The matrices can be multiplied to get product matrix and also they demonstrate all other mathematical properties. The power of matrices is another mathematical property of matrix where matrix is raised to a power using an exponent. This brings another question, does the exponent laws applies to matrices or not ? what type of matrices qualifies to be raised to some power ? What about common mathematical identities that involve matrices and power of matrices.
Exponents or Power of a Number
Exponent or power is a number which tell us how many times a number should multiplied by itself. If represents a base and is its power, then its written as which means
Similarly, a square matrix and an integer is given, then power of is defined as product matrix obtained by multiplying by itself times.
Note that the matrix is
- a square matrix
- and is a product matrix of same order.
The exponents have their own algebra which is given as follows.
Basic Laws of Exponents
The basic laws of exponents applied to any real number and these are
We need to find out whether these laws applies to square matrices or not. Let us verify this claim with examples.
Example Proof #1
Suppose is a square matrix of order 2 x 2. Also, Therefore, both side of the equation is equal.
Example Proof #2
There is not concept of division in matrix, however, you can divide element of matrix by multiplying it with an inverse value which is same as dividing the element. Inverse of a matrix is covered in the next lesson.
If is a square matrix of order 2 x 2. Then Therefore, is not possible, but if is an invertible matrix then where is inverse of the matrix of same order and is called the identity matrix of same order.
Example Proof #3
The power of power of a matrix is a product matrix with exponents multiplied. If is a square matrix raised to power and is also raised to the power , then the resultant product matrix is of same order.
Let be a square matrix with order 2 x 2. Then, Also,
Example Proof #4
The product of defined matrices raised to power is equal to product of powers of individual matrices and raised to the power .
We can rewrite the equation as
But we know that is not commutative.
Why Only Square Matrix ?
Only square matrix is suitable for exponents or to be raised to some powers because of two reasons.
- Non-Square or Singular matrices are not defined. If is a non-square matrix of order then is not possible because where is row and is column of matrix .
- When we need to take inverse which is , the matrix must be a square. Singular matrices are not invertible.
Example Proof #5
Let be a non-square matrix with order . Let be an non-negative integer whose value is 2.
Let us try to obtain , then we observe that it is not possible. is undefined where and . This is because required for multiplication of matrices.
Therefore, a matrix cannot be raised to power unless it is a square matrix.
Example Proof #6
Another reason to use square matrix with power is to find inverse matrix. If is a matrix that is invertible and we wish to find the inverse matrix such that
The represents an identity matrix whose main diagonals are 1 and rest of the entries are 0. It is a square matrix. Therefore, and must be square matrices.
In the next section, we will explore whether matrices complies with common algebraic identities or not.
Common Algebraic Identities And Square Matrices
The standard algebraic identities are true for any value of variables. Instead of numbers, we will use square matrix to prove these identities holds for matrices too.
Order Of Multiplication
In matrix multiplication, the order of multiplication is very important because which is even true for square matrices.
If , then any one of the following is true.
- The matrix .
- Either or is identity matrix .
- Either or is zero or null matrix .
- The is inverse of or the matrix is inverse of .
Let us now verify the common algebraic identities with matrices as variables.
Example Proof #7
We check the following identity : .
Let and be square matrices of order 2 x 2. But , therefore, not possible.
Example Proof #8
We will verify the claim:
Let and be square matrix of order 2 x 2. We can write the right-hand side as But we know that , therefore, above identity is false.
Example Proof #9
We check the identity: .
Let and be square matrices of order 2 x 2. We multiply (A + B)^3, we get following results Since, we know that is not possible. Therefore, is also false.
Example Proof #10
We now verify the identity :
Let and be square matrices and single both are defined. We get following equation from $latex A^2B^2. We get Therefore, the identity is true because the order of multiplication is same.