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Hub AI
Logarithm of a matrix AI simulator
(@Logarithm of a matrix_simulator)
Hub AI
Logarithm of a matrix AI simulator
(@Logarithm of a matrix_simulator)
Logarithm of a matrix
In mathematics, a logarithm of a matrix is another matrix such that the matrix exponential of the latter matrix equals the original matrix. It is thus a generalization of the scalar logarithm and in some sense an inverse function of the matrix exponential. Not all matrices have a logarithm and those matrices that do have a logarithm may have more than one logarithm. The study of logarithms of matrices leads to Lie theory since when a matrix has a logarithm then it is in an element of a Lie group and the logarithm is the corresponding element of the vector space of the Lie algebra.
The exponential of a matrix A is defined by
Given a matrix B, another matrix A is said to be a matrix logarithm of B if eA = B.
Because the exponential function is not bijective for complex numbers (e.g. ), numbers can have multiple complex logarithms, and as a consequence of this, some matrices may have more than one logarithm, as explained below. If the matrix logarithm of exists and is unique, then it is written as in which case
If B is sufficiently close to the identity matrix, then a logarithm of B may be computed by means of the power series
which can be rewritten as
Specifically, if , then the preceding series converges and .
The rotations in the plane give a simple example. A rotation of angle α around the origin is represented by the 2×2-matrix
Logarithm of a matrix
In mathematics, a logarithm of a matrix is another matrix such that the matrix exponential of the latter matrix equals the original matrix. It is thus a generalization of the scalar logarithm and in some sense an inverse function of the matrix exponential. Not all matrices have a logarithm and those matrices that do have a logarithm may have more than one logarithm. The study of logarithms of matrices leads to Lie theory since when a matrix has a logarithm then it is in an element of a Lie group and the logarithm is the corresponding element of the vector space of the Lie algebra.
The exponential of a matrix A is defined by
Given a matrix B, another matrix A is said to be a matrix logarithm of B if eA = B.
Because the exponential function is not bijective for complex numbers (e.g. ), numbers can have multiple complex logarithms, and as a consequence of this, some matrices may have more than one logarithm, as explained below. If the matrix logarithm of exists and is unique, then it is written as in which case
If B is sufficiently close to the identity matrix, then a logarithm of B may be computed by means of the power series
which can be rewritten as
Specifically, if , then the preceding series converges and .
The rotations in the plane give a simple example. A rotation of angle α around the origin is represented by the 2×2-matrix
