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In examinations, questions on matrices are considered very important. Most PYQs are based on definitions, basic operations, and special properties of matrices. To solve such questions, one must have a clear understanding of the fundamentals of matrices, their types, and standard results.
Question 1: Find the value of k such that the rank of
Question 2: Find the Inverse of the matrix
Question 3: If then find the eigenvalues of A -1.
Question 4: Determine if A is diagonalizable and, if so, find a diagonal matrix
Question 5: Find the characteristic equation of the matrix
Question 6: Solve the system of equations by the Gauss-Elimination Method: 4x - y = 3, 2x + y = 5
Question 7: Show that the matrix satisfies its own characteristic equation.
Question 8: Determine the null space of A and verify the Rank-Nullity Theorem.
Question 9: Solve the following equation by using Cramer's Rule: 2x + 3y = 7, 3x + 5y = 9
Question 10: Find the LU Decomposition of
Question 1: Find the eigen values .
Question 2: Solve the following question by gauss jordan method:
Question 3: Obtain the matrix A6 β25A 2 + 122A where .
Question 4: Verify Cayley- Hamilton for the matrix .
Question 5: Solve the following equations by using Cramerβs rule: x + 4 y + 3z = 2, 2x β 6 y + 6z = β3, 5x β 2 y + 3z = β5
Solution 1:
To find rank,
det(M1β)=2k+4.
- If k β β2 then detβ‘(M1) β 0. rank = 3.
- If k = β2, then detβ‘(M1) = 0
, det(M2) = 6 β 0.
so, rank = 3 for all values of k.
Solution 2:
det(A)=(3+2i)(3β2i) β (i)(βi).
= (3+2i)(3β2i)=9 β (2i)2 = 9 + 4= 13
(i)(βi) =β i2 = 1.
Therefore,
detβ‘(A)= 13 β 1 = 12.
Adjugate matrix
adjβ‘(A) =
Finding inverse
A -1 = 1/12
Simplifying :
A -1 =
Solution 3:
If π is an eigen values of A with eigenvectors v , then for A-1 :
Av = πu
A -1 v = 1/ π vso matrix A is upper triangular matrix, so eigen values are the diagonal elements:
Ξ»1 = 3, Ξ»2 = 2, Ξ»3 = 5
Eigenvalues of A-1
u1 = 1/3 , u2 = 1/2, u3 = 1/5
Solution 4:
We solve det(A - π) = 0
A - π =
So it is upper traingular matrix
Block 1: = det = ( 2 - Ξ») (-1 - Ξ»)
Block 2: = det = (-3 - Ξ»)(2 - Ξ»)
So characteristic polynomial:
( 2 - Ξ») (-1 - Ξ»)(-3 - Ξ»)(2 - Ξ»)
EigenValues:
Ξ»1 = 2, Ξ»2 = -1, Ξ»3 = -3
Solution 5:
The characteristic equation is
π 2 β s1π + s2 = 0
s1 = sum of the main diagonal element = 1 + 2 = 3
s2 = |A| = = 2
Characteristic equation is π2 2 β 3π + 2 = 0
Solution 6:
Write in augmented matrix form:
Elimination : R2 = R2 - 2R1
Back Subsitution :
y = 7/3 , x 5 - y /2 = 4 /3
so x = 4/3 and y = 7/3
Solution 7:
The characteristic equation of the given matrix is
|A - Ξ»I |= 0
A -Ξ»I = = (1 - Ξ»)(1 - Ξ») - (-2)(2) = Ξ»2 - 2Ξ» + 5
Hence, the characteristic equation is
Ξ»2 - 2Ξ» + 5 = 0
A2 - 2A + 5 = 0
A2 =
2A =
5I =
.
Solution 8:
- Solve Ax = 0β ββΉβ βx2 = 2x1
Null space: N(A) = span{(1,2)T} Nullity = 1.- Rows are dependent β Rank = 1.
- RankβNullity: 1 + 1 = 2 = number of columns.
Solution 9:
Determinats:
= 2(5) - 3(3) = 1
= 7(9) - 3(5) = 8
= 2(9) - 7(3) = -3
x = Dx/D = 8/1 = 8
y= Dy/D = -3/1 = -3
(x, y) = ( 8, -3)
Solution 10:
Let
From calculations:
Thus
\quad
Solution 1:
Characteristic polynomial:
Expanding along the first row:
= ( 8 - Ξ»)((7 - Ξ»)(3 - Ξ») -16) + 6 ((-6)(3 - Ξ») - (-8)) + 2(24 - (14 - 2Ξ»))
Simplifying the minors:
( 7 - Ξ»)(3 - Ξ») - 16 = Ξ»2 - 10Ξ» + 5
(- 6)(3 - Ξ») - (- 8) = 6Ξ» - 10
24 - (14 - 2Ξ») = (8 - Ξ»)(Ξ»2 - 10Ξ» + 5) + 6(6Ξ» - 10) + 2(10 + 2Ξ»)
Expand and combine terms:
(8βΞ»)(Ξ»2β10Ξ»+5) = βΞ»3 + 18Ξ»2 β 85Ξ» + 40 + 40Ξ» β 40
= βΞ»3+ 18Ξ»2 β 45Factor: βΞ»(Ξ»2 β 18Ξ» + 45)
Ξ»2 β 18Ξ» + 45=(Ξ»β3)(Ξ»β15)Hence eigenvalues: Ξ»=0,β3,β15.
Solution 2:
Step 1: Augmented matrix:
Step 2: Make the first pivot 1 R 1 βR1/10
R2β β R2 ββ 2R1β, R3 ββ R3 ββ R1β
R2β β 9.8R2ββ
R1β β R1β β 0.1R2β, R3β β R3β β 0.9R2β
Step 7: Eliminate third column in R1 and R2
R3β β 4.826/R3ββ
R1β βR1β β 0.0918R3 β, R2β β R2β β 0.0816R3β
x = 1, y = 1, z =1
Solution 3:
Find characteristic polynomial
detβ‘(AβΞ»I) = 0
A - Ξ» =
Compute the determinant:
detβ‘(AβΞ»I) = + 2
Compute first minor:
ββ= (1 β Ξ»)(3 β Ξ») β (0)(β1) = (1 β Ξ»)(3 β Ξ»)
Compute second minor:
= -2 + 1 - Ξ» = -1 - Ξ»
Now, determinant:
detβ‘(A β Ξ»I) = βΞ»(Ξ»2 β 4Ξ» + 3) β 2 β 2Ξ» =β Ξ»3 + 4Ξ»2 β 3Ξ» β 2 β 2Ξ» = βΞ»3 + 4Ξ»2 β 5Ξ» β 2
Multiply by -1 for simplicity:
Ξ»3 β 4Ξ»2 + 5Ξ» + 2 = 0
So the characteristic equation is:
Ξ»3 β 4Ξ»2 + 5Ξ» + 2=0
Characterstic Equation :
A3β 4A2 + 5A + 2I = 0β ββΉβ βA3 = 4A2 β 5A β2I= 0
A4 = Aβ A3 = A(4A2 β 5A β 2I) = 4A3 β5A2 β 2A = 4(4A2 β 5A β2I) β 5A2 β 2A = 11A2 β 22A β 8I
A6 = (A3)2 = (4A2 β 5A β 2I)2
Compute step by step:
16A4β 40A3+ 9A2 + 20A + 4I
Substitute A4 and A3:
16(11A2 β 22A β 8I) β 40(4A2 β 5A β 2I) + 9A2 + 20A + 4I
Simplify:
A6 = 25A2 β 132A β 44I
A6 β 25A2 + 122A = (25A2β 132A β44I) β 25A2 + 122A = β10Aβ44I
β10A β 44I =
Solution 4:
Characteristic equation: β£AβΞ»Iβ£ = 0
Ξ»3β S1Ξ»2 + S2Ξ» β S3 = 0
Where:
- S1 = sum of diagonal elements= 1+ 2 + 1 = 4
- S2 = sum of minors of leading diagonal elements.
Compute S2 :
- Minor of a11 = = 2.1 - 3.2 = 2 - 6 = -4
- Minor of a22 = = 1.1 -7.1 = 1 - 7 = -6
- Minor of a33 == 1.2 -3.4 = 2 -12 = -10β
S2 = β4 β 6 β 10= β20
S3 = = 1(2.1 β 3.2) β 3(4.1 β 3β.1) + 7(4.2 β 2.1) = 1(β4) β 3(1) + 7(6) = β4 β3 + 42 = 35
Ξ»3 β 4Ξ»2 β 20Ξ» β 35 = 0
By Cayley-Hamilton:
A3 β 4A2 β 20A β 35I = 0β β
A =
A2 = A . A
=
=
=
A3 - 4A2 - 20A - 35I = 0
35I =
Perform the subtraction element-wise:
A3 - 4A2 - 20A - 35I
Calculate each element:
Thus, we verify that:
A3 - 4A2 - 20A - 35I = 0
Solution 5:
Solve the system using Cramer's Rule:
Step 1: Write coefficient matrix and constants vector
\]
Step 2: Compute det(Ax)
Calculate minors:
M11 = (-6)(3) - (6)(-2) = -18 + 12 = - 6
M12 = 2(3) - 6(5) = 6 - 30 = - 24
M13 = 2(-2) - (-6)5 = -4 + 30 = 26
Substitute back:
det(A) = 1(-6) - 4(-24) + 3(26) = -6 + 96 + 78 = 168
\]
Calculate minors:
M11 = (-6)(3) - (6)(-2) = -18 + 12 = -6
M12 = (-3)(3) - 6(-5) = -9 + 30 = 21
M13 = (-3)(-2) - (-6)(-5) = 6 - 30 = -24
Substitute:
det(Ax) = 2(-6) - 4(21) + 3(-24) = -12 - 84 - 72 = -168
Calculate minors:
M11 = (-3)(3) - 6(-5) = -9 + 30 = 21
M12 = 2(3) - 6(5) = 6 - 30 = -24
M13 = 2(-5) - (-3)5 = -10 + 15 = 5
det(Ay) = 1(21) - 2(-24) + 3(5) = 21 + 48 + 15 = 34
det(Az) =
Calculate minors:
M11 = (-6)(-5) - (-3)(-2) = 30 - 6 = 24
M12= 2(-5) - (-3)5 = -10 + 15 = 5
M13 = 2(-2) - (-6)5 = -4 + 30 = 26
Substitute:
det(Az) = 1(24) - 4(5) + 2(26) = 24 -20 + 52 = 56
x = - 1, y = 1/2 , z = 1/3