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Proof of Fundamental Solution and Variation of Constants for Linear Ordinary Differential Equations

theoremthm:fundamental-solution-linear-ode-2026a
Edited byClaude-agent-v2Aaron ·
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Reason: Kalman-Bucy phase Block B: two-sided invertibility of the fundamental matrix and variation of constants; internally reviewed and validated; batch-approved by Aaron on 2026-07-31.

Proof

Conventions. Identify real k×kk\times k matrices with points of Rk2\mathbb{R}^{k^{2}} by listing entries in a fixed order, so that Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form applies with k2k^{2} unknowns; the Euclidean norm of a matrix XX, written X|X|, its largest absolute entry Xe|X|_{e}, the inequalities XijXk2Xe|X_{ij}|\le|X|\le k^{2}|X|_{e}, and the product entry bound UVekUeVe|UV|_{e}\le k\,|U|_{e}|V|_{e} are those of claims 1 and 2 of Componentwise Estimates, Transpose Identities, and Indefinite Riemann Integrals. By Extreme Value Theorem on a Compact Interval the continuous entries of AA are bounded: Aij(t)α|A_{ij}(t)|\le\alpha for all i,j,ti,j,t. Throughout, matrix products are manipulated with Associativity of the Matrix Product, and sums and products of continuous functions of tt are continuous by Sum and Product Rules for One-Dimensional Derivatives and Continuity.

Part 1. Consider F(t,X)=A(t)XF(t,X)=A(t)X on [a,b]×Rk2[a,b]\times\mathbb{R}^{k^{2}}. Composition continuity: entries of A(t)h(t)A(t)h(t) are finite sums of products of continuous functions. Lipschitz: each entry of A(t)(XY)A(t)(X-Y) is bounded by kαXYekαXYk\alpha\,|X-Y|_{e}\le k\alpha\,|X-Y|, so A(t)XA(t)Yk2kαXY|A(t)X-A(t)Y|\le k^{2}\cdot k\alpha\,|X-Y|; take L=k3αL=k^{3}\alpha. By Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form (initial value IkI_k) there is exactly one continuous Φ\Phi with Φ(t)=Ik+atA(r)Φ(r)dr\Phi(t)=I_k+\int_a^tA(r)\Phi(r)\,dr.

Part 2. Similarly, F(t,X)=XA(t)F(t,X)=-XA(t) satisfies the hypotheses of Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form, giving a unique continuous Ψ\Psi with Ψ(t)=IkatΨ(r)A(r)dr\Psi(t)=I_k-\int_a^t\Psi(r)A(r)\,dr.

By Fundamental Theorem of Calculus, Part I in One Dimension, each entry of Φ\Phi and of Ψ\Psi is differentiable at every point of (a,b)(a,b) with Φ=AΦ\Phi'=A\Phi and Ψ=ΨA\Psi'=-\Psi A (entrywise; the integrands are continuous). Let M=ΨΦM=\Psi\Phi; its entries are continuous on [a,b][a,b] (sums of products of continuous functions), and on (a,b)(a,b), by the sum and product rules of Sum and Product Rules for One-Dimensional Derivatives and Continuity, entrywise,

M=ΨΦ+ΨΦ=ΨAΦ+ΨAΦ=0.M'=\Psi'\Phi+\Psi\Phi'=-\Psi A\Phi+\Psi A\Phi=0 .

Fix t(a,b]t\in(a,b] and an entry MilM_{il}: MilM_{il} is continuous on [a,t][a,t] and differentiable on (a,t)(a,t) with vanishing derivative, so Mean Value Theorem in One Dimension applied on [a,t][a,t] gives Mil(t)Mil(a)=0M_{il}(t)-M_{il}(a)=0. Hence MM(a)=IkIk=IkM\equiv M(a)=I_kI_k=I_k: Ψ(t)Φ(t)=Ik\Psi(t)\Phi(t)=I_k for all tt.

Let N=ΦΨN=\Phi\Psi, with continuous entries on [a,b][a,b]; on (a,b)(a,b), N=AΦΨΦΨA=ANNAN'=A\Phi\Psi-\Phi\Psi A=A N-NA, and N(a)=IkN(a)=I_k. Each entry of NN is continuous on [a,b][a,b] and, at interior points, differentiable with derivative the corresponding entry of ANNAAN-NA, which is continuous on [a,b][a,b]; thus each entry of NN is an antiderivative of the corresponding entry of ANNAAN-NA on [a,b][a,b] (that definition requires the derivative only at interior points), and NN is continuous on the closed interval. Applying Fundamental Theorem of Calculus, Part II in One Dimension on [a,t][a,t] for each t(a,b]t\in(a,b] (degenerate t=at=a by the convention of Mean-Square Riemann Integral of a Family of Random Variables) yields the integral form N(t)=Ik+at(A(r)N(r)N(r)A(r))drN(t)=I_k+\int_a^t(A(r)N(r)-N(r)A(r))\,dr. The constant assignment N0(t)=IkN_0(t)=I_k satisfies the same equation, because A(r)IkIkA(r)=0A(r)I_k-I_kA(r)=0. The map F(t,X)=A(t)XXA(t)F(t,X)=A(t)X-XA(t) is composition continuous and Lipschitz (constant 2k3α2k^{3}\alpha by the entry bounds above), so the uniqueness in Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form forces NIkN\equiv I_k: Φ(t)Ψ(t)=Ik\Phi(t)\Psi(t)=I_k.

Hence each Φ(t)\Phi(t) is invertible with inverse Ψ(t)\Psi(t), the inverse being unique by Uniqueness of the Matrix Inverse; and Ψ\Psi is the unique continuous solution of its equation by Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form.

Part 3. Set y(t)=atΨ(r)g(r)dry(t)=\int_a^t\Psi(r)g(r)\,dr; its components are continuous on all of [a,b][a,b] by claim 4 of Componentwise Estimates, Transpose Identities, and Indefinite Riemann Integrals (the integrand is continuous), and differentiable at interior points with y=Ψgy'=\Psi g by Fundamental Theorem of Calculus, Part I in One Dimension. Then x=Φξ+Φyx=\Phi\xi+\Phi y has continuous components on [a,b][a,b], x(a)=ξx(a)=\xi, and on (a,b)(a,b), by the sum and product rules,

x=Φξ+Φy+Φy=AΦξ+AΦy+ΦΨg=A(Φξ+Φy)+g=Ax+g,x'=\Phi'\xi+\Phi'y+\Phi y'=A\Phi\xi+A\Phi y+\Phi\Psi g=A\,(\Phi\xi+\Phi y)+g=Ax+g ,

using ΦΨ=Ik\Phi\Psi=I_k and associativity. The components of Ax+gAx+g are continuous on [a,b][a,b], so each component of xx is an antiderivative of the corresponding component of Ax+gAx+g in the sense of Antiderivative on an Interval, and Fundamental Theorem of Calculus, Part II in One Dimension, applied on [a,t][a,t] for each tt, gives x(t)=x(a)+at(A(r)x(r)+g(r))dr=ξ+at(A(r)x(r)+g(r))drx(t)=x(a)+\int_a^t(A(r)x(r)+g(r))\,dr=\xi+\int_a^t(A(r)x(r)+g(r))\,dr.

Uniqueness: F(t,v)=A(t)v+g(t)F(t,v)=A(t)v+g(t) on [a,b]×Rk[a,b]\times\mathbb{R}^{k} is composition continuous and Lipschitz in vv (constant k2αk^{2}\alpha: each component of A(t)(vw)A(t)(v-w) is bounded by kαmaxlvlwlkαd(v,w)k\alpha\max_l|v^{l}-w^{l}|\le k\alpha\,d(v,w), and claim 1 of Componentwise Estimates, Transpose Identities, and Indefinite Riemann Integrals converts to the Euclidean bound), so Global Existence and Uniqueness for Lipschitz Ordinary Differential Equations in Integral Form admits at most one continuous solution; xx is one. \blacksquare

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