Linear and multilinear algebra; matrix theory Proof
Proof that the exponential of a sum of commuting matrices is the product of the exponentials
Builds on Matrix exponentialBinomial theoremPower series of the exponential functionExponential of a sumAlgebra of limits
Proof
We compare partial sums and bound the difference with a matrix norm. The binomial theorem is where enters.
- For an matrix over , let . Then , and for .
- For matrices , each entry of satisfies . Multiplying by gives . By induction, for .
- Let . By the definition of the matrix exponential, each entry of tends to the matching entry of as .
- The finite sums with form a subring of the ring of matrices. It is commutative, because . So the binomial theorem applies: .
- Dividing by and summing over gives , where .
- Expanding the product gives .
- Let be the set of pairs with , and . By steps 5 and 6, .
- Let and . For , and are not both . Steps 1 and 2 then give . When or , the factor is simply left out.
- By steps 1, 7 and 8, .
- Let for real . Steps 5 to 7 hold for the commuting real numbers and too. So the right side of step 9 equals .
- By the power series of the exponential function, for each real . So the right side of step 9 tends to , which is by the exponential of a sum.
- By steps 1, 9 and 11, each entry of tends to .
- Entry of is , a finite sum of products. By step 3 and the algebra of limits, it tends to , the entry of .
- By step 3, entry of tends to entry of .
- By steps 7, 13 and 14, entry of tends to entry of . By step 12, this entry is .
- Hence .
Idea
Because and commute, expands by the binomial theorem, exactly as for numbers. Then the partial sums of and of differ only by the terms with . A submultiplicative norm bounds this tail by the same tail for the real numbers and , which tends to .
Reading path
To understand this page from the ground up, read these 242 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 of the exponential of a sum by the Cauchy product, Proof that a decreasing sequence bounded below converges, Proof of the term test, Proof that the exponential function is its own derivative, by term-by-term differentiation, Proof that the reals are Archimedean from the completeness axiom, Proof of the ratio test, Proof of the power series of the exponential function, 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 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 that the Cauchy product of absolutely convergent series converges absolutely to the product, Proof of the constant multiple rule.
- Binomial coefficient definition
- Construction of the reals from Cauchy sequences concept
- Definition by recursion concept
- Element definition
- Factorial definition
- Group concept
- Integers object
- 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
- 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
- Commutative ring definition
- Continuity at a point definition
- Derivative definition
- One-sided limit definition
- Matrix exponential definition
- Addition of natural numbers definition
- The rationals form a field statement
- Proof of the Archimedean property in an Archimedean ordered field proof
- Biconditional definition
- The successor function is injective statement
- Truth table concept
- Zero is not a successor statement
- Modus ponens concept
- 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
- 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
- The rationals form an ordered field statement
- Propositional logic concept
- Mathematical proof concept
- Limit superior definition
- Proof of the sum of a finite geometric series proof
- Algebra of limits concept
- Convergent sequence definition
- Pointwise convergence definition
- Sequential continuity definition
- The sequence r^n tends to infinity for r > 1 example
- Cauchy product definition
- Partial sum definition
- Power series definition
- Factorial formula for binomial coefficients statement
- Binary relation definition
- Proof that a composition of continuous functions is continuous proof
- Derivative function definition
- Order on the reals definition
- Commutativity of addition statement
- Proof of strong induction from ordinary induction proof
- Tautology definition
- Sum of a finite geometric series statement
- Uniform convergence definition
- Radius of convergence definition
- Convergent series definition
- Proof of the binomial theorem by induction proof
- Antisymmetric relation definition
- Reflexive relation definition
- Transitive relation definition
- Higher derivative definition
- Interval definition
- Strong induction statement
- Uniform convergence on a set definition
- Logical equivalence definition
- Sum of a series definition
- Series of functions definition
- Absolute convergence definition
- Binomial theorem statement
- Preorder definition
- Continuously differentiable function definition
- Proof of the epsilon-delta form of continuity proof
- Taylor polynomial definition
- 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
- Smooth function definition
- Epsilon-delta definition of continuity statement
- Epsilon-delta definition of a limit statement
- Well-ordering principle statement
- Double negation law statement
- Total order definition
- Composition of continuous functions is continuous statement
- Taylor series definition
- Proof by contradiction concept
- Proof that every sequence has a monotone subsequence, by peaks proof
- Maclaurin series definition
- 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 that Cauchy sequences are bounded proof
- Proof of the term test 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
- Convergent sequences are bounded statement
- Proof of the ratio formula for the radius of convergence proof
- 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
- Proof that the Cauchy product of absolutely convergent series converges absolutely to the product proof
- 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
- Cauchy product of absolutely convergent series 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 uniform convergence of derivatives allows term-by-term differentiation proof
- Power series converge uniformly on smaller discs inside the radius of convergence 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
- Exponential function definition
- Proof of the exponential of a sum by the Cauchy product proof
- Proof that power series are differentiable inside the radius of convergence proof
- Exponential of a sum statement
- Power series are differentiable inside the radius of convergence statement
- Proof that the exponential function is its own derivative, by term-by-term differentiation proof
- The exponential function is its own derivative statement
- Proof of the power series of the exponential function proof
- Power series of the exponential function statement
- Proof that the exponential of a sum of commuting matrices is the product of the exponentials proof
Where this leads
29 pages build on this one.
- Lotka–Volterra equations
- Exponential of a sum of commuting matrices
- Linearisation at an equilibrium
- Determinant of a matrix exponential
- Hyperbolic equilibrium point
- Classification of equilibria of planar linear systems
- Hartman–Grobman theorem
- Pendulum equation
- Stability of linear systems via eigenvalues
- Routh–Hurwitz theorem
- 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
- Proof that the determinant of a matrix exponential is the exponential of the trace
- Van der Pol oscillator
- Gain scheduling
- Normal form
Further reading
- Web https://en.wikipedia.org/wiki/Matrix_exponential, Elementary properties
About this page
| Tag | QZCDZB5R6N |
|---|---|
| URI | m2://QZCDZB5R6N |
| Kind | proof |
| Writing | W0 stub |
| MSC | 15A16 |
| Proves | Exponential of a sum of commuting matrices |
| Uses | Matrix exponential, Binomial theorem, Power series of the exponential function, Exponential of a sum, Algebra of limits |
| Changed | 4 November 2026 |
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