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Rouché–Capelli theorem

From Wikipedia, the free encyclopedia

The RouchéCapelli theorem is a theorem in linear algebra that determines the number of solutions for a system of linear equations, given the rank of its augmented matrix and coefficient matrix. The theorem is variously known as the:

Formal statement

A system of linear equations with n variables has a solution if and only if the rank of its coefficient matrix A is equal to the rank of its augmented matrix [A|b].[1] If there are solutions, they form an affine subspace of of dimension n − rank(A). In particular:

  • if n = rank(A), the solution is unique,
  • otherwise there are infinitely many solutions.

Example

Consider the system of equations

x + y + 2z = 3,
x + y + z = 1,
2x + 2y + 2z = 2.

The coefficient matrix is

and the augmented matrix is

Since both of these have the same rank, namely 2, there exists at least one solution; and since their rank is less than the number of unknowns, the latter being 3, there are infinitely many solutions.

In contrast, consider the system

x + y + 2z = 3,
x + y + z = 1,
2x + 2y + 2z = 5.

The coefficient matrix is

and the augmented matrix is

In this example the coefficient matrix has rank 2, while the augmented matrix has rank 3; so this system of equations has no solution. Indeed, an increase in the number of linearly independent columns has made the system of equations inconsistent.

See also

References

  1. ^ Shafarevich, Igor R.; Remizov, Alexey (2012-08-23). Linear Algebra and Geometry. Springer Science & Business Media. p. 56. ISBN 9783642309946.
  • A. Carpinteri (1997). Structural mechanics. Taylor and Francis. p. 74. ISBN 0-419-19160-7.

External links

This page was last edited on 16 August 2020, at 13:43
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