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The exponential Fréchet derivative has an integral and block-matrix formula

Statement

Let Ω⊆C be open, f:Ω→C holomorphic, A∈Cn×n, n≥1, with σ(A)⊂Ω, and E∈Cn×n. The map A↦f(A) is real Fréchet differentiable at A, and Df(A)[E]=12πi∫Γf(z)(zI−A)−1E(zI−A)−1 dz for any admissible Cauchy cycle Γ from Jordan, contour, similarity, and normal-functional-calculus formulas agree. Consequently f ⁣((AE0A))=(f(A)Df(A)[E]0f(A)). For f(z)=ez, the same derivative also has the formula Dexp⁡(A)[E]=∫01e(1−t)AEetA dt.

Facts & Assumptions

Given: The domain, holomorphic function, matrices, and an admissible Cauchy cycle enclosing σ(A).

[F1]

The real Fréchet derivative on a complex matrix space is the real-linear first-order approximation in the Frobenius norm (The real Frechet derivative on real and complex matrix spaces with the Frobenius norm).

[F2]

The primary matrix function has the contour formula on every admissible cycle (Jordan, contour, similarity, and normal-functional-calculus formulas agree).

[F3]

The exponential power series converges absolutely in operator norm for bounded operators; finite-dimensional matrix spaces are Banach (Every finite-dimensional normed space is Banach, The exponential series of a bounded operator).

[F4]

The index of a cycle is locally constant away from its trace (The index of a cycle is locally constant off its trace and vanishes far from it).

Proof

1.1givenalgebra

For compatible matrices U,V, Cauchy–Schwarz applied to each entry gives ∣(UV)ij∣2≤(∑k∣uik∣2)(∑k∣vkj∣2). Summing over i,j proves ∥UV∥F≤∥U∥F∥V∥F. Use this submultiplicative Frobenius norm below.

1.2givenF2F4algebra

The cycle trace is compact and disjoint from σ(A), so R(z)=(zI−A)−1 is continuous and bounded on it. By [F4], each eigenvalue of A has an open neighborhood contained in Ω and disjoint from the trace on which the cycle index remains one (intersect the index neighborhood with Ω, which is open and contains that eigenvalue); the finite union of these neighborhoods is an open index-one region U1. Every sufficiently small H has σ(A+H)⊂U1: otherwise choose Hj→0 and λj∈σ(A+Hj)∖U1. Normalize corresponding eigenvectors to Euclidean norm one; Cauchy–Schwarz gives ∣λj∣≤∥A+Hj∥F, so a subsequence converges to some λ. Continuity of the determinant, a polynomial in the entries, gives det⁡(λI−A)=0, so λ∈σ(A)⊂U1. Since U1 is open, λj is eventually in U1, a contradiction.

2.1step 1.1step 1.2algebra

Put M=sup⁡z∈Γ∥R(z)∥F. If ∥H∥F<1/(2M), then ∥R(z)H∥F<1/2 uniformly. The Neumann expansion gives (zI−A−H)−1=R(z)+R(z)HR(z)+∑k≥2(R(z)H)kR(z), and its final sum is bounded uniformly by ∑k≥2Mk+1∥H∥Fk≤2M3∥H∥F2.

3.1F1F2step 1.2step 2.1algebra

Apply [F2] to A+H and A, whose spectra lie in U1 by step 1.2. Subtract the contour formulas and use the uniform expansion in step 2.1. The integral of its remainder is O(∥H∥F2) because Γ has finite length. Therefore f(A+H)−f(A)=12πi∫Γf(z)R(z)HR(z) dz+O(∥H∥F2), which is the real Fréchet derivative in [F1] and gives the stated derivative formula.

4.1F2step 3.1algebra

For A~=(AE0A), direct block multiplication gives (zI−A~)−1=(R(z)R(z)ER(z)0R(z)). The determinant of a block upper-triangular matrix is the product of the determinants of its diagonal blocks, so σ(A~)=σ(A) and the cycle has index one on this spectrum. Applying [F2] to A~ and reading its four blocks therefore gives the asserted block-function identity, with the upper-right block equal to the derivative integral from step 3.1.

5.1F3step 1.1step 3.1algebra∎

The terms linear in E in the absolutely convergent series for exp⁡(A+E) are ∑p,q≥0ApEAq/(p+q+1)!; terms containing at least two factors E are O(∥E∥F2) by the binomial bound, submultiplicativity from step 1.1, and absolute convergence [F3]. Indeed their norm sum is at most e∥A∥F(e∥E∥F−1−∥E∥F)=O(∥E∥F2). Thus this is also Dexp⁡(A)[E]. Expanding e(1−t)AEetA into its two uniformly absolutely convergent series and integrating termwise, the coefficient of ApEAq is 1p!q!∫01(1−t)ptq dt=1(p+q+1)!, where the integral identity follows by repeated integration by parts. Hence the time integral equals the same derivative series.

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