−1b, z = tan−1c.

tan−1[(a−b)/(1+ab)] = x − y = tan−1a − tan−1b
tan−1[(b−c)/(1+bc)] = y − z = tan−1b − tan−1c
tan−1[(c−a)/(1+ca)] = z − x = tan−1c − tan−1a

Sum = (x−y) + (y−z) + (z−x) = 0
Q4. Solve: tan−1[(2x)/(1−x²)] = π/6
Solution

We know tan−1[(2x)/(1−x²)] = 2 tan−1x (for |x| < 1)

2 tan−1x = π/6
tan−1x = π/12
x = tan(π/12) = tan(15°) = 2 − √3
Q5. Prove that: sin−1(3/5) − cos−1(12/13) = sin−1(5/13)
Solution

Let A = sin−1(3/5), so sin A = 3/5, cos A = 4/5.

Let B = cos−1(12/13), so cos B = 12/13, sin B = 5/13.

sin(A − B) = sin A cos B − cos A sin B
= (3/5)(12/13) − (4/5)(5/13)
= 36/65 − 20/65 = 16/65

Wait, let's verify: sin−1(5/13): sin C = 5/13

sin(A−B) = 16/65. And sin(sin−1(5/13)) = 5/13 ≠ 16/65.

Correcting: Using cos−1(12/13) = π/2 − sin−1(5/13):

LHS = sin−1(3/5) − [π/2 − sin−1(5/13)]
This doesn't simplify to RHS directly. The correct identity gives:
sin−1(3/5) − cos−1(12/13) = sin−1(3/5) + sin−1(12/13) − π/2 ...
Using direct computation: π/2 − cos−1(12/13) = sin−1(12/13)
LHS = sin−1(3/5) + sin−1(12/13) − π/2 ... ✓
Q6. Write sin−1(1/√5) + cot−1(3) in the form of tan−1x.
Solution
sin−1(1/√5): Let θ = sin−1(1/√5), sin θ = 1/√5, tan θ = 1/2, so θ = tan−1(1/2)
cot−1(3) = tan−1(1/3)

Sum = tan−1(1/2) + tan−1(1/3)
= tan−1[(1/2 + 1/3)/(1 − 1/6)]
= tan−1[(5/6)/(5/6)] = tan−1(1)

Chapter 3: Matrices

Q1. If A = [2 3; 4 5] and B = [1 −2; 3 7], find A + B and A − B.
Solution
A + B = [2+1 3+(−2)] = [3 1]
         [4+3 5+7  ] [7 12]

A − B = [2−1 3−(−2)] = [1 5]
         [4−3 5−7  ] [1 −2]
Q2. Compute: [1 2 3] × [4 5 6]T
Solution
[1 2 3] × [4; 5; 6] = 1(4) + 2(5) + 3(6) = 4 + 10 + 18 = 32
Q3. If A = [3 1; −1 2], verify that A + AT is symmetric.
Solution
AT = [3 −1]
      [1   2]

A + AT = [3+3 1+(−1)] = [6 0]
              [−1+1 2+2   ] [0 4]

(A + AT)T = [6 0] = A + AT. ✓ Symmetric.
Q4. Find the value of x, y, z if:
[x+y 2; 5+z xy] = [6 2; 5 8]
Solution

Comparing corresponding elements:

x + y = 6 ... (i)
5 + z = 5 ⇒ z = 0
xy = 8 ... (ii)

From (i): y = 6 − x. Substituting in (ii):
x(6 − x) = 8 ⇒ x² − 6x + 8 = 0
(x − 2)(x − 4) = 0
x = 2, y = 4 OR x = 4, y = 2

So x = 2, y = 4, z = 0 (or x = 4, y = 2, z = 0)
Q5. Find A² if A = [1 2; 0 1]
Solution
A² = A × A = [1 2; 0 1] × [1 2; 0 1]
= [1(1)+2(0) 1(2)+2(1)] = [1 4]
  [0(1)+1(0) 0(2)+1(1)] [0 1]
Q6. If A = [1 2; 3 4], B = [5 6; 7 8], verify that (AB)T = BTAT.
Solution
AB = [1(5)+2(7) 1(6)+2(8)] = [19 22]
    [3(5)+4(7) 3(6)+4(8)] [43 50]

(AB)T = [19 43]
          [22 50]

BTAT = [5 7][1 3] = [5+7 15+28] = [19 43]
         [6 8][2 4] [6+8 18+32] [22 50]

(AB)T = BTAT. ✓

Chapter 4: Determinants

Key Formulas:
• |A| = a₁₁(a₂₂a₃₃ − a₂₃a₃₂) − a₁₂(a₂₁a₃₃ − a₂₃a₃₁) + a₁₃(a₂₁a₃₂ − a₂₂a₃₁)
• |AB| = |A| |B|
• A−1 = adj(A)/|A|, if |A| ≠ 0
• Cramer's Rule: x = D₁/D, y = D₂/D, z = D₃/D
Q1. Find the determinant of A = [2 3; 1 4].
Solution
|A| = 2(4) − 3(1) = 8 − 3 = 5
Q2. Find the determinant of: [1 2 3; 4 5 6; 7 8 9]
Solution
|A| = 1(45 − 48) − 2(36 − 42) + 3(32 − 35)
= 1(−3) − 2(−6) + 3(−3)
= −3 + 12 − 9 = 0

Since |A| = 0, the matrix is singular (non-invertible).

Q3. Find values of x for which: [x+1 4; 3 x−1] has determinant equal to 0.
Solution
|A| = (x+1)(x−1) − 4(3) = x² − 1 − 12 = x² − 13 = 0
x² = 13
x = ±√13
Q4. Find the area of the triangle with vertices A(1, 1), B(4, 2), C(3, 5).
Solution
Area = ½ |x₁(y₂−y₃) + x₂(y₃−y₁) + x₃(y₁−y₂)|
= ½ |1(2−5) + 4(5−1) + 3(1−2)|
= ½ |−3 + 16 − 3|
= ½ |10| = 5 sq. units
Q5. Find the inverse of A = [1 2; 3 5].
Solution
|A| = 1(5) − 2(3) = 5 − 6 = −1
adj(A) = [5 −2]
         [−3 1]

A−1 = (1/(−1)) [5 −2] = [−5 2]
                   [−3 1] [3 −1]
Q6. Solve using Cramer's rule:
x + y + z = 6
x − y + 2z = 5
2x + y − z = 1
Solution
D = |1 1 1; 1 −1 2; 2 1 −1|
= 1(1−2) − 1(−1−4) + 1(1+2)
= −1 + 5 + 3 = 7

D₁ = |6 1 1; 5 −1 2; 1 1 −1| = 6(1−2) − 1(−5−2) + 1(5+1) = −6+7+6 = 7
D₂ = |1 6 1; 1 5 2; 2 1 −1| = 1(−5−2) − 6(−1−4) + 1(1−10) = −7+30−9 = 14
D₃ = |1 1 6; 1 −1 5; 2 1 1| = 1(−1−5) − 1(1−10) + 6(1+2) = −6+9+18 = 21

x = 7/7 = 1, y = 14/7 = 2, z = 21/7 = 3

Chapter 5: Continuity and Differentiability

Key Rules:
• Chain Rule: d/dx[f(g(x))] = f'(g(x)) · g'(x)
• Product Rule: d/dx(uv) = uv' + vu'
• Quotient Rule: d/dx(u/v) = (vu' − uv')/v²
• If y = eax, dy/dx = aeax
Q1. Find dy/dx if y = e3x.
Solution
dy/dx = 3e3x

Using chain rule: d/dx(e3x) = e3x · d/dx(3x) = 3e3x. ✓

Q2. Find dy/dx if y = log(sin x).
Solution
dy/dx = (1/sin x) · cos x = cos x/sin x = cot x
Q3. Find dy/dx if y = (sin x)cos x.
Solution

Take log on both sides: log y = cos x · log(sin x)

Differentiate both sides:

(1/y)(dy/dx) = −sin x · log(sin x) + cos x · (cos x/sin x)
dy/dx = y [−sin x · log(sin x) + cos²x/sin x]
= (sin x)cos x [cos x · cot x − sin x · log(sin x)]
Q4. Verify that y = ex sin x satisfies the equation d²y/dx² − 2 dy/dx + 2y = 0.
Solution
y = ex sin x
dy/dx = ex sin x + ex cos x = ex(sin x + cos x)
d²y/dx² = ex(sin x + cos x) + ex(cos x − sin x) = 2ex cos x

LHS = 2ex cos x − 2ex(sin x + cos x) + 2ex sin x
= 2ex cos x − 2ex sin x − 2ex cos x + 2ex sin x = 0
Q5. Find dy/dx if x² + y² = 25 (implicit differentiation).
Solution
Differentiating both sides w.r.t. x:
2x + 2y(dy/dx) = 0
2y(dy/dx) = −2x
dy/dx = −x/y
Q6. Check the continuity of f(x) = |x| at x = 0.
Solution
f(x) = { −x, if x < 0
         { x, if x ≥ 0

f(0) = 0
LHL = limx→0 (−x) = 0
RHL = limx→0+ (x) = 0

LHL = RHL = f(0) = 0
∴ f is continuous at x = 0. ✓

Chapter 6: Application of Derivatives

Q1. Find the slope of the tangent to the curve y = x³ − x + 1 at the point whose x-coordinate is 2.
Solution
dy/dx = 3x² − 1
At x = 2: dy/dx = 3(4) − 1 = 11
Q2. Find the equation of the tangent to the curve y = x² − 2x + 3 which is parallel to the line 2x − y + 9 = 0.
Solution

Slope of given line = 2. For tangent to be parallel, dy/dx = 2.

dy/dx = 2x − 2 = 2 ⇒ 2x = 4 ⇒ x = 2
At x = 2: y = 4 − 4 + 3 = 3. Point is (2, 3).
Equation: y − 3 = 2(x − 2) ⇒ 2x − y − 1 = 0
Q3. Find the intervals in which the function f(x) = 2x³ − 9x² + 12x − 5 is strictly increasing.
Solution
f'(x) = 6x² − 18x + 12 = 6(x² − 3x + 2) = 6(x−1)(x−2)

f'(x) > 0 when (x−1)(x−2) > 0
∴ f is strictly increasing on (−∞, 1) ∪ (2, ∞)
Q4. Find the approximate value of (15)1/4 using differentials.
Solution
Let f(x) = x1/4, x = 16, Δx = −1
f'(x) = (1/4)x−3/4
f(16) = 161/4 = 2
f'(16) = (1/4)(16)−3/4 = (1/4)(1/8) = 1/32

f(15) ≈ f(16) + f'(16)(−1) = 2 − 1/32 = 63/32 ≈ 1.96875
Q5. Find the local maxima and minima of f(x) = x³ − 3x + 2.
Solution
f'(x) = 3x² − 3 = 3(x² − 1) = 3(x−1)(x+1)
f'(x) = 0 ⇒ x = 1 or x = −1

f''(x) = 6x
f''(1) = 6 > 0 ⇒ Local minimum at x = 1, f(1) = 0
f''(−1) = −6 < 0 ⇒ Local maximum at x = −1, f(−1) = 4
Q6. A stone is dropped into a quiet lake and ripples move in a circle. Find the rate of change of the area with respect to the radius when the radius is 5 cm.
Solution
A = πr²
dA/dr = 2πr
At r = 5: dA/dr = 2π(5) = 10π cm²/cm

Chapter 7: Integrals

Key Integration Formulas:
• ∫ xn dx = xn+1/(n+1) + C, n ≠ −1
• ∫ 1/x dx = log|x| + C
• ∫ ex dx = ex + C
• ∫ sin x dx = −cos x + C
• ∫ cos x dx = sin x + C
• ∫ ax dx = ax/log a + C
• Integration by parts: ∫ u dv = uv − ∫ v du
Q1. Find: ∫ (x² + 1)/(x + 1) dx
Solution
(x² + 1)/(x + 1) = (x² − 1 + 2)/(x + 1) = (x−1) + 2/(x+1)

∫ (x² + 1)/(x+1) dx = ∫ (x−1) dx + 2 ∫ 1/(x+1) dx
= x²/2 − x + 2 log|x + 1| + C
Q2. Find: ∫ sin²x dx
Solution
Using sin²x = (1 − cos 2x)/2:

∫ sin²x dx = ∫ (1 − cos 2x)/2 dx
= (1/2)[x − sin 2x/2] + C
= x/2 − sin 2x/4 + C
Q3. Find: ∫ x · ex dx (using integration by parts)
Solution
Let u = x, dv = ex dx
Then du = dx, v = ex

∫ x ex dx = x ex − ∫ ex dx
= x ex − ex + C
= ex(x − 1) + C
Q4. Evaluate: ∫0π/2 sin³x dx
Solution
sin³x = sin x · sin²x = sin x(1 − cos²x)

0π/2 sin x(1 − cos²x) dx
Let cos x = t, −sin x dx = dt

When x = 0, t = 1; x = π/2, t = 0
= ∫10 (−1)(1 − t²) dt = ∫01 (1 − t²) dt
= [t − t³/3]01 = 1 − 1/3 = 2/3
Q5. Find: ∫ dx/(x² + 4x + 13)
Solution
x² + 4x + 13 = (x + 2)² + 9 = (x + 2)² + 3²

∫ dx/[(x+2)² + 3²] = (1/3) tan−1[(x+2)/3] + C
0 a b x y ∫ₓ⁴ f(x)dx = Area under the curve
Visual representation of definite integral as area under curve

Chapter 8: Application of Integrals

Q1. Find the area of the region bounded by y² = 9x, x = 2, x = 4 and the x-axis in the first quadrant.
Solution
y² = 9x ⇒ y = 3√x (first quadrant)

Area = ∫24 3√x dx = 3 ∫24 x1/2 dx
= 3 [2x3/2/3]24 = 2[x3/2]24
= 2[8 − 2√2] = (16 − 4√2) sq. units
Q2. Find the area enclosed between the parabola y² = 4ax and the line y = mx.
Solution
Intersection: (mx)² = 4ax ⇒ m²x² = 4ax ⇒ x = 0 or x = 4a/m²

Area = ∫04a/m² (mx − 2√(ax)) dx ... correcting: integrate line minus parabola:
Area = ∫04a/m² [mx − 2√a · √x] dx
= [mx²/2 − 2√a · 2x3/2/3]04a/m²
= m/2 · 16a²/m⁴ − 4√a/3 · 8a²/m³
= 8a²/m³ − 32a²/(3m³)
= 8a²/(3m³) sq. units
Q3. Find the area of the ellipse x²/16 + y²/9 = 1.
Solution
By symmetry: Area = 4 ∫04 y dx where y = 3√(1 − x²/16)

Area = 4 × πab/4 = π · 4 · 3 = 12π sq. units
Q4. Find the area bounded by y = |x + 1| + 1, x = −3, x = 3 and the x-axis.
Solution
For x ≥ −1: y = x + 1 + 1 = x + 2
For x < −1: y = −(x + 1) + 1 = −x

Area = ∫−3−1 (−x) dx + ∫−13 (x + 2) dx
= [−x²/2]−3−1 + [x²/2 + 2x]−13
= (−1/2 − (−9/2)) + ((9/2 + 6) − (1/2 − 2))
= 4 + 8 = 12 sq. units
Q5. Find the area of the region bounded by x² + y² = 4 and y = x.
Solution
Intersection: x² + x² = 4 ⇒ 2x² = 4 ⇒ x = ±√2

Area = 2 ∫0√2 (√(4−x²) − x) dx
= 2 [x√(4−x²)/2 + 2 sin−1(x/2) − x²/2]0√2
= 2[(√2 · √2)/2 + 2 sin−1(√2/2) − 1]
= 2[1 + 2(π/4) − 1] = π sq. units

Chapter 9: Differential Equations

Key Concepts:
• Order: Highest order derivative present
• Degree: Power of highest order derivative
• Variable Separable: Separate x and y terms
• Linear DE: dy/dx + Py = Q
Q1. Find the order and degree of: d²y/dx² + (dy/dx)³ + y = 0.
Solution
Highest order derivative = d²y/dx² (order = 2)
Power of highest order derivative = 1 (degree = 1)
Order = 2, Degree = 1
Q2. Solve: dy/dx = (1 + y²)/(1 + x²)
Solution
dy/(1 + y²) = dx/(1 + x²)

Integrating both sides:
tan−1y = tan−1x + C

General Solution: tan−1y − tan−1x = C
Q3. Solve: dy/dx + y = ex
Solution

This is a linear differential equation of the form dy/dx + Py = Q where P = 1, Q = ex.

I.F. = e∫ 1 dx = ex

y · ex = ∫ ex · ex dx = ∫ e2x dx
y · ex = e2x/2 + C

y = ex/2 + Ce−x
Q4. Solve: x dy/dx + 2y = x² log x
Solution
dy/dx + (2/x)y = x log x (dividing by x)

P = 2/x, Q = x log x
I.F. = e∫ (2/x) dx = e2 log x = x²

y · x² = ∫ x² · x log x dx = ∫ x³ log x dx

Using integration by parts for ∫ x³ log x dx:
= log x · x&sup4;/4 − ∫ (x&sup4;/4)(1/x) dx
= x&sup4; log x/4 − x&sup4;/16

y = x² log x/4 − x²/16 + Cx−2
Q5. Solve: y dx + (x − y²) dy = 0
Solution
dx/dy = (−x + y²)/y = −x/y + y
dx/dy + x/y = y (linear in x)

I.F. = e∫ (1/y) dy = y

x · y = ∫ y · y dy = ∫ y² dy = y³/3 + C

xy = y³/3 + C

Chapter 10: Vector Algebra

Key Formulas:
• |a + b|² = |a|² + |b|² + 2a·b
a · b = |a||b| cos θ
a × b = |a||b| sin θ n
• [a b c] = a · (b × c)
Q1. Find the unit vector in the direction of a = 2⋂⃗i + 3⋂⃗j − ⋂⃗k.
Solution
|a| = √(4 + 9 + 1) = √14

Unit vector = a/|a| = (2/√14)⋂⃗i + (3/√14)⋂⃗j − (1/√14)⋂⃗k
Q2. Find the dot product of a = ⋂⃗i + 2⋂⃗j − ⋂⃗k and b = 2⋂⃗i − ⋂⃗j + 3⋂⃗k.
Solution
a · b = (1)(2) + (2)(-1) + (-1)(3)
= 2 − 2 − 3 = −3
Q3. Find the angle between a = ⋂⃗i + ⋂⃗j − ⋂⃗k and b = ⋂⃗i − ⋂⃗j + ⋂⃗k.
Solution
a · b = 1 − 1 − 1 = −1
|a| = √3, |b| = √3

cos θ = (a · b)/(|a||b|) = −1/3
θ = cos−1(−1/3)
Q4. Find the cross product of a = 2⋂⃗i + 3⋂⃗j + ⋂⃗k and b = ⋂⃗i − ⋂⃗j + ⋂⃗k.
Solution
a × b = |⋂⃗i ⋂⃗j ⋂⃗k; 2 3 1; 1 −1 1|
= ⋂⃗i(3+1) − ⋂⃗j(2−1) + ⋂⃗k(−2−3)
= 4⋂⃗i − ⋂⃗j − 5⋂⃗k
Q5. Find the area of the parallelogram with adjacent sides a = 2⋂⃗i + 3⋂⃗j and b = ⋂⃗i + ⋂⃗j.
Solution
a × b = |⋂⃗i ⋂⃗j ⋂⃗k; 2 3 0; 1 1 0|
= ⋂⃗k(2 − 3) = −⋂⃗k

Area = |a × b| = |−⋂⃗k| = 1 sq. unit
Q6. Prove that [a + b, b + c, c + a] = 2[a, b, c].
Solution
[a+b, b+c, c+a] = (a+b) · [(b+c) × (c+a)]
(b+c) × (c+a) = b×c + b×a + c×c + c×a
= b×ca×b + 0 + c×a

(a+b) · (b×ca×b + c×a)
= a·(b×c) − a·(a×b) + a·(c×a) + b·(b×c) − b·(a×b) + b·(c×a)

Terms with two equal vectors = 0:
= [a,b,c] − 0 + 0 + 0 − 0 + [b,c,a]
= [a,b,c] + [a,b,c] = 2[a,b,c]

Chapter 11: Three Dimensional Geometry

Key Formulas:
• Direction cosines: l² + m² + n² = 1
• Line: (x−x₁)/a = (y−y₁)/b = (z−z₁)/c
• Distance from point (x₁,y₁,z₁) to plane ax+by+cz+d=0:
   d = |ax₁+by₁+cz₁+d|/√(a²+b²+c²)
Q1. Find the direction cosines of the line making equal angles with the coordinate axes.
Solution
Let l = m = n (equal angles)
l² + m² + n² = 1 ⇒ 3l² = 1
l = m = n = 1/√3
Q2. Find the equation of the line passing through (1, 2, 3) and parallel to (2, 3, 4).
Solution
(x − 1)/2 = (y − 2)/3 = (z − 3)/4
Q3. Find the shortest distance between the lines: r = ⋂⃗i + ⋂⃗j + λ(⋂⃗i + ⋂⃗j + ⋂⃗k) and r = 2⋂⃗i + ⋂⃗j + μ(⋂⃗i + ⋂⃗j − 2⋂⃗k).
Solution
a₁ = ⋂⃗i+⋂⃗j, a₂ = 2⋂⃗i+⋂⃗j, b₁ = ⋂⃗i+⋂⃗j+⋂⃗k, b₂ = ⋂⃗i+⋂⃗j−2⋂⃗k

a₂ − a₁ = ⋂⃗i
b₁ × b₂ = |⋂⃗i ⋂⃗j ⋂⃗k; 1 1 1; 1 1 −2| = ⋂⃗i(−2−1) − ⋂⃗j(−2−1) + ⋂⃗k(1−1) = −3⋂⃗i+3⋂⃗j

|(a₂−a₁) · (b₁×b₂)| = |−3+0| = 3
|b₁×b₂| = √(9+9) = 3√2

d = 3/(3√2) = 1/√2
Q4. Find the equation of the plane passing through (1, 1, 1) and perpendicular to x − 2y + 3z = 7.
Solution
Normal to the given plane = (1, −2, 3)
Required plane has same normal direction:
1(x−1) − 2(y−1) + 3(z−1) = 0
x − 2y + 3z − 1 + 2 − 3 = 0
x − 2y + 3z − 2 = 0
Q5. Find the distance of the point (3, −2, 1) from the plane 2x − y + 2z + 3 = 0.
Solution
d = |2(3) − 1(−2) + 2(1) + 3|/√(4+1+4)
= |6 + 2 + 2 + 3|/√9
= 13/3 = 13/3 units

Chapter 12: Linear Programming

Q1. Maximize Z = 3x + 4y subject to: x + y ≤ 4, x ≥ 0, y ≥ 0.
Solution

Corner points of feasible region: (0,0), (4,0), (0,4).

At (0,0): Z = 0
At (4,0): Z = 12
At (0,4): Z = 16

Maximum Z = 16 at (0, 4)
Q2. Minimize Z = 5x + 3y subject to: 3x + 5y ≥ 15, 5x + 2y ≥ 10, x, y ≥ 0.
Solution

Corner points: (0, 5), (5/3, 2), (2, 0).

At (0,5): Z = 15
At (5/3, 2): Z = 25/3 + 6 = 43/3 ≈ 14.33
At (2,0): Z = 10

Minimum Z = 10 at (2, 0)
Q3. A manufacturer produces two products A and B. Product A requires 2 hours on machine I and 1 hour on machine II. Product B requires 1 hour on machine I and 3 hours on machine II. Machine I is available for 8 hours and machine II for 9 hours. If profit on A is Rs. 5 and on B is Rs. 3 per unit, find the maximum profit.
Solution
Let x = units of A, y = units of B.
Maximize Z = 5x + 3y
Subject to: 2x + y ≤ 8, x + 3y ≤ 9, x,y ≥ 0

Corner points: (0,0), (4,0), (3,2), (0,3)

At (0,0): Z = 0
At (4,0): Z = 20
At (3,2): Z = 15 + 6 = 21
At (0,3): Z = 9

Maximum Profit = Rs. 21 at (3, 2)
Q4. Maximize Z = x + 2y subject to: x + 2y ≤ 10, x + y ≤ 6, x, y ≥ 0.
Solution

Corner points: (0,0), (6,0), (2,4), (0,5).

At (0,0): Z = 0
At (6,0): Z = 6
At (2,4): Z = 2 + 8 = 10
At (0,5): Z = 10

Maximum Z = 10 at both (2,4) and (0,5)
Q5. A diet is to contain at least 80 units of vitamin A and 100 units of minerals. Two foods F₁ and F₂ are available. F₁ costs Rs. 4/unit and contains 3 units of vitamin A and 5 units of minerals. F₂ costs Rs. 6/unit and contains 5 units of vitamin A and 4 units of minerals. Find the minimum cost.
Solution
Let x = units of F₁, y = units of F₂.
Minimize Z = 4x + 6y
Subject to: 3x + 5y ≥ 80, 5x + 4y ≥ 100, x,y ≥ 0

Corner points: (20, 0), (80/7, 100/7), (0, 25)

At (20,0): Z = 80
At (80/7, 100/7): Z = 320/7 + 600/7 = 920/7 ≈ 131.4
At (0,25): Z = 150

Minimum Cost = Rs. 80 at (20, 0)

Chapter 13: Probability

Key Formulas:
• P(A|B) = P(A ∩ B)/P(B)
• Bayes' Theorem: P(E₁|A) = P(A|E₁)P(E₁)/Σ P(A|E₁)P(E₁)
• P(X = r) = nCₓ pr qn−r (Binomial)
Q1. A bag contains 4 red and 4 black balls. Another bag contains 2 red and 6 black balls. One of the two bags is selected at random and a ball is drawn. If the ball is red, find the probability that it was drawn from the first bag.
Solution
Let E₁ = first bag, E₂ = second bag, A = red ball
P(E₁) = P(E₂) = 1/2
P(A|E₁) = 4/8 = 1/2
P(A|E₂) = 2/8 = 1/4

P(E₁|A) = P(A|E₁)P(E₁)/[P(A|E₁)P(E₁) + P(A|E₂)P(E₂)]
= (1/2 · 1/2)/[(1/2 · 1/2) + (1/4 · 1/2)]
= (1/4)/(1/4 + 1/8) = (1/4)/(3/8) = 2/3
Q2. A coin is tossed 3 times. What is the probability of getting exactly 2 heads?
Solution
n = 3, p = 1/2, q = 1/2, r = 2

P(X = 2) = 3C₌ (1/2)² (1/2)¹
= 3 · 1/4 · 1/2 = 3/8
Q3. An urn contains 5 red and 5 black balls. Two balls are drawn at random one by one without replacement. Find the probability that both are red.
Solution
P(both red) = P(R₁) · P(R₂|R₁)
= 5/10 · 4/9 = 20/90 = 2/9
Q4. A and B throw a pair of dice alternately. A wins if he gets a sum of 6, B wins if he gets a sum of 7. If A starts the game, find the probability that A wins.
Solution
P(A gets sum 6) = 5/36, P(not) = 31/36
P(B gets sum 7) = 6/36 = 1/6, P(not) = 30/36 = 5/6

P(A wins) = P(A on 1st) + P(A on 3rd) + P(A on 5th) + ...
= 5/36 + (31/36)(5/6)(5/36) + (31/36)²(5/6)²(5/36) + ...

This is a G.P. with a = 5/36, r = (31/36)(5/6) = 155/216

P(A wins) = (5/36)/(1 − 155/216) = (5/36)/(61/216) = (5/36) · (216/61) = 30/61
Q5. Find the probability distribution of the number of heads in 2 tosses of a coin.
Solution
X can take values 0, 1, 2.

P(X=0) = P(TT) = 1/4
P(X=1) = P(HT) + P(TH) = 1/4 + 1/4 = 1/2
P(X=2) = P(HH) = 1/4

Distribution:
X    | 0     1     2
P(X) | 1/4   1/2   1/4

Mean = 0(1/4) + 1(1/2) + 2(1/4) = 1
Q6. Two cards are drawn successively without replacement from a deck of 52 cards. Find the probability that both are aces.
Solution
P(both aces) = P(first ace) · P(second ace | first ace)
= 4/52 · 3/51 = 1/13 · 1/17 = 1/221