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Matrix-order differentiation

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Matrix-order differentiation is an extension of the derivative operator to a matrix order.

In calculus, it is standard to take derivatives of an integer order. Fractional calculus extends the order of the derivative operator to real numbers or complex numbers. In matrix order differentiation, the order of the derivative is extended to matrices.

Matrix-order derivatives

Exponential function matrix-order derivative

Let A be a diagonalizable matrix. Then the matrix-order derivative of the eigenfunction ekx of matrix order A is

dAdxAekx=P[kλ100kλn]P1ekx

where k can be a complex number, P is the matrix whose columns consist of the eigenvectors of A, and λ1,...,λn are the eigenvalues of A.


Derivation of the exponential function matrix-order derivative

Observe that the n'th integer-order derivative of ekx is given by

dndxnekx=knekx

Allowing n to be a diagonalizable matrix A, we have

dAdxAekx=kAekx

We evaluate kA (a constant raised to a matrix power) by converting it into the form of a matrix exponential

dAdxAekx=eln(kA)ekx=eAln(k)ekx

Additional reading


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