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Rouché–Capelli theorem

In linear algebra, the Rouché–Capelli theorem 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

rouché, capelli, theorem, confused, with, rouché, theorem, linear, algebra, determines, number, solutions, system, linear, equations, given, rank, augmented, matrix, coefficient, matrix, theorem, variously, known, english, speaking, countries, italy, brazil, k. Not to be confused with Rouche s theorem In linear algebra the Rouche Capelli theorem 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 Rouche Capelli theorem in English speaking countries Italy and Brazil Kronecker Capelli theorem in Austria Poland Romania Serbia and Russia Rouche Fontene theorem in France Rouche Frobenius theorem in Spain and many countries in Latin America Frobenius theorem in the Czech Republic and in Slovakia Contents 1 Formal statement 2 Example 3 See also 4 References 5 External linksFormal statement EditA 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 R n displaystyle mathbb R n of dimension n rank A In particular if n rank A the solution is unique otherwise there are infinitely many solutions Example EditConsider the system of equations x y 2z 3 x y z 1 2x 2y 2z 2 The coefficient matrix is A 1 1 2 1 1 1 2 2 2 displaystyle A begin bmatrix 1 amp 1 amp 2 1 amp 1 amp 1 2 amp 2 amp 2 end bmatrix and the augmented matrix is A B 1 1 2 3 1 1 1 1 2 2 2 2 displaystyle A B left begin array ccc c 1 amp 1 amp 2 amp 3 1 amp 1 amp 1 amp 1 2 amp 2 amp 2 amp 2 end array right 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 A 1 1 2 1 1 1 2 2 2 displaystyle A begin bmatrix 1 amp 1 amp 2 1 amp 1 amp 1 2 amp 2 amp 2 end bmatrix and the augmented matrix is A B 1 1 2 3 1 1 1 1 2 2 2 5 displaystyle A B left begin array ccc c 1 amp 1 amp 2 amp 3 1 amp 1 amp 1 amp 1 2 amp 2 amp 2 amp 5 end array right 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 EditCramer s rule Gaussian eliminationReferences Edit Shafarevich Igor R Remizov Alexey 2012 08 23 Linear Algebra and Geometry Springer Science amp Business Media p 56 ISBN 9783642309946 A Carpinteri 1997 Structural mechanics Taylor and Francis p 74 ISBN 0 419 19160 7 External links EditKronecker Capelli Theorem at Wikibooks Kronecker Capelli s Theorem youtube video with a proof Kronecker Capelli theorem in the Encyclopaedia of Mathematics Retrieved from https en wikipedia org w index php title Rouche Capelli theorem amp oldid 1122216474, wikipedia, wiki, book, books, library,

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