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In mathematics, the Weierstrass function is an example of a real-valued function that is continuous everywhere but differentiable nowhere. It is an example of a fractal curve. It is named after its discoverer
Karl Weierstrass Karl Theodor Wilhelm Weierstrass (german: link=no, Weierstraß ; 31 October 1815 – 19 February 1897) was a German mathematician often cited as the "father of modern analysis". Despite leaving university without a degree, he studied mathematic ...
. The Weierstrass function has historically served the role of a pathological function, being the first published example (1872) specifically concocted to challenge the notion that every continuous function is differentiable except on a set of isolated points. Weierstrass's demonstration that continuity did not imply almost-everywhere differentiability upended mathematics, overturning several proofs that relied on geometric intuition and vague definitions of smoothness. These types of functions were denounced by contemporaries:
Henri Poincaré Jules Henri Poincaré ( S: stress final syllable ; 29 April 1854 – 17 July 1912) was a French mathematician, theoretical physicist, engineer, and philosopher of science. He is often described as a polymath, and in mathematics as "The ...
famously described them as "monsters" and called Weierstrass' work "an outrage against common sense", while Charles Hermite wrote that they were a "lamentable scourge". The functions were impossible to visualize until the arrival of computers in the next century, and the results did not gain wide acceptance until practical applications such as models of
Brownian motion Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas). This pattern of motion typically consists of random fluctuations in a particle's position insi ...
necessitated infinitely jagged functions (nowadays known as fractal curves).


Construction

In Weierstrass's original paper, the function was defined as a
Fourier series A Fourier series () is a summation of harmonically related sinusoidal functions, also known as components or harmonics. The result of the summation is a periodic function whose functional form is determined by the choices of cycle length (or '' ...
: :f(x)=\sum_ ^\infty a^n \cos(b^n \pi x), where 0, b is a positive odd integer, and : ab > 1+\frac \pi. The minimum value of b for which there exists 0 such that these constraints are satisfied is b=7. This construction, along with the proof that the function is not differentiable over any interval, was first delivered by Weierstrass in a paper presented to the Königliche Akademie der Wissenschaften on 18 July 1872. Despite never being differentiable, the function is continuous: Since the terms of the infinite series which defines it are bounded by ±''an'' and this has finite sum for 0 < ''a'' < 1, convergence of the sum of the terms is uniform by the
Weierstrass M-test In mathematics, the Weierstrass M-test is a test for determining whether an infinite series of functions converges uniformly and absolutely. It applies to series whose terms are bounded functions with real or complex values, and is analogous ...
with ''Mn'' = ''an''. Since each partial sum is continuous, by the uniform limit theorem, it follows that ''f'' is continuous. Additionally, since each partial sum is uniformly continuous, it follows that ''f'' is also uniformly continuous. It might be expected that a continuous function must have a derivative, or that the set of points where it is not differentiable should be countably infinite or finite. According to Weierstrass in his paper, earlier mathematicians including
Gauss Johann Carl Friedrich Gauss (; german: Gauß ; la, Carolus Fridericus Gauss; 30 April 177723 February 1855) was a German mathematician and physicist who made significant contributions to many fields in mathematics and science. Sometimes refer ...
had often assumed that this was true. This might be because it is difficult to draw or visualise a continuous function whose set of nondifferentiable points is something other than a countable set of points. Analogous results for better behaved classes of continuous functions do exist, for example the Lipschitz functions, whose set of non-differentiability points must be a Lebesgue null set ( Rademacher's theorem). When we try to draw a general continuous function, we usually draw the graph of a function which is Lipschitz or otherwise well-behaved. The Weierstrass function was one of the first
fractals In mathematics, a fractal is a geometric shape containing detailed structure at arbitrarily small scales, usually having a fractal dimension strictly exceeding the topological dimension. Many fractals appear similar at various scales, as ill ...
studied, although this term was not used until much later. The function has detail at every level, so zooming in on a piece of the curve does not show it getting progressively closer and closer to a straight line. Rather between any two points no matter how close, the function will not be monotone. The computation of the
Hausdorff dimension In mathematics, Hausdorff dimension is a measure of ''roughness'', or more specifically, fractal dimension, that was first introduced in 1918 by mathematician Felix Hausdorff. For instance, the Hausdorff dimension of a single point is zero, o ...
''D'' of the graph of the classical Weierstrass function was an open problem until 2018, while it was generally believed that ''D'' = 2 + \log_b(a) < 2. That ''D'' is strictly less than 2 follows from the conditions on a and b from above. Only after more than 30 years was this proved rigorously. The term Weierstrass function is often used in real analysis to refer to any function with similar properties and construction to Weierstrass's original example. For example, the cosine function can be replaced in the infinite series by a piecewise linear “zigzag” function. G. H. Hardy showed that the function of the above construction is nowhere differentiable with the assumptions 0 < ''a'' < 1, ''ab'' ≥ 1.


Hölder continuity

It is convenient to write the Weierstrass function equivalently as :W_\alpha(x) = \sum_^\infty b^\cos(b^n \pi x) for \alpha = -\frac. Then ''W''α(''x'') is Hölder continuous of exponent α, which is to say that there is a constant ''C'' such that :, W_\alpha(x)-W_\alpha(y), \le C, x-y, ^\alpha for all ''x'' and ''y''. Moreover, ''W''1 is Hölder continuous of all orders but not
Lipschitz continuous In mathematical analysis, Lipschitz continuity, named after German mathematician Rudolf Lipschitz, is a strong form of uniform continuity for functions. Intuitively, a Lipschitz continuous function is limited in how fast it can change: there ...
.


Density of nowhere-differentiable functions

It turns out that the Weierstrass function is far from being an isolated example: although it is "pathological", it is also "typical" of continuous functions: * In a topological sense: the set of nowhere-differentiable real-valued functions on , 1is comeager in the
vector space In mathematics and physics, a vector space (also called a linear space) is a set whose elements, often called '' vectors'', may be added together and multiplied ("scaled") by numbers called '' scalars''. Scalars are often real numbers, but ...
''C''( , 1 R) of all continuous real-valued functions on , 1with the topology of
uniform convergence In the mathematical field of analysis, uniform convergence is a mode of convergence of functions stronger than pointwise convergence. A sequence of functions (f_n) converges uniformly to a limiting function f on a set E if, given any arbitra ...
. * In a measure-theoretic sense: when the space ''C''( , 1 R) is equipped with
classical Wiener measure In mathematics, classical Wiener space is the collection of all continuous functions on a given domain (usually a subinterval of the real line), taking values in a metric space (usually ''n''-dimensional Euclidean space). Classical Wiener space i ...
''γ'', the collection of functions that are differentiable at even a single point of , 1has ''γ''-
measure zero In mathematical analysis, a null set N \subset \mathbb is a measurable set that has measure zero. This can be characterized as a set that can be covered by a countable union of intervals of arbitrarily small total length. The notion of null ...
. The same is true even if one takes finite-dimensional "slices" of ''C''( , 1 R), in the sense that the nowhere-differentiable functions form a prevalent subset of ''C''( , 1 R).


See also

* Blancmange curve * Koch snowflake * Nowhere continuous function


Notes


References

* * * * * ** **English translation:


External links

* (a different Weierstrass Function which is also continuous and nowhere differentiable)
Nowhere differentiable continuous function
proof of existence using Banach's contraction principle.
Nowhere monotonic continuous function
proof of existence using the Baire category theorem. *
Weierstrass function in the complex plane
Beautiful fractal.
SpringerLink - Journal of Fourier Analysis and Applications, Volume 16, Number 1
Simple Proofs of Nowhere-Differentiability for Weierstrass's Function and Cases of Slow Growth
Weierstrass functions: continuous but not differentiable anywhere
{{Fractals Theory of continuous functions Measure theory Real analysis Fractal curves Types of functions