TheoremBase

The Exponential Series of a Real Square Matrix: Convergence, a Norm Bound and the Exponential Map

For a real square matrix M, each entry series of the sum of Mk/kM^k/k! converges absolutely, the partial sums converge in the operator-norm distance to the matrix of entry sums, whose norm is at most exp of the norm of M, and the limit depends on M through a map.

Statement

In the setting of Euclidean Space and Real Matrices: Standing Notation, let n∈Nn\in\mathbb{N} and M∈Mn(R)M\in\mathcal{M}_{n}(\mathbb{R}). For k∈N0k\in\mathbb{N}_{0}, MkM^{k} is the power of Powers of a Square Matrix, and k!k! is the factorial of kk, read in R\mathbb{R}, where k!>0k!>0 by Natural Numbers and Factorials Read in the Reals: the Order Carries Over, One Is Least, and Factorials Are Positive, Recursive and Nondecreasing (iii); for k∈Nk\in\mathbb{N}, 1≤k1\le k by Natural Numbers Are the Successors in Omega: One Is Least and Not a Successor of a Natural Number, the Successor Is Injective, and N Is Closed under Addition and Multiplication (ii), and k−1∈N0k-1\in\mathbb{N}_{0} is the difference. Partial sums, convergence and sums of series and absolute convergence are as in Series of Real Numbers: Partial Sums, Convergence, the Sum and Absolute Convergence, and exp⁡\exp is the exponential function. For N∈NN\in\mathbb{N}, SN(M)S_{N}(M) is the finite sum, for the addition of Mn(R)\mathcal{M}_{n}(\mathbb{R}) (the summand map exists by (i)),

SN(M)=∑k=1N1(k−1)! Mk−1,also written∑k=0N−1Mkk!.S_{N}(M)=\sum_{k=1}^{N}\frac{1}{(k-1)!}\,M^{k-1},\qquad\text{also written}\qquad\sum_{k=0}^{N-1}\frac{M^{k}}{k!}.

For every N∈NN\in\mathbb{N}, there is exactly one map [N]→Mn(R)[N]\to\mathcal{M}_{n}(\mathbb{R}) whose value at every k∈[N]k\in[N] is 1(k−1)!Mk−1\frac{1}{(k-1)!}M^{k-1}, the map whose finite sum is SN(M)S_{N}(M); and there is exactly one map Mn(R)→Mn(R)\mathcal{M}_{n}(\mathbb{R})\to\mathcal{M}_{n}(\mathbb{R}) whose value at every X∈Mn(R)X\in\mathcal{M}_{n}(\mathbb{R}) is SN(X)S_{N}(X), that is, SN(M)S_{N}(M) for XX in place of MM. There is exactly one sequence in Mn(R)\mathcal{M}_{n}(\mathbb{R}) whose NN-th term is SN(M)S_{N}(M) for every N∈NN\in\mathbb{N}.

For all i,j∈[n]i,j\in[n], there is exactly one sequence in R\mathbb{R} whose kk-th term is (Mk−1)ij/(k−1)!(M^{k-1})_{ij}/(k-1)! for every k∈Nk\in\mathbb{N}, and its series

∑k=1∞(Mk−1)ij(k−1)!,also written∑k=0∞(Mk)ijk!,\sum_{k=1}^{\infty}\frac{(M^{k-1})_{ij}}{(k-1)!},\qquad\text{also written}\qquad\sum_{k=0}^{\infty}\frac{(M^{k})_{ij}}{k!},

converges absolutely, and in particular converges.

S1(M)=InS_{1}(M)=I_{n}, and SN+1(M)=SN(M)+1N!MNS_{N+1}(M)=S_{N}(M)+\frac{1}{N!}M^{N} for every N∈NN\in\mathbb{N}.

There is exactly one E∈Mn(R)E\in\mathcal{M}_{n}(\mathbb{R}) whose entry EijE_{ij} is the sum of the series of (ii) for all i,j∈[n]i,j\in[n], and the sequence (SN(M))N∈N(S_{N}(M))_{N\in\mathbb{N}} converges to EE in (Mn(R),dn)(\mathcal{M}_{n}(\mathbb{R}),d_{n}).

The matrix EE of (iv) satisfies ∥E∥≤exp⁡(∥M∥)\lVert E\rVert\le\exp(\lVert M\rVert).

There is exactly one map Mn(R)→Mn(R)\mathcal{M}_{n}(\mathbb{R})\to\mathcal{M}_{n}(\mathbb{R}) whose value at every X∈Mn(R)X\in\mathcal{M}_{n}(\mathbb{R}) is the matrix EE of (iv) for XX in place of MM.

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