Matrices And Determinants - Consistency and Solution of Simultaneous Linear Equations (Lecture-04)

Eigen Value Problem

Let A be a square matrix of order n. If there exists a scalar λ and an non-zero vector such that AX= λX,λ is called an eigen value of A&X, an eigen vector of A.

The homogeneous system

(AλI)X=0 has non trivial solutions of |AλI|=0

which gives a polynomial of degree n. This equation is called the characteristic equation of A and its roots are eigen values.

Properties:
  • The sum of all eigen values = trace of A=I=1naii
  • Product of all eigen values =|A|
  • If A is singular, then one of the eigen values is zero
  • The eigen value of a null matrix is zero
  • The eigen value of a unit matrix is unity.
  • All the eigen values of a real orthogonal matrix have unit modulus i.e. |λ|=1

Cayley-Hamilton Theorem

Every square matrix A satisfies its characteristic equation |AλI|=0

Solution of a system of linear equation (matrix method)

Solution of the system a11x+a12y+a13z=b1

a21x+a22y+a23z=b2a31x+a32y+a33z=b3 is given 

by X=A1B where A=[a11a12a13a21a22a23a31a32a33],B=[b1b2b3]

If |A|0, the system is consistent and have unique solution.

If |A|=0, find (adjA)B.

If (adjA)B=0, the system has infinitely many solutions.

If (adj A) B0 the system is inconsistent and has no solution.

Echelon from of a matrix

A matrix A is said to be in echelon form if

i. The first non-zero element in each row is 1

ii. Every non-zero row in A precedes every zero row

iii. The number of zeroes before first non-zero element in 1st ,2nd ,3rd , rows should be in increasing order.

Rank of a matrix

A non zero matrix Amxn is said to have rank r if at least one of its rxr minors is nonzero while every (r+1) x(r+1) minor, if any, is zero. It is denoted as ρ(A)=r

Rank of a null matrix is zero.

Important results

ρ(A)=≤minm,n

ρ(In)=n

If A is nonsingular, ρ(A)=n otherwise ρ(A)<n.

Elementary operations do not change the rank of a matrix

Nullity of a matrix

For a square matrix of order n,nρ(A)=n(A) is called the nullity of A and is denoted by N(A)

Solution of a system by Rank method

Consider the non homogeneous system

[a11a12a13a21a22a23a31a32a33][xyz]=|b1b2b2|,AX=B

Let r be the rank of coefficient matrix and s be the rank of the augmented matrix

[AB]=[a11a12a13b1a21a22a23b2a31a32a33b3]

If r=s, the system is consistent (has one or more solutions)

If r=s=3, (no. of unknowns), then the system has unique solutions.

If r=s=2 (< the no. of unknowns), then the system is consistent and has infinitely many solutions.

If rs, the system is inconsistent (no solution)

Note: consider the system of planes

a1x+b1y+c1z=d1

a2x+b2y+c2z=d2

a3x+b3y+c3z=d3

Let r be the rank of coefficient matrix and s be the rank of the augmented matrix.

If r=3, s=3, the planes meet at a single point.

If r=2, s=2, the planes intersect along a single straight line

If r=2, s=3, the planes from a triangular prism

If r=1, s=2, the planes are parallel

If r=1, s=1, the planes are coincident.

Geometrical transformations (Rotation & Reflexions)

i. Reflection in x-axis.

Let P(x,y) be the reflection of P(x,y) on x-axis

then x=x&y=y

i.e. x=1.x+0.y

y=0.x+(1)y

i.e. [xy]=[1001][xy]

The matrix [1001] describes reflection of P(x,y) in the x-axis

ii. Reflection in the y-axis

Here x=x&y=y

i.e. x=(1)x+0y

y=0x+1y

[xy]=[1001][xy]

[1001] describes reflection of P(x,y) in the y-axis

iii. Reflection through the origin

x=(1)x+0y

y=0x+(1)y

[xy]=[1001][xy]

[1001] describes reflection of P(x,y) through the origin

iv. Reflection in the line y=x

x=0.x+1.y

y=1.x+0.y

[xy]=[0110][xy]

[0110] describes reflection of P(x,y) in the line y=x

v. Reflection in the line y=xtanθ( or y=mx)

x=xcos2θ+ysin2θ

y=xsin2θ+y(cos2θ)(O is the mid point of P&P)

[xy]=[cos2θsin2θsin2θcos2θ][xy]

[cos2θsin2θsin2θcos2θ]=[1m21+m22 m1+m22 m1+m2(1m2)1+m2] describe reflection of P(x,y) in the line

y=xtanα.( or y=mx)

vi. Rotation through an angle θ.

OP=OP=r

Let OP rotate through an angle θ in anticlockwise direction.

x=xcosθysinθ

y=xsinθ+ycosθ

[xy]=[cosθsinθsinθcosθ][xy]

[cosθsinθsinθcosθ] describes a rotation of a line segment through an angle θ.

Solved Examples:

1. If A=[100011024] and I=[100010001] and A1=16( A2cA+dI), then c and d are

(a) 6,11

(b) 6,11

(c) 6,11

(d) 6,11

Show Answer

Solution: The characteristic equation is |AλI|=0

|1λ0001λ1024λ|=0λ36λ2+11λ6=0

By Cayley’s Hamilton Theorem

A36 A2+11 A6I=0

A1 A36 A1 A2+11 A1 A=6 A1I

A26 A+11I=6 A1

c=6, d=11

Answer: b

2. If A=[1234], then A45 A3A24 AI=

(a) 0

(b) I

(c) A

(d) A+I

Show Answer

Solution: The characteristic equation is |1λ2 34λ|=0

λ25λ2=0A25 A2I=0A3=5 A2+2IAA4=5 A3+2IA2A45 A3A2=A2=5 A+2IA45 A3A24 AI=A+I

Answer: d

3. If A=[1321212], then A3=

(a) A4

(b) A8

(c) I4

(d) I8

Show Answer

Solution: The characteristic equation is

|1λ321212λ|=0λ2+λ2+14=0A2+A2+I4=0 gives A2=A2I4A3=A22A4=12(A2I4)A4

=A4+I8A4=I8

Answer: d

4. The number of values of k for which the system of equations (k+1)x+8y=4k,kx+(k+3)y=3k1 has infinitely many solutions

(a) 0

(b) 1

(c) 2

(d) Infinite

Show Answer

Solution: Δ=0|k+18 kk+3|=0 gives k24k+3=0

k=1,3

Now put k=34x+8y=12,3x+6y=8

x+2y=383

No solution

Hence k=1 gives infinite solutions

Answer: b

5. If the system of equations xkyz=0,kxyz=0 and x+yz=0 has a non-zero solution, then k=

(a) 0

(b) 1

(c) -1

(d) 2

Show Answer

Solution: |1k1k11111|=0

k21=0

gives k=±1

Answer: b, c

6. If the system of equations x+2ay+az=0,x+3by+bz=0 and x+4cy+cz=0 has a non-zero solution, then a,b,c are in

(a) AP

(b) GP

(c) HP

(d) none of these

Show Answer

Solution: |12aa13 b b14cc|=0

bc2a(cb)+a(4c3 b)=0 Gives 2ac=ab+bc

2b=1a+1c gives a,b,c in HP

Answer: c

7. The system of equations

αx+y+z=α1

x+αy+z=α1 has no solution if α=

x+y+αz=α1

(a) -2 or 1

(b) -2

(c) 1

(d) -1

Show Answer

Solution:

|α111α111α|=0α33α+2=0

(α1)2(α+2)=0

gives α=1,2

If α=1,x+y+z=0 gives infinite solutions

α=2

Answer: b

Exercise:

1. If c<1 and the system of equation x+y1=0,2xyc=0 and bx+3byc=0 is consistent, then the possible real values of b are

(a) b(3,34)

(b) b(32,4)

(c) b(34,3)

(d) none of these

Show Answer Answer: c

2. If a,b,c are in G.P with common ration r1 and α,β,γ are in G.P. with common ratio r2 and equations ax+αy+z=0,bx+βy+z=0,ax+γy+z=0 have only zero solution. Then which of the following is not true?

(a) r11

(b) r21

(c) r1r2

(d) none of these

Show Answer Answer: d

3. If f(x)=a+bx+cx2 and α,β,γ are roots of the equation x3=1, then |abcbcacab| is equal to

(a) f(α)+f(β)+f(γ)

(b) f(α)f(β)+f(β)f(γ)+f(γ)f(α)

(c) f(α)f(β)f(γ)

(d) f(α)f(β)f(γ)

Show Answer Answer: d

4. Let a,b&c be such that b(a+c)0. If

|aa+1a1bb+1b1cc1c+1|+|a+1b+1c1a1b1c+1(1)n+2a(1)n+1a(1)nc|=0, then the value of ’ n ’ is

(a) zero

(b) any even integer

(c) any odd integer

(d) any integer

Show Answer Answer: c

5. If a,b,c are the sides of ABC such that |a2 b2c2(a+1)2( b+1)2(c+1)2(a1)2( b1)2(c1)2|=0 then

(a) ABC is non-isosceles right angled triangle

(b) ABC is an equilateral triangle

(c) ABC is an acute angled triangle with no two angles being equal

(d) ABC is an isosceles triangle

Show Answer Answer: d

6. a1x+b1y+c1z+d1,=0,a2x+b2y+c2z+d2=0,a3x+b3y+c3z+d3=0 which represent planes P1, P2&P3 respectively. Let

A=[a1b1c1a2b2c2a3b3c3] and B=[a1b1c1d1a2b2c2d2a3b3c3d3] now match the entries form the following columns.

Column I Column II
a. If rank of A=rank of B=3, then P1,P1,P3 are p. coincident
b. If rank of A=2&rank of B=3, then P1,P1,P3 are q. are parallel
c. If rank of A=rank of B=2, then P1,P1,P3 are r. from a prism
d. If rank of A=rank of B=1, then P1,P1,P3 are s. intersect along a line
t. intersect in a unique point
Show Answer Answer: at;br;cs;dp

7. Let M be a 3×3 matrix satisfying M[0 1 0]=[123],M[110]=[111] and M[111]=[0012], then the sum of the diagonal entries of M is

(a) 9

(b) 7

(c) 0

(d) none of these

Show Answer Answer: a

8.* For all values of λ, the rank of the matrix A=[145λ88λ61+λ28λ+42λ+21]

(a) for λ=2,ρ(A)=1

(b) λ=1,ρ(A)=2

(c) for λ2,1,ρ(A)=3

(d) none of these

Show Answer Answer: a, b, c

9. Read the passage and answer the following questions.

If eA is defined as eA=I+A+A22!+A33!+

=12[f(x)g(x) g(x)f(x)] where A=[xx xx] and 0<x<1, then I is an identity function.

i. g(x)f(x)dx is equal to

(a) log(ex+ex)+C

(b) log(exex)+C

(c) log(e2x1)+C

(d) none of these

ii. (g(x)+1)sinxdx is equal to

(a) ex2(sinxcosx)+C

(b) e2x5(2sinxcosx)+C

(c) ex5(sin2xcos2x)+C

(d) none of these

iii. f(x)g(x)dx is equal to

(a) 12ex1cosec1(ex)+C

(b) 22exexsec1(ex)+C

(c) 12e2x1+sec1(ex)+C

(d) none of these

Show Answer Answer: (i) a (ii) b (iii) c

10. Consider three matrices A=[2141],B=[3423] and C=[3423]. Then the value of the sum tr(A)+tr(ABC2)+tr(A(BC)34)+tr(A(BC)38)+. is

(a) 6

(b) 9

(c) 12

(d) none of these

Show Answer Answer: a

11. If A=[221131122], then A37 A2+10 A=

(a) 5I+A

(b) 5IA

(c) A5I

(d) 6I

Show Answer Answer: b

12. If y=exp((sin2x+sin4x+sin6x+..)loge2) satisfies x217x+16=0, where 0<x<π2 and if 2sin2x1+cos2x=α,2sinxsinx+cosx=β,n=1(cotx)n=γ,n=1(cotx)2n=δ then the sum of all the elements of the matrix [3α3β4γ9δ] is

(a) a perfect square

(c) 16

(b) not a perfect square

(d) 15

Show Answer Answer: b

13. If x,y,z,wR satisfy the following equations.

x+y+z+w=1;x+2y+4z+8w=16,x+3y+9z+27w=81 and x+4y+16z+64w=256, then the pairs

which have H.C.F as 2 is

(a) |w|,|z|

(b) |w|,|y|

(c) |y|,|x|

(d) |z|,|x|

Show Answer Answer: c

14. If (αβ)(δβ)=γγγ such that α,β,δ,γ represent a number from 1 to 9 and are different digits and αβ,δβ are two digit numbers and γγγ is three digit number and the trace of the matrix A= [α1200β1100γ3110δ] is a, then a7=

(a) 21

(b) 7

(c) 3

(d) none of these

Show Answer Answer: c

15. Let A=[13/212],B=[4322] and Cr=[r3r2r0(r1)3r] be given three matrices, then the value of r=150tr((AB)rCr)=a.3b+3 then a+b25=

(a) 4

(b) 16

(c) 49

(d) none of these

Show Answer Answer: a