For a periodic Hölder continuous function of Hölder exponent and Hölder seminorm at most , the degree- Fejér sum has the displayed supremum norm error bound. In the half-kernel normalization , use . Splitting the convolution error integral at gives the valid constant . At the endpoint this argument instead gives .
Periodicity and the Hölder condition give for . The positive normalized Fejér kernel therefore yields
The exponential-sum representation of the kernel bounds . Also for , so . Splitting at and using gives
Hence the Hölder error bound for Fejér summation is
The constant depends on the Hölder exponent and , but not on or beyond its Hölder seminorm bound.
Here is the one-parameter Kolmogorov continuity theorem. Suppose a real-valued stochastic process on satisfies, for some , and finite ,
Then it has a continuous modification of a stochastic process whose paths are Hölder continuous of every positive exponent . A modification means equality almost surely at each fixed time, not an a priori simultaneous equality at all times. Other compact time intervals follow by rescaling; the vector-valued version uses a norm in place of absolute value.
For the proof fix and use the dyadic grids . Let be the largest adjacent increment on this grid. The union bound and Markov inequality give
The right-hand side is summable. The Borel-Cantelli first lemma shows that, outside a null set, an almost-surely finite random constant can absorb the finitely many early grids so that
We now use dyadic increment chaining. For two distinct dyadic points , choose with . Approximate them from below by , for . Each refinement moves by zero or one grid step, while are at most two grid steps apart. The sequences eventually equal the original dyadic points. Telescoping gives
where a deterministic finite absorbs the geometric series and . Thus the sample function on the dense union of dyadic grids has a unique Hölder-continuous extension to . Define this extension to be on the probability-one event, and set it to zero on the exceptional null set.
For a fixed , take dyadic . The moment condition gives in probability, while the constructed extension gives almost surely. Uniqueness of a probability limit yields almost surely. This proves the required modification property. Performing the argument for a countable increasing sequence of exponents tending to gives one version with all smaller positive Hölder exponents, since its extensions agree on the dyadic points.
For Brownian motion, Gaussian increments give, for any integer ,
Use and . The theorem gives every exponent . For any , choose large enough. Intersect probability-one events over integer and compact intervals to obtain
The usual continuous Brownian version has the same property: its continuous paths agree with the constructed version on a countable dense set and hence everywhere, outside one null set. The Hölder constant depends on the compact interval. This is the precise local meaning of Brownian Hölder regularity; it is not a uniform Hölder bound on the entire unbounded time axis.
A sufficient set of assumptions is that is a densely defined closed operator on the Hilbert space , generating an analytic semigroup , and that for some . For an operator criterion, one may assume that is a sectorial operator of angle less than , with dense domain. The analytic semigroup then satisfies, on a fixed finite time interval,
The Hölder continuity assumption means . It supplies time regularity of the forcing, not spatial membership of in .
With initial datum , a classical solution of an abstract Cauchy problem means
with the evolution identity holding in at positive times and in . Equivalently, the positive-time domain continuity is in the graph norm. If the definition requires differentiability also at zero, assume additionally ; the proof below then gives .
The variation-of-constants formula gives the candidate
The integral is a Bochner integral. Boundedness of and continuity of make the expression continuous into , and its integral term tends to zero with . Thus it is a mild solution of an abstract Cauchy problem with the correct initial value. The issue is showing that its integral term lies in the domain of the unbounded linear operator .
Write . For , the truncated integral lies in . Subtract the current forcing before applying :
Here the last term follows by integrating away from zero; it does not assume that . The first integrand satisfies
Since in and the displayed images also converge, the closed operator property gives
This is the reason for the Hölder continuity assumption: the unsplit estimate would have the nonintegrable factor . Merely knowing that is continuous does not provide the integrable bound needed here. More generally, a modulus of continuity satisfying suffices for this argument; a positive Hölder exponent is a convenient sufficient hypothesis.
The formula also proves continuity of at positive times. On compact positive-time intervals, split the integral at a small : its short part is uniformly bounded by , while the remaining part is continuous by the strongly continuous semigroup property and ordinary dominated convergence. Together with analytic smoothing of , this makes continuous at positive times. The semigroup property gives
Because , division of this identity by after subtracting gives the continuous right derivative . The left derivative agrees by the same identity and continuity of . Thus , proving existence of the classical solution of an abstract Cauchy problem on the entire given finite interval, and in particular local existence.
For uniqueness, the difference of two such classical solutions of an abstract Cauchy problem satisfies and . For , differentiation of on gives zero, so . Letting yields . Finally, if , then , and the expression for tends to zero. Hence and the stronger time-zero regularity follows. The solution is unique; the forcing regularity controls the singularity in the differentiated integral.
Use the usual fractional Dirichlet domain scale: on , and . Its Sobolev embedding theorem gives
Such a positive exists precisely because the assumed is greater than . Consequently is continuous in time with values in this Hölder space on every compact positive-time interval. This embedding alone gives no two spatial derivatives for ; those must come from the equation.
First establish a bound that will also justify the nonlinear regularity steps. Put and
The constants and enclose both the initial data and the zero Dirichlet boundary data. Moreover and , so they are a supersolution and a subsolution for the parabolic comparison principle. A direct energy proof avoids assuming pointwise continuity at time zero. Let . This truncation has zero trace under the Sobolev trace operator; testing the evolution with and using integration by parts gives
For , the mean value theorem and imply . Therefore
The Gronwall inequality gives , since its initial L2 norm vanishes. For the initially rough datum, apply the inequality from and let , using in L2 space. The same argument for , which satisfies the same equation because is odd, proves
This is the invariant interval for a cubic reaction-diffusion equation; the energy calculation is valid by the Sobolev chain rule and approximation even before the stronger pointwise regularity is established.
Now fix and, if necessary, reduce the positive Hölder exponent . Rearranging the evolution gives the elliptic identity
Its right side is bounded on , because and . Boundary elliptic regularity first gives for every finite , uniformly on this time interval. For , the Sobolev embedding theorem makes spatially continuously differentiable, with a positive Hölder exponent. Thus lies in after reducing if necessary. The global Schauder estimate then gives .
These are continuous-in-time, not just separate-time, regularity statements. Since , the identity , initially an identity in L2 space, holds in once is known to belong to that space. Hence is locally Lipschitz in time into . Apply the global Schauder estimate to the difference of the two elliptic identities. Continuity of and of into proves .
To gain the spatial regularity of the time derivative itself, take time difference quotients of the evolution. If , their equations are
where
The coefficients have uniformly bounded spatial Hölder norms and temporal Hölder norms on compact positive-time cylinders: this follows from the spatial regularity just proved and the local time Lipschitz bound in . Also is uniformly bounded and tends to in . Positive-time parabolic Schauder estimates, applied away from the lower time edge, give uniform bounds for , with a slightly smaller exponent if needed. Passing to the limit proves that is continuous into and satisfies
The Dirichlet boundary condition for follows also by differentiating the identically zero boundary value in . Since was arbitrary, this proves the requested, genuinely stronger regularity:
This is positive-time smoothing for a semilinear heat equation; it is the extra parabolic step for , not just the Sobolev embedding theorem, that gives the topology asserted here.
Finally, a uniform bound excludes a finite maximal existence time for this semilinear partial differential equation. Restart at any positive time , using the heat semigroup on the Banach space with the supremum norm. Its variation-of-constants formula is
The heat semigroup is a contraction semigroup on . On the ball of radius , is Lipschitz with constant at most , and bounded by . Choose a time length so that the integral is at most and its Lipschitz constant is less than . The Banach fixed-point theorem then gives a local solution on , with independent of , because . If a finite maximal time existed, choosing less than before it would extend the same solution past it, a contradiction. Uniqueness identifies this continuation with the original solution, and positive-time smoothing restores the classical solution on each extended interval. The solution is globally defined and remains between and .