diagonalization

Thân thiện

A mathematician writes a diagonalization of a matrix on a whiteboard.

Definition

1. Noun:
   • The process of converting a square matrix into a diagonal matrix: In linear algebra, diagonalization is a specific operation where a square matrix is transformed so that all its non-zero entries are located on its main diagonal, with zeros elsewhere. This is typically achieved by finding a basis of eigenvectors.
   • The result or state of being diagonalized: The term can also refer to the diagonal form itself that is the outcome of this process.

Usage Examples

• Noun:
  • The diagonalization of the matrix simplified the system of equations enormously.
  • A key step in solving the differential equation was the diagonalization of the coefficient matrix.
  • Not all matrices are susceptible to diagonalization; some can only be put into Jordan form.

Advanced Usage

• "To perform diagonalization": To carry out the process of diagonalizing a matrix.
  • The software can perform diagonalization on large, sparse matrices efficiently.
• "Simultaneous diagonalization": A process where two or more matrices are diagonalized by the same similarity transformation.
  • The concept of simultaneous diagonalization is crucial in quantum mechanics for commuting observables.

Variants and Related Words

• Diagonalize (verb): To convert a matrix into diagonal form.
  • We need to diagonalize this operator to find its spectrum.
• Diagonal (adjective/noun): Relating to or forming a diagonal; a straight line joining two non-adjacent corners.
  • The diagonal elements of the new matrix are its eigenvalues.
• Diagonalisation (noun): British English spelling of 'diagonalization'.
  • The paper uses the spelling 'diagonalisation'.

Synonyms

• Transformation to diagonal form: A more descriptive phrase for the process.
• Spectral decomposition: A closely related concept for normal matrices, where diagonalization is achieved via a unitary transformation.

Related Phrases and Concepts

• "Diagonalization theorem": A fundamental theorem stating conditions under which a matrix can be diagonalized.
  • According to the diagonalization theorem, an n x n matrix is diagonalizable if it has n linearly independent eigenvectors.
• "Unitary diagonalization": Diagonalization performed using a unitary matrix, which is typical for normal matrices (e.g., Hermitian or symmetric matrices).
  • The unitary diagonalization of a Hermitian matrix guarantees a basis of orthonormal eigenvectors.

Học thuật

Noun

1. changing a square matrix to diagonal form (with all non-zero elements on the principal diagonal)
   • the diagonalization of a normal matrix by a unitary transformation

Từ đồng nghĩa

• diagonalisation