Consider the system of linear equations: Ax = b, where A is an n×n matrix, and x and b are n-dimensional column vectors. Suppose this system of equations has a unique solution. Which of the following statements is/are correct?
Correct Answer :
A−1 exists
rank(A) < rank([A|b]), where [A|b] denotes the augmented matrix
A−1 exists
The system Amx = b also has a unique solution for m = 1,2,3,...
rank(A) < rank([A|b]), where [A|b] denotes the augmented matrix
A−1 exists
The system Amx = b also has a unique solution for m = 1,2,3,...
rank(A) = rank(Am), for m = 1,2,3,...
Solution :
The correct statements are:
Step-by-Step Explanation:
We are given a system of n linear equations with n variables:
where A is an n×n square matrix, and x and b are n-dimensional column vectors. We are given that this system has a unique solution.
1. Analysis of the statement: A−1 exists
For a square matrix A, the system of equations Ax = b has a unique solution if and only if the matrix A is non-singular (invertible). If a matrix is invertible, its inverse matrix exists. Thus, the matrix A−1 exists.
This statement is correct.
2. Analysis of the statement: The system Amx = b also has a unique solution for m = 1,2,3,...
Since A is invertible, we know that the determinant of A is non-zero:
Using the properties of determinants, the determinant of Am for any positive integer m is:
Since det(A) ≠ 0, it follows that det(Am) ≠ 0 for all m = 1,2,3,... This means that the matrix Am is also invertible (its inverse is (A−1)m). Because Am is invertible, the system of equations Amx = b has a unique solution given by:
This statement is correct.
3. Analysis of the statement: rank(A) = rank(Am), for m = 1,2,3,...
For any invertible n×n matrix, its rank is equal to n (full rank). Since A is invertible, we have:
As established above, Am is also an invertible n×n matrix for any positive integer m. Therefore, its rank is also full:
Comparing the two ranks, we get rank(A) = rank(Am) = n for all m = 1,2,3,...
This statement is correct.
4. Analysis of the statement: rank(A) < rank([A|b]), where [A|b] denotes the augmented matrix
According to the Rouché-Capelli theorem, a system of linear equations Ax = b is consistent (possesses at least one solution) if and only if the rank of the coefficient matrix A is equal to the rank of the augmented matrix [A|b]. Since we are given that a unique solution exists, the system must be consistent, which implies:
Therefore, the inequality rank(A) < rank([A|b]) is false.
This statement is incorrect.
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