Math 2.0

Ordinary differential equations Proof

Proof that the matrix exponential solves a linear system

Builds on Matrix exponentialHomogeneous linear system with constant coefficientsInitial value problemThe exponential series has infinite radius of convergenceRadius of convergencePower series are differentiable inside the radius of convergenceProduct ruleLinearity of differentiationA function with zero derivative is constant

Proof

We differentiate the series entry by entry, and prove uniqueness with the factor e−tAe^{-tA}.

  1. Let c=nmax⁡i,j∣Aij∣c = n \max_{i, j} \abs{A_{ij}}. We claim ∣(Ak)ij∣≤ck\abs{(A^k)_{ij}} \le c^k for all i,ji, j and k≥0k \ge 0. For k=0k = 0, the entries of A0=IA^0 = I are 00 or 11.
  2. If the claim holds for kk, then ∣(Ak+1)ij∣=∣∑l(Ak)ilAlj∣≤n ckmax⁡l,j∣Alj∣=ck+1\abs{(A^{k+1})_{ij}} = \abs{\sum_l (A^k)_{il} A_{lj}} \le n\, c^k \max_{l, j} \abs{A_{lj}} = c^{k+1}. This proves the claim by induction.
  3. Entry (i,j)(i, j) of the matrix exponential etAe^{tA} is the power series φij(t)=∑k≥0(Ak)ij tk/k!\varphi_{ij}(t) = \sum_{k \ge 0} (A^k)_{ij}\, t^k / k!. By step 1, its terms are bounded in absolute value by (c∣t∣)k/k!(c \abs{t})^k / k!.
  4. The series ∑k(c∣t∣)k/k!\sum_k (c \abs{t})^k / k! converges for every tt. So φij\varphi_{ij} converges absolutely for every t∈ℝt \in \R, and its radius of convergence is ∞\infty.
  5. By termwise differentiation of power series, φij\varphi_{ij} is differentiable on ℝ\R with φij′(t)=∑k≥1(Ak)ij tk−1/(k−1)!=∑k≥0(Ak+1)ij tk/k!\varphi_{ij}'(t) = \sum_{k \ge 1} (A^k)_{ij}\, t^{k-1}/(k-1)! = \sum_{k \ge 0} (A^{k+1})_{ij}\, t^k / k!.
  6. We have (Ak+1)ij=∑lAil(Ak)lj=∑l(Ak)ilAlj(A^{k+1})_{ij} = \sum_l A_{il} (A^k)_{lj} = \sum_l (A^k)_{il} A_{lj}. Finite sums of convergent series may be summed termwise. So φij′=∑lAilφlj=∑lφilAlj\varphi_{ij}' = \sum_l A_{il} \varphi_{lj} = \sum_l \varphi_{il} A_{lj}.
  7. In matrix form, ddtetA=A etA=etAA\frac{d}{dt} e^{tA} = A\, e^{tA} = e^{tA} A for each t∈ℝt \in \R.
  8. Existence. Let x(t)=etAx0x(t) = e^{tA} x_0. Each entry of xx is a fixed combination of the φij\varphi_{ij}, so by step 7 x′(t)=AetAx0=Ax(t)x'(t) = A e^{tA} x_0 = A x(t).
  9. At t=0t = 0 only the term k=0k = 0 remains, so e0A=Ie^{0 A} = I and x(0)=x0x(0) = x_0. So xx solves the initial value problem for the system x′=Axx' = A x on ℝ\R.
  10. Since (−t)kAk=tk(−A)k(-t)^k A^k = t^k (-A)^k, we have e−tA=et(−A)e^{-tA} = e^{t(-A)}. Step 7 for the matrix −A-A gives ddte−tA=−Ae−tA=−e−tAA\frac{d}{dt} e^{-tA} = -A e^{-tA} = -e^{-tA} A.
  11. For differentiable matrix functions U,VU, V, the entrywise product rule and linearity of differentiation give (UV)′=U′V+UV′(U V)' = U' V + U V'.
  12. Let Z(t)=etAe−tAZ(t) = e^{tA} e^{-tA}. By steps 7, 10 and 11, Z′=AetAe−tA−etAAe−tAZ' = A e^{tA} e^{-tA} - e^{tA} A e^{-tA}. Since etAA=AetAe^{tA} A = A e^{tA}, this is 00.
  13. So each entry of ZZ is constant, and Z(t)=Z(0)=IZ(t) = Z(0) = I for all tt.
  14. Uniqueness. Let yy be any solution on ℝ\R with y(0)=x0y(0) = x_0, and let w(t)=e−tAy(t)w(t) = e^{-tA} y(t). By steps 10 and 11, w′=−e−tAAy+e−tAAy=0w' = -e^{-tA} A y + e^{-tA} A y = 0.
  15. So ww is constant, and w(t)=w(0)=y(0)=x0w(t) = w(0) = y(0) = x_0.
  16. By step 13, y(t)=etAe−tAy(t)=etAw(t)=etAx0y(t) = e^{tA} e^{-tA} y(t) = e^{tA} w(t) = e^{tA} x_0. So x(t)=etAx0x(t) = e^{tA} x_0 is the unique solution.

Idea

Each entry of etAe^{tA} is a power series in tt with infinite radius, so it can be differentiated term by term. This shifts AkA^k to Ak+1A^{k+1}, which is AetAA e^{tA}. For uniqueness, e−tAe^{-tA} undoes the flow: it turns any solution into a constant.

Reading path

To understand this page from the ground up, read these 236 pages in order. The foundations come first. The path takes the proofs Proof of the Cauchy–Hadamard theorem, Proof of the Weierstrass M-test, Proof of the limit of a sum of sequences, Proof of Rolle's theorem, Proof of the approximation property of the supremum, Proof that every sequence has a monotone subsequence, by peaks, Proof of the formula for the derivative of a polynomial, Proof of the commutativity of addition by induction, Proof of term-by-term differentiation, Proof of the epsilon-delta form of continuity, Proof of the power rule by induction, Proof that absolutely convergent series converge, Proof of the sum of a finite geometric series, Proof that convergent sequences are Cauchy, Proof that there is a natural number n with 1/n below any positive epsilon, Proof of the chain rule with an auxiliary difference quotient, Proof of the Cauchy criterion for series, Proof of the Cauchy criterion for sequences by the Bolzano–Weierstrass theorem, Proof that the exponential series has infinite radius of convergence, Proof that the reals form an ordered field, with the Cauchy sequence construction, Proof of the root test, Proof of the double negation law by a truth table, Proof that power series converge uniformly on smaller intervals inside the radius of convergence, Proof of the extreme value theorem by the Bolzano–Weierstrass theorem, Proof of the uniqueness of limits, Proof of strong induction from ordinary induction, Proof that power series are differentiable inside the radius of convergence, Proof of the limit of a product of sequences, Proof that uniform convergence of derivatives allows term-by-term differentiation, Proof that the absolute value is multiplicative, Proof of the squeeze theorem for sequences, Proof of Pascal's rule from the recursive definition, Proof of the linearity of differentiation, Proof of the sequential characterization of limits, Proof that Cauchy sequences are bounded, Proof of the triangle inequality for real numbers, Proof of the epsilon-N definition of the limit of a sequence, Proof of the comparison test, Proof of Fermat's theorem on stationary points, Proof that limits preserve non-strict inequalities, Proof of the factorial formula for binomial coefficients by induction, Proof of the binomial theorem by induction, Proof that exponentials dominate powers in sequences, by the ratio of consecutive terms, Proof that differentiable functions are continuous, Proof of the epsilon-delta form of the limit of a function, Proof of the well-ordering principle from strong induction, Proof of the Bolzano–Weierstrass theorem by a monotone subsequence, Proof of the Archimedean property in an Archimedean ordered field, Proof that a composition of continuous functions is continuous, Proof that a decreasing sequence bounded below converges, Proof of the term test, Proof that the reals are Archimedean from the completeness axiom, Proof of the ratio test, Proof that convergent sequences are bounded, Proof of the product rule, Proof of the monotone convergence theorem for sequences, Proof that continuity is equivalent to sequential continuity, Proof that a function with zero derivative on an open interval is constant, Proof of the boundedness theorem by Bolzano–Weierstrass, Proof of the ratio formula for the radius of convergence, Proof that a series of nonnegative terms converges iff its partial sums are bounded, Proof of the mean value theorem from Rolle's theorem, Proof of the constant multiple rule.

  1. Binomial coefficient definition
  2. Construction of the reals from Cauchy sequences concept
  3. Definition by recursion concept
  4. Differential equation concept
  5. Element definition
  6. Factorial definition
  7. Function concept
  8. Group concept
  9. Integers object
  10. Interval concept
  11. Limit point of a set definition
  12. Local maximum definition
  13. Mathematical induction concept
  14. Matrix definition
  15. Natural numbers object
  16. Ordered field definition
  17. Peano axioms concept
  18. Proposition concept
  19. Rational numbers object
  20. Real numbers object
  21. Sequence definition
  22. Set bounded above definition
  23. Proof of Pascal's rule from the recursive definition proof
  24. Set definition
  25. Ordinary differential equation definition
  26. Ring definition
  27. Ring of integers statement
  28. Limit of a function definition
  29. Local minimum definition
  30. Square matrix definition
  31. Archimedean ordered field definition
  32. Successor function definition
  33. Conjunction definition
  34. Disjunction definition
  35. Implication definition
  36. Negation definition
  37. Predicate definition
  38. The reals form a field statement
  39. Real sequence definition
  40. Subsequence definition
  41. Infimum definition
  42. Supremum definition
  43. Pascal's rule statement
  44. Ordered pair definition
  45. Order of a differential equation definition
  46. Commutative ring definition
  47. Continuity at a point definition
  48. Derivative definition
  49. One-sided limit definition
  50. Solution of an ordinary differential equation definition
  51. Matrix exponential definition
  52. Addition of natural numbers definition
  53. Biconditional definition
  54. The rationals form a field statement
  55. Proof of the Archimedean property in an Archimedean ordered field proof
  56. Truth table concept
  57. Modus ponens concept
  58. The successor function is injective statement
  59. Zero is not a successor statement
  60. Universal quantifier definition
  61. Bounded sequence definition
  62. Cauchy sequence definition
  63. Geometric sequence definition
  64. Limit of a sequence definition
  65. Monotone sequence definition
  66. Sequence tending to infinity definition
  67. Series definition
  68. Completeness axiom statement
  69. Cartesian product definition
  70. Proof of the factorial formula for binomial coefficients by induction proof
  71. Continuous function definition
  72. Linear differential equation of order n definition
  73. Initial value problem definition
  74. Differentiable function definition
  75. One-sided derivative definition
  76. Subset definition
  77. Archimedean property statement
  78. Proof of the commutativity of addition by induction proof
  79. Order on the natural numbers definition
  80. Propositional logic concept
  81. The rationals form an ordered field statement
  82. Mathematical proof concept
  83. Limit superior definition
  84. Proof of the sum of a finite geometric series proof
  85. Convergent sequence definition
  86. Pointwise convergence definition
  87. Sequential continuity definition
  88. The sequence r^n tends to infinity for r > 1 example
  89. Partial sum definition
  90. Power series definition
  91. Factorial formula for binomial coefficients statement
  92. System of linear differential equations definition
  93. Proof that a composition of continuous functions is continuous proof
  94. Binary relation definition
  95. Order on the reals definition
  96. Commutativity of addition statement
  97. Proof of strong induction from ordinary induction proof
  98. Tautology definition
  99. Uniform convergence definition
  100. Sum of a finite geometric series statement
  101. Radius of convergence definition
  102. Convergent series definition
  103. Proof of the binomial theorem by induction proof
  104. Homogeneous linear system with constant coefficients definition
  105. Antisymmetric relation definition
  106. Reflexive relation definition
  107. Transitive relation definition
  108. Interval definition
  109. Uniform convergence on a set definition
  110. Strong induction statement
  111. Logical equivalence definition
  112. Sum of a series definition
  113. Series of functions definition
  114. Absolute convergence definition
  115. Binomial theorem statement
  116. Preorder definition
  117. Proof of the epsilon-delta form of continuity proof
  118. Proof of the epsilon-delta form of the limit of a function proof
  119. Proof of the well-ordering principle from strong induction proof
  120. Proof of the double negation law by a truth table proof
  121. Partial order definition
  122. Epsilon-delta definition of continuity statement
  123. Epsilon-delta definition of a limit statement
  124. Double negation law statement
  125. Well-ordering principle statement
  126. Total order definition
  127. Composition of continuous functions is continuous statement
  128. Proof by contradiction concept
  129. Proof that every sequence has a monotone subsequence, by peaks proof
  130. Proof that the reals form an ordered field, with the Cauchy sequence construction proof
  131. Every sequence has a monotone subsequence statement
  132. The reals form an ordered field statement
  133. Absolute value definition
  134. Proof of the approximation property of the supremum proof
  135. Proof of the triangle inequality for real numbers proof
  136. Proof that the absolute value is multiplicative proof
  137. Proof of the epsilon-N definition of the limit of a sequence proof
  138. Approximation property of the supremum statement
  139. Triangle inequality statement
  140. Absolute value is multiplicative statement
  141. Epsilon-N definition of the limit of a sequence statement
  142. Proof that the reals are Archimedean from the completeness axiom proof
  143. Proof of the limit of a sum of sequences proof
  144. Proof of the squeeze theorem for sequences proof
  145. Proof of the uniqueness of limits proof
  146. Proof that limits preserve non-strict inequalities proof
  147. Proof that differentiable functions are continuous proof
  148. Proof that convergent sequences are bounded proof
  149. The reals are Archimedean statement
  150. Proof that convergent sequences are Cauchy proof
  151. The sequence 1/n tends to zero example
  152. Proof of the term test proof
  153. Proof that Cauchy sequences are bounded proof
  154. Proof of the monotone convergence theorem for sequences proof
  155. Differentiable functions are continuous statement
  156. Proof that there is a natural number n with 1/n below any positive epsilon proof
  157. Limit of a sum of sequences statement
  158. Uniqueness of limits statement
  159. Limits preserve non-strict inequalities statement
  160. Proof of the ratio formula for the radius of convergence proof
  161. Convergent sequences are bounded statement
  162. Squeeze theorem statement
  163. Convergent sequences are Cauchy statement
  164. Cauchy sequences are bounded statement
  165. Monotone convergence theorem for sequences statement
  166. Proof of the limit of a product of sequences proof
  167. There is a natural number n with 1/n below any positive epsilon statement
  168. Term test statement
  169. Proof that a series of nonnegative terms converges iff its partial sums are bounded proof
  170. Proof that a decreasing sequence bounded below converges proof
  171. The sequence r^n tends to zero for |r| < 1 example
  172. Proof of the sequential characterization of limits proof
  173. Decreasing sequence bounded below converges statement
  174. Proof that continuity is equivalent to sequential continuity proof
  175. Limit of a product of sequences statement
  176. Geometric series example
  177. A series of nonnegative terms converges iff its partial sums are bounded statement
  178. Continuity is equivalent to sequential continuity statement
  179. Sequential characterization of limits statement
  180. Proof of the root test proof
  181. Proof of the Cauchy–Hadamard theorem proof
  182. Proof that exponentials dominate powers in sequences, by the ratio of consecutive terms proof
  183. Proof of the ratio test proof
  184. Proof of the Bolzano–Weierstrass theorem by a monotone subsequence proof
  185. Proof of the comparison test proof
  186. Proof of the chain rule with an auxiliary difference quotient proof
  187. Proof of the product rule proof
  188. Proof of the linearity of differentiation proof
  189. Comparison test statement
  190. Bolzano–Weierstrass theorem statement
  191. Exponentials dominate powers in sequences statement
  192. Chain rule statement
  193. Product rule statement
  194. Linearity of differentiation statement
  195. Ratio test statement
  196. Root test statement
  197. Proof of the boundedness theorem by Bolzano–Weierstrass proof
  198. Proof of the Cauchy criterion for sequences by the Bolzano–Weierstrass theorem proof
  199. Proof of the constant multiple rule proof
  200. Proof of the power rule by induction proof
  201. Boundedness theorem statement
  202. Ratio formula for the radius of convergence statement
  203. Cauchy–Hadamard theorem statement
  204. Cauchy criterion for sequences statement
  205. Constant multiple rule statement
  206. Power rule statement
  207. Proof of the extreme value theorem by the Bolzano–Weierstrass theorem proof
  208. Uniformly Cauchy sequence of functions definition
  209. Proof of the Cauchy criterion for series proof
  210. Extreme value theorem statement
  211. Proof of the formula for the derivative of a polynomial proof
  212. Proof of Fermat's theorem on stationary points proof
  213. Cauchy criterion for series statement
  214. Derivative of a polynomial statement
  215. Proof that absolutely convergent series converge proof
  216. Fermat's theorem on stationary points statement
  217. Proof of Rolle's theorem proof
  218. Absolutely convergent series converge statement
  219. Rolle's theorem statement
  220. Proof of the Weierstrass M-test proof
  221. Proof of the mean value theorem from Rolle's theorem proof
  222. Weierstrass M-test statement
  223. Mean value theorem statement
  224. Proof that power series converge uniformly on smaller intervals inside the radius of convergence proof
  225. Proof that a function with zero derivative on an open interval is constant proof
  226. Proof that uniform convergence of derivatives allows term-by-term differentiation proof
  227. Power series converge uniformly on smaller discs inside the radius of convergence statement
  228. A function with zero derivative is constant statement
  229. Uniform convergence of derivatives allows term-by-term differentiation statement
  230. Proof that the exponential series has infinite radius of convergence proof
  231. The exponential series has infinite radius of convergence statement
  232. Proof of term-by-term differentiation proof
  233. Term-by-term differentiation statement
  234. Proof that power series are differentiable inside the radius of convergence proof
  235. Power series are differentiable inside the radius of convergence statement
  236. Proof that the matrix exponential solves a linear system proof

Where this leads

29 pages build on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Matrix_exponential, Linear differential equation systems
About this page
TagTYC5QRXRDW
URIm2://TYC5QRXRDW
Kindproof
WritingW0 stub
MSC34A30, 15A16
ProvesMatrix exponential as the solution of a linear system
UsesMatrix exponential, Homogeneous linear system with constant coefficients, Initial value problem, The exponential series has infinite radius of convergence, Radius of convergence, Power series are differentiable inside the radius of convergence, Product rule, Linearity of differentiation, A function with zero derivative is constant
Changed4 November 2026

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