Calculus & Linear Algebra - PYQ Jan 2023
B.Tech Degree Examination | First Semester | 21MABI01T

PART A - Multiple Choice Questions

Question 1 (Marks: 1)
The number of positive terms in the canonical form is called ________.
Correct Answer: (B) Index
Detailed Solution:
Step 1: Recall the definitions associated with the canonical form of a quadratic form.
Step 2: - Index (p): The number of positive square terms in the canonical form.
- Signature (s): The difference between the number of positive terms and negative terms ($s = p - q$).
- Rank (r): The total number of non-zero terms ($r = p + q$).
Step 3: Therefore, the number of positive terms is explicitly defined as the "Index".
Question 2 (Marks: 1)
Find the eigen values of A if \( A = \begin{pmatrix} 1 & 2 & 4 \\ 0 & 2 & 6 \\ 0 & 0 & 5 \end{pmatrix} \)
Correct Answer: (D) 1, 2, 5
Detailed Solution:
Step 1: Observe the structure of matrix $A$. It is an upper triangular matrix because all the entries below the main diagonal are zero.
Step 2: A fundamental property of linear algebra states that the eigenvalues of an upper (or lower) triangular matrix are simply the entries on its main diagonal.
Step 3: The diagonal entries of $A$ are $1, 2,$ and $5$.
Conclusion: The eigenvalues ($\lambda$) are $1, 2,$ and $5$.
Question 3 (Marks: 1)
If A is an orthogonal matrix then \( |A| \) is ________.
Correct Answer: (B) ±1
Detailed Solution:
Step 1: By definition, a matrix $A$ is orthogonal if $A A^T = I$, where $I$ is the identity matrix.
Step 2: Take the determinant of both sides: $|A A^T| = |I|$.
Step 3: Using the multiplicative property of determinants ($|AB| = |A||B|$), we get $|A| |A^T| = 1$.
Step 4: Since the determinant of a matrix is equal to the determinant of its transpose ($|A| = |A^T|$), we have $|A|^2 = 1$.
Step 5: Taking the square root of both sides yields $|A| = \pm 1$.
Question 4 (Marks: 1)
Find the sum and product of the eigen values of the matrix \( A = \begin{pmatrix} 1 & 2 & -1 \\ -2 & 0 & 1 \\ 5 & 0 & 0 \end{pmatrix} \)
Correct Answer: (D) 1, 10
Detailed Solution:
Step 1: Sum of Eigenvalues. The sum of the eigenvalues of a matrix is equal to its Trace (the sum of its main diagonal elements).
$$ \text{Sum} = \lambda_1 + \lambda_2 + \lambda_3 = \text{Trace}(A) = 1 + 0 + 0 = 1 $$
Step 2: Product of Eigenvalues. The product of the eigenvalues is equal to the determinant of the matrix.
$$ \text{Product} = \lambda_1 \lambda_2 \lambda_3 = |A| $$
Step 3: Calculate the determinant. Expanding along the third row (which has two zeros for easier calculation):
$$ |A| = 5 \begin{vmatrix} 2 & -1 \\ 0 & 1 \end{vmatrix} - 0 + 0 $$
$$ |A| = 5 [ (2)(1) - (0)(-1) ] = 5 [2 - 0] = 10 $$
Conclusion: Sum = $1$, Product = $10$.
Question 5 (Marks: 1)
If \( z = 2x^2 + 5xy \), then find \( \frac{\partial z}{\partial x} \).
Correct Answer: (A) 4x + 5y
Detailed Solution:
Step 1: To find the partial derivative of $z$ with respect to $x$ ($\frac{\partial z}{\partial x}$), we treat $y$ as a constant and differentiate $z$ normally with respect to $x$.
Step 2: Differentiate the first term: $ \frac{\partial}{\partial x}(2x^2) = 4x $.
Step 3: Differentiate the second term: $ \frac{\partial}{\partial x}(5xy) = 5y \cdot \frac{\partial}{\partial x}(x) = 5y(1) = 5y $.
Step 4: Combine the results: $ \frac{\partial z}{\partial x} = 4x + 5y $.
Question 6 (Marks: 1)
If \( f(x, y) = 0 \) is an implicit function, then \( \frac{dy}{dx} \) is:
Correct Answer: (B) $-\frac{\partial f / \partial x}{\partial f / \partial y}$
Detailed Solution:
Step 1: Given the implicit function $f(x, y) = 0$.
Step 2: Differentiate both sides totally with respect to $x$ using the chain rule:
$$ \frac{\partial f}{\partial x} \cdot \frac{dx}{dx} + \frac{\partial f}{\partial y} \cdot \frac{dy}{dx} = 0 $$
Step 3: Since $\frac{dx}{dx} = 1$, the equation becomes:
$$ \frac{\partial f}{\partial x} + \frac{\partial f}{\partial y} \frac{dy}{dx} = 0 $$
Step 4: Rearrange to solve for $\frac{dy}{dx}$:
$$ \frac{\partial f}{\partial y} \frac{dy}{dx} = -\frac{\partial f}{\partial x} \implies \frac{dy}{dx} = -\frac{\partial f / \partial x}{\partial f / \partial y} $$
Question 7 (Marks: 1)
If \( f(x, y) = x^2y + \sin y + e^x \), then find \( f_x(x, y) \).
Correct Answer: (C) 2xy + e^x
Detailed Solution:
Step 1: The notation $f_x(x,y)$ represents the partial derivative of $f$ with respect to $x$, i.e., $\frac{\partial f}{\partial x}$. We treat $y$ as a constant.
Step 2: Differentiate the term $x^2y$: $y$ is a constant, so the derivative is $2x \cdot y = 2xy$.
Step 3: Differentiate the term $\sin y$: Since there is no $x$, it is treated as a constant. Its derivative is $0$.
Step 4: Differentiate the term $e^x$: The derivative of $e^x$ is $e^x$.
Conclusion: Adding them up, $f_x(x, y) = 2xy + 0 + e^x = 2xy + e^x$.
Question 8 (Marks: 1)
If u and v are functionally dependent, then their Jacobian value \( J(u, v) \) is ________.
Correct Answer: (A) Zero
Detailed Solution:
Step 1: By the properties of Jacobians, two functions $u(x, y)$ and $v(x, y)$ are said to be functionally dependent if there exists some functional relationship between them, say $F(u, v) = 0$.
Step 2: The mathematical condition for functional dependence of $u$ and $v$ with respect to independent variables $x$ and $y$ is that their Jacobian determinant must vanish (equal zero) identically.
Step 3: Therefore, $J\left(\frac{u, v}{x, y}\right) = \begin{vmatrix} \frac{\partial u}{\partial x} & \frac{\partial u}{\partial y} \\ \frac{\partial v}{\partial x} & \frac{\partial v}{\partial y} \end{vmatrix} = 0$.
Question 9 (Marks: 1)
Solution of \( (D^2 + 4)y = 0 \) is:
Correct Answer: (C) y = A cos 2x + B sin 2x
Detailed Solution:
Step 1: This is a second-order linear homogeneous ordinary differential equation. Write the auxiliary (characteristic) equation by substituting $D$ with $m$:
$$ m^2 + 4 = 0 $$
Step 2: Solve for $m$:
$$ m^2 = -4 \implies m = \pm \sqrt{-4} \implies m = 0 \pm 2i $$
Step 3: The roots are complex conjugates of the form $\alpha \pm i\beta$, where $\alpha = 0$ and $\beta = 2$.
Step 4: The general solution for complex roots is $y = e^{\alpha x} (A \cos \beta x + B \sin \beta x)$.
Step 5: Substitute $\alpha=0$ and $\beta=2$:
$$ y = e^{0} (A \cos 2x + B \sin 2x) = A \cos 2x + B \sin 2x $$
Question 10 (Marks: 1)
Solve \( (D^2 + 5D + 4)y = 0 \)
Correct Answer: (A) y = Ae^{-x} + Be^{-4x}
Detailed Solution:
Step 1: Write the auxiliary equation:
$$ m^2 + 5m + 4 = 0 $$
Step 2: Factorize the quadratic equation:
$$ m^2 + 4m + 1m + 4 = 0 \implies m(m + 4) + 1(m + 4) = 0 \implies (m + 1)(m + 4) = 0 $$
Step 3: The roots are real and distinct: $m_1 = -1$, $m_2 = -4$.
Step 4: The general solution for distinct real roots is $y = A e^{m_1 x} + B e^{m_2 x}$.
Conclusion: $y = A e^{-x} + B e^{-4x}$.
Question 11 (Marks: 1)
Find the Particular Integral (P.I.) of \( (D^2 - 4)y = \cos 2x \)
Correct Answer: (D) -cos 2x / 8
Detailed Solution:
Step 1: The formula for the Particular Integral is $\text{P.I.} = \frac{1}{f(D)} X$.
$$ \text{P.I.} = \frac{1}{D^2 - 4} \cos 2x $$
Step 2: For a function of the form $\cos ax$ or $\sin ax$, the rule is to replace $D^2$ with $-a^2$, provided the denominator does not become zero.
Step 3: Here, $a = 2$, so $-a^2 = -(2)^2 = -4$.
Step 4: Substitute $D^2 = -4$ into the denominator:
$$ \text{P.I.} = \frac{1}{-4 - 4} \cos 2x = \frac{1}{-8} \cos 2x = -\frac{\cos 2x}{8} $$

PART B & C - Subjective Questions

Part B - Question 23 (Marks: 8)
a. Solve \( (D^2 + 2D + 1)y = x^2 + \sin 2x \).

(OR)

b. Solve \( (D^2 + 1)y = \tan x \) by the method of variation of parameters.
Comprehensive Solution for 23(a) and 23(b)
Solution for 23(a): Linear ODE with Polynomial and Trigonometric RHS
1. Complementary Function (C.F.):
The given equation is $(D^2 + 2D + 1)y = x^2 + \sin 2x$.
The auxiliary equation is $m^2 + 2m + 1 = 0 \implies (m + 1)^2 = 0$.
Roots are real and equal: $m = -1, -1$.
Therefore, $\text{C.F.} = (C_1 + C_2 x)e^{-x}$.
2. Particular Integral 1 ($P.I._1$) for $x^2$:
$$ P.I._1 = \frac{1}{D^2 + 2D + 1} x^2 = \frac{1}{(1 + D)^2} x^2 $$
Using binomial expansion $(1+D)^{-2} = 1 - 2D + 3D^2 - 4D^3 + \dots$
$$ P.I._1 = (1 - 2D + 3D^2 - \dots) x^2 $$
Applying the operators ($D$ is derivative):
$$ P.I._1 = x^2 - 2(2x) + 3(2) = x^2 - 4x + 6 $$
3. Particular Integral 2 ($P.I._2$) for $\sin 2x$:
$$ P.I._2 = \frac{1}{D^2 + 2D + 1} \sin 2x $$
Replace $D^2$ with $-(2)^2 = -4$:
$$ P.I._2 = \frac{1}{-4 + 2D + 1} \sin 2x = \frac{1}{2D - 3} \sin 2x $$
Multiply numerator and denominator by $(2D + 3)$ to create a $D^2$ term in the denominator:
$$ P.I._2 = \frac{2D + 3}{(2D - 3)(2D + 3)} \sin 2x = \frac{2D + 3}{4D^2 - 9} \sin 2x $$
Again replace $D^2$ with $-4$:
$$ P.I._2 = \frac{2D + 3}{4(-4) - 9} \sin 2x = \frac{2D(\sin 2x) + 3\sin 2x}{-16 - 9} $$
$$ P.I._2 = \frac{2(2 \cos 2x) + 3\sin 2x}{-25} = -\frac{1}{25} (4 \cos 2x + 3 \sin 2x) $$
4. Final General Solution:
The general solution is $y = \text{C.F.} + P.I._1 + P.I._2$
$$ y = (C_1 + C_2 x)e^{-x} + x^2 - 4x + 6 - \frac{1}{25}(4 \cos 2x + 3 \sin 2x) $$
Examiner Note: For 23(a), clearly explicitly label C.F., P.I.1, and P.I.2 calculations. Marks are deducted if binomial expansion is poorly shown or if the negative sign is dropped in P.I.2.

Solution for 23(b): Variation of Parameters
1. Complementary Function (C.F.):
Equation: $(D^2 + 1)y = \tan x$. Auxiliary equation: $m^2 + 1 = 0 \implies m = \pm i$.
$\text{C.F.} = C_1 \cos x + C_2 \sin x$.
Let $y_1 = \cos x$ and $y_2 = \sin x$.
The RHS function is $X = \tan x$.
2. Compute the Wronskian ($W$):
$$ W = \begin{vmatrix} y_1 & y_2 \\ y_1' & y_2' \end{vmatrix} = \begin{vmatrix} \cos x & \sin x \\ -\sin x & \cos x \end{vmatrix} = \cos^2 x - (-\sin^2 x) = \cos^2 x + \sin^2 x = 1 $$
3. Calculate parameter $u$:
$$ u = -\int \frac{y_2 X}{W} dx = -\int \frac{\sin x \tan x}{1} dx = -\int \frac{\sin^2 x}{\cos x} dx $$
Substitute $\sin^2 x = 1 - \cos^2 x$:
$$ u = -\int \frac{1 - \cos^2 x}{\cos x} dx = -\int (\sec x - \cos x) dx $$
$$ u = -[ \ln|\sec x + \tan x| - \sin x ] = \sin x - \ln|\sec x + \tan x| $$
4. Calculate parameter $v$:
$$ v = \int \frac{y_1 X}{W} dx = \int \frac{\cos x \tan x}{1} dx = \int \cos x \left(\frac{\sin x}{\cos x}\right) dx = \int \sin x \, dx $$
$$ v = -\cos x $$
5. Final General Solution:
The general solution is $y = C_1 y_1 + C_2 y_2 + u y_1 + v y_2$.
$$ y = C_1 \cos x + C_2 \sin x + (\sin x - \ln|\sec x + \tan x|)\cos x + (-\cos x)\sin x $$
Simplify the Particular Integral part:
$P.I. = \sin x \cos x - \cos x \ln|\sec x + \tan x| - \cos x \sin x = -\cos x \ln|\sec x + \tan x|$.
$$ y = C_1 \cos x + C_2 \sin x - \cos x \ln|\sec x + \tan x| $$
Part B - Question 24 (Marks: 8)
a. Find the radius of curvature of the curve \( r = a(1 + \cos \theta) \) at the point \( \theta = \pi/2 \).

(OR)

b. Find the evolute of the parabola \( y^2 = 4ax \).
Comprehensive Solution for 24(a) and 24(b)
Solution for 24(a): Radius of Curvature (Polar Form)
1. Formula for Radius of Curvature ($\rho$):
For a polar curve $r = f(\theta)$, the radius of curvature is given by:
$$ \rho = \frac{(r^2 + r_1^2)^{3/2}}{r^2 + 2r_1^2 - r r_2} $$
Where $r_1 = \frac{dr}{d\theta}$ and $r_2 = \frac{d^2r}{d\theta^2}$.
2. Find the Derivatives:
Given curve: $r = a(1 + \cos \theta)$
First derivative ($r_1$):
$$ r_1 = \frac{d}{d\theta}[a(1 + \cos \theta)] = -a \sin \theta $$
Second derivative ($r_2$):
$$ r_2 = \frac{d}{d\theta}[-a \sin \theta] = -a \cos \theta $$
3. Evaluate at $\theta = \pi/2$:
Substitute $\theta = \pi/2$ into $r$, $r_1$, and $r_2$:
$$ r = a(1 + \cos(\pi/2)) = a(1 + 0) = a $$
$$ r_1 = -a \sin(\pi/2) = -a(1) = -a $$
$$ r_2 = -a \cos(\pi/2) = -a(0) = 0 $$
4. Calculate $\rho$:
Substitute the evaluated values into the formula:
$$ \rho = \frac{(a^2 + (-a)^2)^{3/2}}{a^2 + 2(-a)^2 - (a)(0)} $$
$$ \rho = \frac{(a^2 + a^2)^{3/2}}{a^2 + 2a^2 - 0} = \frac{(2a^2)^{3/2}}{3a^2} $$
Simplify the numerator:
$$ (2a^2)^{3/2} = 2^{3/2} \cdot (a^2)^{3/2} = 2\sqrt{2} \cdot a^3 $$
So,
$$ \rho = \frac{2\sqrt{2}a^3}{3a^2} = \frac{2\sqrt{2}a}{3} $$

Solution for 24(b): Evolute of a Parabola
1. Define Parametric Coordinates:
For the parabola $y^2 = 4ax$, the parametric equations are $x = at^2$ and $y = 2at$.
2. Find $y_1$ and $y_2$:
$$ y_1 = \frac{dy}{dx} = \frac{dy/dt}{dx/dt} = \frac{2a}{2at} = \frac{1}{t} $$
$$ y_2 = \frac{d^2y}{dx^2} = \frac{d}{dt}(y_1) \cdot \frac{dt}{dx} = \frac{d}{dt}\left(\frac{1}{t}\right) \cdot \frac{1}{2at} = \left(-\frac{1}{t^2}\right) \frac{1}{2at} = -\frac{1}{2at^3} $$
3. Formula for Center of Curvature $(\bar{x}, \bar{y})$:
$$ \bar{x} = x - \frac{y_1(1 + y_1^2)}{y_2} $$
$$ \bar{y} = y + \frac{1 + y_1^2}{y_2} $$
4. Compute $\bar{x}$ and $\bar{y}$:
First, compute $\frac{1 + y_1^2}{y_2}$:
$$ \frac{1 + 1/t^2}{-1/(2at^3)} = -2at^3 \left(1 + \frac{1}{t^2}\right) = -2at^3 - 2at $$
Now, substitute into $\bar{x}$ and $\bar{y}$:
$$ \bar{x} = at^2 - y_1 \left( \frac{1 + y_1^2}{y_2} \right) = at^2 - \frac{1}{t}(-2at^3 - 2at) = at^2 + 2at^2 + 2a = 3at^2 + 2a $$
$$ \bar{y} = 2at + (-2at^3 - 2at) = -2at^3 $$
5. Eliminate parameter $t$ to find the Evolute:
From the $\bar{x}$ equation: $3at^2 = \bar{x} - 2a \implies t^2 = \frac{\bar{x} - 2a}{3a}$.
From the $\bar{y}$ equation: Square both sides to get $t^6$:
$$ \bar{y}^2 = (-2at^3)^2 = 4a^2 t^6 = 4a^2 (t^2)^3 $$
Substitute $t^2$ into the $\bar{y}^2$ equation:
$$ \bar{y}^2 = 4a^2 \left( \frac{\bar{x} - 2a}{3a} \right)^3 = 4a^2 \frac{(\bar{x} - 2a)^3}{27a^3} = \frac{4(\bar{x} - 2a)^3}{27a} $$
Rearrange to obtain the final equation (replacing $\bar{x}, \bar{y}$ with $x, y$):
$$ 27ay^2 = 4(x - 2a)^3 $$
Part B - Question 25 (Marks: 8)
a. Test the convergence of the series \( \sum (\sqrt{n^3+1} - \sqrt{n^3-1}) \).

(OR)

b. Test the convergence of the series \( 1 + \frac{2}{3} + \frac{2 \cdot 4}{3 \cdot 5} + \frac{2 \cdot 4 \cdot 6}{3 \cdot 5 \cdot 7} + \dots \infty \).
Comprehensive Solution for 25(a) and 25(b)
Solution for 25(a): Limit Comparison Test
1. Simplify the $n$-th term ($u_n$):
Let $u_n = \sqrt{n^3+1} - \sqrt{n^3-1}$.
To analyze its behavior as $n \to \infty$, rationalize the expression by multiplying and dividing by its conjugate:
$$ u_n = \frac{(\sqrt{n^3+1} - \sqrt{n^3-1})(\sqrt{n^3+1} + \sqrt{n^3-1})}{\sqrt{n^3+1} + \sqrt{n^3-1}} $$
Using $(a-b)(a+b) = a^2 - b^2$:
$$ u_n = \frac{(n^3+1) - (n^3-1)}{\sqrt{n^3+1} + \sqrt{n^3-1}} = \frac{2}{\sqrt{n^3+1} + \sqrt{n^3-1}} $$
2. Choose an auxiliary series ($v_n$):
For large $n$, the $+1$ and $-1$ inside the square roots become negligible.
$u_n \approx \frac{2}{\sqrt{n^3} + \sqrt{n^3}} = \frac{2}{2n^{3/2}} = \frac{1}{n^{3/2}}$.
Thus, we choose $v_n = \frac{1}{n^{3/2}}$.
3. Apply the Limit Comparison Test:
$$ \lim_{n \to \infty} \frac{u_n}{v_n} = \lim_{n \to \infty} \left( \frac{2}{\sqrt{n^3+1} + \sqrt{n^3-1}} \cdot \frac{n^{3/2}}{1} \right) $$
Divide numerator and denominator by $n^{3/2}$ (which goes inside the square root as $n^3$):
$$ = \lim_{n \to \infty} \frac{2}{\sqrt{1 + 1/n^3} + \sqrt{1 - 1/n^3}} $$
As $n \to \infty$, $1/n^3 \to 0$:
$$ = \frac{2}{\sqrt{1+0} + \sqrt{1-0}} = \frac{2}{2} = 1 $$
Since the limit is finite and non-zero ($l \neq 0$), both $\sum u_n$ and $\sum v_n$ behave alike.
4. Conclusion (p-series test):
The auxiliary series $\sum v_n = \sum \frac{1}{n^{3/2}}$ is a p-series with $p = 3/2$.
Since $p = 3/2 > 1$, the series $\sum v_n$ is convergent.
Therefore, by the Limit Comparison Test, the given series $\sum u_n$ is also convergent.

Solution for 25(b): D'Alembert's Ratio Test & Raabe's Test
1. Identify the general term ($u_n$):
Omitting the first term ($1$) does not alter convergence.
Let $u_n = \frac{2 \cdot 4 \cdot 6 \dots (2n)}{3 \cdot 5 \cdot 7 \dots (2n+1)}$
Then $u_{n+1} = \frac{2 \cdot 4 \cdot 6 \dots (2n)(2n+2)}{3 \cdot 5 \cdot 7 \dots (2n+1)(2n+3)}$
2. Apply D'Alembert's Ratio Test:
$$ \frac{u_n}{u_{n+1}} = \frac{2n+3}{2n+2} $$
Take the limit as $n \to \infty$:
$$ \lim_{n \to \infty} \frac{u_n}{u_{n+1}} = \lim_{n \to \infty} \frac{2 + 3/n}{2 + 2/n} = \frac{2}{2} = 1 $$
Since the limit equals 1, the Ratio Test fails. We must proceed to Raabe's Test.
3. Apply Raabe's Test:
Raabe's Test formula: $\lim_{n \to \infty} n \left( \frac{u_n}{u_{n+1}} - 1 \right)$
Calculate the expression inside the limit:
$$ \frac{u_n}{u_{n+1}} - 1 = \frac{2n+3}{2n+2} - 1 = \frac{2n+3 - (2n+2)}{2n+2} = \frac{1}{2n+2} $$
Now multiply by $n$ and take the limit:
$$ \lim_{n \to \infty} n \left( \frac{1}{2n+2} \right) = \lim_{n \to \infty} \frac{n}{2n+2} = \lim_{n \to \infty} \frac{1}{2 + 2/n} = \frac{1}{2} $$
4. Conclusion:
According to Raabe's test, if the limit $l < 1$, the series diverges. If $l > 1$, it converges.
Since $l = \frac{1}{2} < 1$, the given series is divergent.
Part C - Question 26 (Marks: 15)
Reduce the quadratic form \( 3x^2 - 2y^2 - z^2 - 4xy + 8xz + 12yz \) to canonical form by an orthogonal transformation. Discuss the nature of the quadratic form and also find rank, index, and signature.
Final Answer: Canonical form: \( 3y_1^2 + 6y_2^2 - 9y_3^2 \). Nature: Indefinite. Rank: 3, Index: 2, Signature: 1.
Detailed Solution:
Step 1: Write the symmetric matrix (A) of the quadratic form.
The general format is $ax^2 + by^2 + cz^2 + 2hxy + 2gxz + 2fyz$.
Comparing this, $a=3, b=-2, c=-1$. $2h = -4 \implies h=-2$. $2g = 8 \implies g=4$. $2f = 12 \implies f=6$.
$$ A = \begin{pmatrix} a & h & g \\ h & b & f \\ g & f & c \end{pmatrix} = \begin{pmatrix} 3 & -2 & 4 \\ -2 & -2 & 6 \\ 4 & 6 & -1 \end{pmatrix} $$
Step 2: Find the Characteristic Equation.
The equation is $\lambda^3 - S_1\lambda^2 + S_2\lambda - S_3 = 0$.
$S_1$ (Trace) = Sum of principal diagonal elements = $3 - 2 - 1 = 0$.
$S_2$ = Sum of minors of principal diagonal elements = $\begin{vmatrix} -2 & 6 \\ 6 & -1 \end{vmatrix} + \begin{vmatrix} 3 & 4 \\ 4 & -1 \end{vmatrix} + \begin{vmatrix} 3 & -2 \\ -2 & -2 \end{vmatrix}$
$S_2 = (2 - 36) + (-3 - 16) + (-6 - 4) = -34 - 19 - 10 = -63$.
$S_3$ = Determinant $|A|$ = $3(2 - 36) - (-2)(2 - 24) + 4(-12 - 8) = 3(-34) + 2(-22) + 4(-20) = -102 - 44 - 80 = -162$.
Wait, earlier manual calculation gave $|A| = -162$. Let's re-verify $|A|$:
$3(2 - 36) = -102$. $-(-2)[(-2)(-1) - (6)(4)] = 2[2 - 24] = -44$. $4[(-2)(6) - (-2)(4)] = 4[-12 + 8] = 4[-4] = -16$.
$-102 - 44 - 16 = -162$. Correct.
The characteristic equation is $\lambda^3 - 0\lambda^2 - 63\lambda + 162 = 0$.
Step 3: Find the Eigenvalues ($\lambda$).
By inspection, $\lambda = 3$ is a root: $(3)^3 - 63(3) + 162 = 27 - 189 + 162 = 0$.
Divide by $(\lambda - 3)$ using synthetic division to get the quadratic factor: $\lambda^2 + 3\lambda - 54 = 0$.
Solving $\lambda^2 + 3\lambda - 54 = (\lambda + 9)(\lambda - 6) = 0 \implies \lambda = -9, \lambda = 6$.
The eigenvalues are $\lambda = 3, 6, -9$.
Step 4: Find the Eigenvectors.
Solve $(A - \lambda I)X = 0$.

Case 1 ($\lambda = 3$):
$$ \begin{pmatrix} 0 & -2 & 4 \\ -2 & -5 & 6 \\ 4 & 6 & -4 \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \\ 0 \end{pmatrix} $$ Using cross-multiplication on the first two rows:
$\frac{x_1}{(-2)(6) - (4)(-5)} = \frac{x_2}{(4)(-2) - (0)(6)} = \frac{x_3}{(0)(-5) - (-2)(-2)}$
$\frac{x_1}{-12 + 20} = \frac{x_2}{-8} = \frac{x_3}{-4} \implies \frac{x_1}{8} = \frac{x_2}{-8} = \frac{x_3}{-4} \implies \frac{x_1}{2} = \frac{x_2}{-2} = \frac{x_3}{-1}$.
$X_1 = \begin{pmatrix} 2 \\ -2 \\ -1 \end{pmatrix}$

Case 2 ($\lambda = 6$):
$$ \begin{pmatrix} -3 & -2 & 4 \\ -2 & -8 & 6 \\ 4 & 6 & -7 \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \\ 0 \end{pmatrix} $$ Cross-multiplication on first two rows:
$\frac{x_1}{(-2)(6) - (4)(-8)} = \frac{x_2}{(4)(-2) - (-3)(6)} = \frac{x_3}{(-3)(-8) - (-2)(-2)}$
$\frac{x_1}{-12 + 32} = \frac{x_2}{-8 + 18} = \frac{x_3}{24 - 4} \implies \frac{x_1}{20} = \frac{x_2}{10} = \frac{x_3}{20} \implies \frac{x_1}{2} = \frac{x_2}{1} = \frac{x_3}{2}$.
$X_2 = \begin{pmatrix} 2 \\ 1 \\ 2 \end{pmatrix}$

Case 3 ($\lambda = -9$):
$$ \begin{pmatrix} 12 & -2 & 4 \\ -2 & 7 & 6 \\ 4 & 6 & 8 \end{pmatrix} \begin{pmatrix} x_1 \\ x_2 \\ x_3 \end{pmatrix} = \begin{pmatrix} 0 \\ 0 \\ 0 \end{pmatrix} $$ Cross-multiplication on first two rows:
$\frac{x_1}{(-2)(6) - (4)(7)} = \frac{x_2}{(4)(-2) - (12)(6)} = \frac{x_3}{(12)(7) - (-2)(-2)}$
$\frac{x_1}{-12 - 28} = \frac{x_2}{-8 - 72} = \frac{x_3}{84 - 4} \implies \frac{x_1}{-40} = \frac{x_2}{-80} = \frac{x_3}{80} \implies \frac{x_1}{1} = \frac{x_2}{2} = \frac{x_3}{-2}$.
$X_3 = \begin{pmatrix} 1 \\ 2 \\ -2 \end{pmatrix}$
Step 5: Form the Normalized Modal Matrix (N).
Check orthogonality: $X_1 \cdot X_2 = (2)(2)+(-2)(1)+(-1)(2) = 0$. $X_2 \cdot X_3 = 0$. $X_1 \cdot X_3 = 0$.
Find length of each eigenvector: $||X_1|| = \sqrt{2^2+(-2)^2+(-1)^2} = \sqrt{9} = 3$. Similarly, $||X_2|| = 3$ and $||X_3|| = 3$.
Divide each vector by its length to form normalized columns:
$$ N = \begin{pmatrix} 2/3 & 2/3 & 1/3 \\ -2/3 & 1/3 & 2/3 \\ -1/3 & 2/3 & -2/3 \end{pmatrix} $$ The orthogonal transformation is $X = NY$.
Step 6: Write the Canonical Form and discuss properties.
The canonical form is given by $D = N^T A N$, which is a diagonal matrix containing the eigenvalues.
Canonical Form: $\lambda_1 y_1^2 + \lambda_2 y_2^2 + \lambda_3 y_3^2 \implies \mathbf{3y_1^2 + 6y_2^2 - 9y_3^2}$
- Rank (r): Number of non-zero eigenvalues = 3.
- Index (p): Number of positive eigenvalues = 2 (which are 3 and 6).
- Signature (s): $2p - r = 2(2) - 3 = 1$.
- Nature: Since there are both positive and negative eigenvalues, the nature is Indefinite.
Part C - Question 27 (Marks: 15)
Find the dimensions of the rectangular box open at the top, of maximum capacity whose surface area is 432 sq.cm.
Correct Answer: Length = 12 cm, Width = 12 cm, Height = 6 cm
Detailed Solution (Lagrange Multipliers):
Step 1: Set up the functions.
Let the length be $x$, width be $y$, and height be $z$.
We want to maximize the capacity (Volume), so the objective function is $V(x,y,z) = xyz$.
The box is open at the top, so it consists of 1 base ($xy$) and 4 side walls ($2xz + 2yz$).
The constraint function is Surface Area, $S = xy + 2xz + 2yz = 432$.
Step 2: Construct the Lagrangian Function.
$L(x,y,z,\lambda) = V(x,y,z) + \lambda(\text{Constraint}) = xyz + \lambda(xy + 2xz + 2yz - 432)$
Step 3: Differentiate partially w.r.t $x, y, z$ and set to zero.
$\frac{\partial L}{\partial x} = yz + \lambda(y + 2z) = 0 \implies -\lambda = \frac{yz}{y + 2z}$    --- (Eq 1)

$\frac{\partial L}{\partial y} = xz + \lambda(x + 2z) = 0 \implies -\lambda = \frac{xz}{x + 2z}$    --- (Eq 2)

$\frac{\partial L}{\partial z} = xy + \lambda(2x + 2y) = 0 \implies -\lambda = \frac{xy}{2x + 2y}$    --- (Eq 3)
Step 4: Equate the relationships to solve for $x, y, z$.
Equating (Eq 1) and (Eq 2):
$\frac{yz}{y + 2z} = \frac{xz}{x + 2z}$
Since $z \neq 0$ (otherwise volume is 0), we divide by $z$ and cross-multiply:
$y(x + 2z) = x(y + 2z) \implies xy + 2yz = xy + 2xz \implies 2yz = 2xz \implies y = x$

Equating (Eq 2) and (Eq 3):
$\frac{xz}{x + 2z} = \frac{xy}{2x + 2y}$
Since $y = x$, substitute $y$ with $x$ on the right side:
$\frac{xz}{x + 2z} = \frac{x^2}{2x + 2x} = \frac{x^2}{4x} = \frac{x}{4}$
Divide by $x$ (since $x \neq 0$):
$\frac{z}{x + 2z} = \frac{1}{4} \implies 4z = x + 2z \implies 2z = x \implies z = \frac{x}{2}$
Step 5: Apply to the Constraint Equation.
Substitute $y = x$ and $z = x/2$ into the surface area equation $xy + 2xz + 2yz = 432$:
$x(x) + 2x\left(\frac{x}{2}\right) + 2x\left(\frac{x}{2}\right) = 432$
$x^2 + x^2 + x^2 = 432$
$3x^2 = 432 \implies x^2 = 144 \implies x = 12$ cm.

Find $y$ and $z$:
$y = x \implies y = 12$ cm.
$z = \frac{x}{2} \implies z = \frac{12}{2} = 6$ cm.
Step 6: Conclusion.
The dimensions of the open rectangular box for maximum capacity are:
Length = $12$ cm, Width = $12$ cm, Height = $6$ cm.
(Maximum Volume = $12 \times 12 \times 6 = 864$ cu.cm)