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 .
- Let . We claim for all and . For , the entries of are or .
- If the claim holds for , then . This proves the claim by induction.
- Entry of the matrix exponential is the power series . By step 1, its terms are bounded in absolute value by .
- The series converges for every . So converges absolutely for every , and its radius of convergence is .
- By termwise differentiation of power series, is differentiable on with .
- We have . Finite sums of convergent series may be summed termwise. So .
- In matrix form, for each .
- Existence. Let . Each entry of is a fixed combination of the , so by step 7 .
- At only the term remains, so and . So solves the initial value problem for the system on .
- Since , we have . Step 7 for the matrix gives .
- For differentiable matrix functions , the entrywise product rule and linearity of differentiation give .
- Let . By steps 7, 10 and 11, . Since , this is .
- So each entry of is constant, and for all .
- Uniqueness. Let be any solution on with , and let . By steps 10 and 11, .
- So is constant, and .
- By step 13, . So is the unique solution.
Idea
Each entry of is a power series in with infinite radius, so it can be differentiated term by term. This shifts to , which is . For uniqueness, 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.
- Binomial coefficient definition
- Construction of the reals from Cauchy sequences concept
- Definition by recursion concept
- Differential equation concept
- Element definition
- Factorial definition
- Function concept
- Group concept
- Integers object
- Interval concept
- Limit point of a set definition
- Local maximum definition
- Mathematical induction concept
- Matrix definition
- Natural numbers object
- Ordered field definition
- Peano axioms concept
- Proposition concept
- Rational numbers object
- Real numbers object
- Sequence definition
- Set bounded above definition
- Proof of Pascal's rule from the recursive definition proof
- Set definition
- Ordinary differential equation definition
- Ring definition
- Ring of integers statement
- Limit of a function definition
- Local minimum definition
- Square matrix definition
- Archimedean ordered field definition
- Successor function definition
- Conjunction definition
- Disjunction definition
- Implication definition
- Negation definition
- Predicate definition
- The reals form a field statement
- Real sequence definition
- Subsequence definition
- Infimum definition
- Supremum definition
- Pascal's rule statement
- Ordered pair definition
- Order of a differential equation definition
- Commutative ring definition
- Continuity at a point definition
- Derivative definition
- One-sided limit definition
- Solution of an ordinary differential equation definition
- Matrix exponential definition
- Addition of natural numbers definition
- Biconditional definition
- The rationals form a field statement
- Proof of the Archimedean property in an Archimedean ordered field proof
- Truth table concept
- Modus ponens concept
- The successor function is injective statement
- Zero is not a successor statement
- Universal quantifier definition
- Bounded sequence definition
- Cauchy sequence definition
- Geometric sequence definition
- Limit of a sequence definition
- Monotone sequence definition
- Sequence tending to infinity definition
- Series definition
- Completeness axiom statement
- Cartesian product definition
- Proof of the factorial formula for binomial coefficients by induction proof
- Continuous function definition
- Linear differential equation of order n definition
- Initial value problem definition
- Differentiable function definition
- One-sided derivative definition
- Subset definition
- Archimedean property statement
- Proof of the commutativity of addition by induction proof
- Order on the natural numbers definition
- Propositional logic concept
- The rationals form an ordered field statement
- Mathematical proof concept
- Limit superior definition
- Proof of the sum of a finite geometric series proof
- Convergent sequence definition
- Pointwise convergence definition
- Sequential continuity definition
- The sequence r^n tends to infinity for r > 1 example
- Partial sum definition
- Power series definition
- Factorial formula for binomial coefficients statement
- System of linear differential equations definition
- Proof that a composition of continuous functions is continuous proof
- Binary relation definition
- Order on the reals definition
- Commutativity of addition statement
- Proof of strong induction from ordinary induction proof
- Tautology definition
- Uniform convergence definition
- Sum of a finite geometric series statement
- Radius of convergence definition
- Convergent series definition
- Proof of the binomial theorem by induction proof
- Homogeneous linear system with constant coefficients definition
- Antisymmetric relation definition
- Reflexive relation definition
- Transitive relation definition
- Interval definition
- Uniform convergence on a set definition
- Strong induction statement
- Logical equivalence definition
- Sum of a series definition
- Series of functions definition
- Absolute convergence definition
- Binomial theorem statement
- Preorder definition
- Proof of the epsilon-delta form of continuity proof
- Proof of the epsilon-delta form of the limit of a function proof
- Proof of the well-ordering principle from strong induction proof
- Proof of the double negation law by a truth table proof
- Partial order definition
- Epsilon-delta definition of continuity statement
- Epsilon-delta definition of a limit statement
- Double negation law statement
- Well-ordering principle statement
- Total order definition
- Composition of continuous functions is continuous statement
- Proof by contradiction concept
- Proof that every sequence has a monotone subsequence, by peaks proof
- Proof that the reals form an ordered field, with the Cauchy sequence construction proof
- Every sequence has a monotone subsequence statement
- The reals form an ordered field statement
- Absolute value definition
- Proof of the approximation property of the supremum proof
- Proof of the triangle inequality for real numbers proof
- Proof that the absolute value is multiplicative proof
- Proof of the epsilon-N definition of the limit of a sequence proof
- Approximation property of the supremum statement
- Triangle inequality statement
- Absolute value is multiplicative statement
- Epsilon-N definition of the limit of a sequence statement
- Proof that the reals are Archimedean from the completeness axiom proof
- Proof of the limit of a sum of sequences proof
- Proof of the squeeze theorem for sequences proof
- Proof of the uniqueness of limits proof
- Proof that limits preserve non-strict inequalities proof
- Proof that differentiable functions are continuous proof
- Proof that convergent sequences are bounded proof
- The reals are Archimedean statement
- Proof that convergent sequences are Cauchy proof
- The sequence 1/n tends to zero example
- Proof of the term test proof
- Proof that Cauchy sequences are bounded proof
- Proof of the monotone convergence theorem for sequences proof
- Differentiable functions are continuous statement
- Proof that there is a natural number n with 1/n below any positive epsilon proof
- Limit of a sum of sequences statement
- Uniqueness of limits statement
- Limits preserve non-strict inequalities statement
- Proof of the ratio formula for the radius of convergence proof
- Convergent sequences are bounded statement
- Squeeze theorem statement
- Convergent sequences are Cauchy statement
- Cauchy sequences are bounded statement
- Monotone convergence theorem for sequences statement
- Proof of the limit of a product of sequences proof
- There is a natural number n with 1/n below any positive epsilon statement
- Term test statement
- Proof that a series of nonnegative terms converges iff its partial sums are bounded proof
- Proof that a decreasing sequence bounded below converges proof
- The sequence r^n tends to zero for |r| < 1 example
- Proof of the sequential characterization of limits proof
- Decreasing sequence bounded below converges statement
- Proof that continuity is equivalent to sequential continuity proof
- Limit of a product of sequences statement
- Geometric series example
- A series of nonnegative terms converges iff its partial sums are bounded statement
- Continuity is equivalent to sequential continuity statement
- Sequential characterization of limits statement
- Proof of the root test proof
- Proof of the Cauchy–Hadamard theorem proof
- Proof that exponentials dominate powers in sequences, by the ratio of consecutive terms proof
- Proof of the ratio test proof
- Proof of the Bolzano–Weierstrass theorem by a monotone subsequence proof
- Proof of the comparison test proof
- Proof of the chain rule with an auxiliary difference quotient proof
- Proof of the product rule proof
- Proof of the linearity of differentiation proof
- Comparison test statement
- Bolzano–Weierstrass theorem statement
- Exponentials dominate powers in sequences statement
- Chain rule statement
- Product rule statement
- Linearity of differentiation statement
- Ratio test statement
- Root test statement
- Proof of the boundedness theorem by Bolzano–Weierstrass proof
- Proof of the Cauchy criterion for sequences by the Bolzano–Weierstrass theorem proof
- Proof of the constant multiple rule proof
- Proof of the power rule by induction proof
- Boundedness theorem statement
- Ratio formula for the radius of convergence statement
- Cauchy–Hadamard theorem statement
- Cauchy criterion for sequences statement
- Constant multiple rule statement
- Power rule statement
- Proof of the extreme value theorem by the Bolzano–Weierstrass theorem proof
- Uniformly Cauchy sequence of functions definition
- Proof of the Cauchy criterion for series proof
- Extreme value theorem statement
- Proof of the formula for the derivative of a polynomial proof
- Proof of Fermat's theorem on stationary points proof
- Cauchy criterion for series statement
- Derivative of a polynomial statement
- Proof that absolutely convergent series converge proof
- Fermat's theorem on stationary points statement
- Proof of Rolle's theorem proof
- Absolutely convergent series converge statement
- Rolle's theorem statement
- Proof of the Weierstrass M-test proof
- Proof of the mean value theorem from Rolle's theorem proof
- Weierstrass M-test statement
- Mean value theorem statement
- Proof that power series converge uniformly on smaller intervals inside the radius of convergence proof
- Proof that a function with zero derivative on an open interval is constant proof
- Proof that uniform convergence of derivatives allows term-by-term differentiation proof
- Power series converge uniformly on smaller discs inside the radius of convergence statement
- A function with zero derivative is constant statement
- Uniform convergence of derivatives allows term-by-term differentiation statement
- Proof that the exponential series has infinite radius of convergence proof
- The exponential series has infinite radius of convergence statement
- Proof of term-by-term differentiation proof
- Term-by-term differentiation statement
- Proof that power series are differentiable inside the radius of convergence proof
- Power series are differentiable inside the radius of convergence statement
- Proof that the matrix exponential solves a linear system proof
Where this leads
29 pages build on this one.
- Lotka–Volterra equations
- Linearisation at an equilibrium
- Hyperbolic equilibrium point
- Classification of equilibria of planar linear systems
- Variation of constants formula for linear systems
- Hartman–Grobman theorem
- Pendulum equation
- Stability of linear systems via eigenvalues
- Matrix exponential as the solution of a linear system
- Routh–Hurwitz theorem
- Discretization of linear systems
- Anharmonic oscillator
- Volterra's principle
- Melnikov method
- Euler's elastica
- Proof of the eigenvalue criteria for stability of linear systems via the Jordan normal form
- Inverted pendulum
- Furuta pendulum
- Routh–Hurwitz stability criterion
- Kharitonov's theorem
- Anharmonic oscillator
- Generalized Lotka–Volterra equation
- Duffing equation
- Kapitza's pendulum
- Liénard–Chipart criterion
- Spherical pendulum
- Van der Pol oscillator
- Gain scheduling
- Normal form
Further reading
- Web https://en.wikipedia.org/wiki/Matrix_exponential, Linear differential equation systems
About this page
| Tag | TYC5QRXRDW |
|---|---|
| URI | m2://TYC5QRXRDW |
| Kind | proof |
| Writing | W0 stub |
| MSC | 34A30, 15A16 |
| Proves | Matrix exponential as the solution of a linear system |
| Uses | Matrix 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 |
| Changed | 4 November 2026 |
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