Non Singular Matrix
Non-singular matrix is a square whose determinant is not zero. The non-singular matrices are also invertible matrices. In this article we will explore non-singular matrix in detail along with the non-singular matrix definition, non-singular matrix examples. We will also discuss how to find a matrix is non-singular or not, properties of non-singular matrix and solve some examples related to non-singular matrix. Letβs start our learning on the topic βNon-Singular Matrixβ.
Table of Content
- What is Non-Singular Matrix?
- Properties of Non-Singular Matrix
- How to Identify Non-Singular Matrix
- Difference Between Singular and Non-Singular Matrix
- Solved Examples on Non-Singular Matrix
What is Non-Singular Matrix?
A non-singular matrix is a matrix with non-zero determinant. The matrices whose determinant is not equal to zero are known as non-singular matrices. The condition for a matrix to be non-singular is that the determinant of the matrix should be non-zero. The condition for a non-singular matrix can be mathematically represented as Det (Matrix) β 0 or |Matrix| β 0. The singular matrices have an inverse, so they are also called invertible matrices.
Non-Singular Matrix Definition
A square matrix whose determinant is non-zero is referred to as non-singular matrix. In other words, a square matrix with its determinant not equal to zero is called as non-singular matrix.
If |A| β 0 then, A is non-singular matrix
Non-Singular Matrix Example
Some examples of non-singular matrix are:
Example: Check the matrix C = [Tex]\begin{bmatrix} 5&6& 0\\ 4& 2 & 3\\ 1 & 10& 9 \end{bmatrix}[/Tex] is a non-singular matrix or not?
Solution:
First, we find determinant of C i.e., |C| = [Tex]\begin{vmatrix} 5&6& 0\\ 4& 2 & 3\\ 1 & 10& 9 \end{vmatrix}[/Tex]
|C| = 5 Γ [(2 Γ 9) β (3 Γ 10)] β 6 Γ [(9 Γ 4) β (3 Γ 1)] + 0 Γ [(4 Γ 10) β (2 Γ 1)]
|C| = 5 Γ [18 β 30] β 6 Γ [36 β 3] + 0
|C| = 5 Γ (-12) β 6 Γ (33)
|C| = -60 β 198
|C| = -258
Since, |C| is not equal to zero the given matrix C is a non-singular matrix.
Example: Check whether the matrix A = [Tex]\begin{bmatrix} 10 & 7\\ 4 & 2 \end{bmatrix}[/Tex] is singular or non-singular?
Solution:
First, we find the determinant of A i.e., |A| = [Tex]\begin{bmatrix} 10 & 7\\ 4 & 2 \end{bmatrix}[/Tex]
|A| = (2 Γ 10) β (7 Γ 4)
|A| = 20 β 28
|A| = -8
Since, |A| is not equal to zero the given matrix A is non-singular matrix.
Properties of Non-Singular Matrix
Some properties of non-singular matrix are listed below.
- The determinant is a non-zero value for the non-singular matrix.
- Non-singular matrix is a square matrix.
- Non-singular matrices are invertible as its determinant is not equal to zero.
- The multiplication of two non-singular matrices is also non-singular matrix.
- A matrix kP is non-singular matrix if P is non-singular matrix and k is constant.
How to Identify Non-Singular Matrix
The below are some steps to find the matrix is non-singular matrix or not.
- First, find the determinant of the given matrix.
- If the determinant is zero, the matrix is singular matrix.
- If the determinant is non-zero then, the matrix is non-singular matrix.
Difference Between Singular and Non-Singular Matrix
The below table represents the difference between singular and non-singular matrices.
Characteristics | Singular Matrix | Non-Singular Matrix |
---|---|---|
Definition | Singular matrix is a matrix whose determinant is zero. | Non-singular matrix is a matrix whose determinant is non-zero. |
Condition | |A| = 0 then, A is singular matrix. | |A| β 0 then, A is non-singular matrix. |
Invertible | Singular matrices are not invertible. | Non-singular matrices are invertible. |
Examples | Null or Zero matrix is an example of singular matrix. | Identity matrix is an example of non-singular matrix. |
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Solved Examples on Non-Singular Matrix
Example 1: Check whether the given matrix A = [Tex]\begin{bmatrix} 2 & 0\\ 5 & 9 \end{bmatrix}[/Tex] is a non-singular matrix or not?
Solution:
First, we find the determinant of A i.e., |A| = [Tex]\begin{vmatrix} 2 & 0\\ 5 & 9 \end{vmatrix}[/Tex]
|A| = (2 Γ 9) β (0 Γ 5)
|A| = 18 β 0
|A| = 18
Since, |A| is not equal to zero the given matrix A is non-singular matrix.
Example 2: Find whether the given matrix B = [Tex]\begin{bmatrix} 2 & 1\\ 8 & 4 \end{bmatrix}[/Tex] is a non-singular matrix or not?
Solution:
First, we find the determinant of B i.e., |B| = [Tex]\begin{vmatrix} 2 & 1\\ 8 & 4 \end{vmatrix}[/Tex]
|B| = (2 Γ 4) β (1 Γ 8)
|B| = 8 β 8
|B| = 0
Since, |B| is equal to zero the given matrix B is not a non-singular matrix.
Example 3: Determine the matrix P = [Tex]\begin{bmatrix} 1 & 5 & 3\\ 0 & 2& 1\\ 7 & 9 & 4 \end{bmatrix}[/Tex] is singular or non-singular?
Solution:
First, we find determinant of P i.e., |P| = [Tex]\begin{vmatrix} 1 & 5 & 3\\ 0 & 2& 1\\ 7 & 9 & 4 \end{vmatrix}[/Tex]
|P| = 1 Γ [(2 Γ 4) β (9 Γ 1)] β 5 Γ [(0 Γ 4) β (7 Γ 1)] + 3 Γ [(0 Γ 9) β (7 Γ 2)]
|P| = 1 Γ [8 β 9] β 5 Γ [0 β 7] + 3 Γ [0 β 14]
|P| = 1 Γ (-1) β 5 Γ (- 7) + 3 Γ (- 14)
|P| = -1 + 35 β 42
|P| = -7
Since, |P| is not equal to zero the given matrix P is a non-singular matrix.
Example 4: Determine the matrix Q = [Tex]\begin{bmatrix} 5 & 0 & -2\\ 1 & 3& 2\\ 2 & 6 & 4 \end{bmatrix}[/Tex] is singular or non-singular?
Solution:
First, we find determinant of Q i.e., |Q| = [Tex]\begin{vmatrix} 5 & 0 & -2\\ 1 & 3& 2\\ 2 & 6 & 4 \end{vmatrix}[/Tex]
|Q| = 5 Γ [(3 Γ 4) β (6 Γ 2)] β 0 Γ [(1 Γ 4) β (2 Γ 2)] + (-2) Γ [(1 Γ 6) β (3 Γ 2)]
|Q| = 5 Γ [12 β 12] β 0 Γ [4 β 4] + (-2) Γ [6 β 6]
|Q| = 5 Γ 0 β 0 β 2 Γ 0
|Q| = 0
Since, |Q| is equal to zero the given matrix Q is not a non-singular matrix.
Practice Questions on Non-Singular Matrix
Q1. Check whether the given matrix A = [Tex]\begin{bmatrix} 2 & 7 & 12\\ 4 & 6& 1\\ 3 & 0 & 5 \end{bmatrix}[/Tex] is a non-singular matrix or not?
Q2. Determine the matrix P = [Tex]\begin{bmatrix} 0 & 4\\ 7&1 \end{bmatrix}[/Tex] is singular or non-singular?
Q3. Check whether the given matrix A = [Tex]\begin{bmatrix} 2 & 1 & 3\\ 6 & 1& 1\\ -24 & -2 & 4 \end{bmatrix}[/Tex] is a non-singular matrix or not?
Q4. Determine the matrix P = [Tex]\begin{bmatrix} 2 & 3\\ 6& 9 \end{bmatrix}[/Tex] is singular or non-singular?
FAQs on Non-Singular Matrix
What is a 2Γ2 Non-Singular Matrix?
A 2Γ2 non-singular matrix is a 2Γ2 matrix with non-zero determinant.
How Do You if a Matrix is Singular or Not?
To know if a matrix is singular or non-singular we determine the determinant of the matrix. If determinant is zero matrix is singular otherwise the matrix is non-singular.
Is Identity Matrix a Non-Singular Matrix?
Yes, an identity matrix is a non-singular matrix as its determinant is non-zero.
What is Difference Between Singular and Non-singular Matrix?
The singular matrix is a matrix with its determinant zero whereas the non-singular matrix is a matrix with its determinant non-zero.
What is the Condition for Non-Singular Matrix?
The condition for non-singular matrix is |Matrix| β 0.
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