In
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
,
smooth function
In mathematical analysis, the smoothness of a function is a property measured by the number of continuous derivatives (''differentiability class)'' it has over its domain.
A function of class C^k is a function of smoothness at least ; t ...
s (also called infinitely
differentiable
In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non- vertical tangent line at each interior point in ...
functions) and
analytic function
In mathematics, an analytic function is a function that is locally given by a convergent power series. There exist both real analytic functions and complex analytic functions. Functions of each type are infinitely differentiable, but complex ...
s are two very important types of
functions. One can easily prove that any analytic function of a
real argument
An argument is a series of sentences, statements, or propositions some of which are called premises and one is the conclusion. The purpose of an argument is to give reasons for one's conclusion via justification, explanation, and/or persu ...
is smooth. The
converse is not true, as demonstrated with the
counterexample
A counterexample is any exception to a generalization. In logic a counterexample disproves the generalization, and does so rigorously in the fields of mathematics and philosophy. For example, the fact that "student John Smith is not lazy" is a c ...
below.
One of the most important applications of smooth functions with
compact support
In mathematics, the support of a real-valued function f is the subset of the function domain of elements that are not mapped to zero. If the domain of f is a topological space, then the support of f is instead defined as the smallest closed ...
is the construction of so-called
mollifiers, which are important in theories of
generalized functions, such as
Laurent Schwartz's theory of
distributions.
The existence of smooth but non-analytic functions represents one of the main differences between
differential geometry
Differential geometry is a Mathematics, mathematical discipline that studies the geometry of smooth shapes and smooth spaces, otherwise known as smooth manifolds. It uses the techniques of Calculus, single variable calculus, vector calculus, lin ...
and
analytic geometry
In mathematics, analytic geometry, also known as coordinate geometry or Cartesian geometry, is the study of geometry using a coordinate system. This contrasts with synthetic geometry.
Analytic geometry is used in physics and engineering, and als ...
. In terms of
sheaf theory, this difference can be stated as follows: the sheaf of differentiable functions on a
differentiable manifold
In mathematics, a differentiable manifold (also differential manifold) is a type of manifold that is locally similar enough to a vector space to allow one to apply calculus. Any manifold can be described by a collection of charts (atlas). One ...
is
fine
Fine may refer to:
Characters
* Fran Fine, the title character of ''The Nanny''
* Sylvia Fine (''The Nanny''), Fran's mother on ''The Nanny''
* Officer Fine, a character in ''Tales from the Crypt'', played by Vincent Spano
Legal terms
* Fine (p ...
, in contrast with the analytic case.
The functions below are generally used to build up
partitions of unity
In mathematics, a partition of unity on a topological space is a Set (mathematics), set of continuous function (topology), continuous functions from to the unit interval ,1such that for every point x\in X:
* there is a neighbourhood (mathem ...
on differentiable manifolds.
An example function
Definition of the function
Consider the function
:
defined for every
real number
In mathematics, a real number is a number that can be used to measure a continuous one- dimensional quantity such as a duration or temperature. Here, ''continuous'' means that pairs of values can have arbitrarily small differences. Every re ...
''x''.
The function is smooth
The function ''f'' has
continuous derivative
In mathematics, the derivative is a fundamental tool that quantifies the sensitivity to change of a function's output with respect to its input. The derivative of a function of a single variable at a chosen input value, when it exists, is t ...
s of all orders at every point ''x'' of the
real line
A number line is a graphical representation of a straight line that serves as spatial representation of numbers, usually graduated like a ruler with a particular origin (geometry), origin point representing the number zero and evenly spaced mark ...
. The formula for these derivatives is
:
where ''p
n''(''x'') is a
polynomial
In mathematics, a polynomial is a Expression (mathematics), mathematical expression consisting of indeterminate (variable), indeterminates (also called variable (mathematics), variables) and coefficients, that involves only the operations of addit ...
of
degree ''n'' − 1 given
recursively by ''p''
1(''x'') = 1 and
:
for any positive
integer
An integer is the number zero (0), a positive natural number (1, 2, 3, ...), or the negation of a positive natural number (−1, −2, −3, ...). The negations or additive inverses of the positive natural numbers are referred to as negative in ...
''n''. From this formula, it is not completely clear that the derivatives are continuous at 0; this follows from the
one-sided limit
:
for any
nonnegative integer ''m''.
By the
power series representation of the exponential function, we have for every
natural number
In mathematics, the natural numbers are the numbers 0, 1, 2, 3, and so on, possibly excluding 0. Some start counting with 0, defining the natural numbers as the non-negative integers , while others start with 1, defining them as the positive in ...
(including zero)
:
because all the positive terms for
are added. Therefore, dividing this inequality by
and taking the
limit from above,
:
We now prove the formula for the ''n''th derivative of ''f'' by
mathematical induction
Mathematical induction is a method for mathematical proof, proving that a statement P(n) is true for every natural number n, that is, that the infinitely many cases P(0), P(1), P(2), P(3), \dots all hold. This is done by first proving a ...
. Using the
chain rule
In calculus, the chain rule is a formula that expresses the derivative of the Function composition, composition of two differentiable functions and in terms of the derivatives of and . More precisely, if h=f\circ g is the function such that h ...
, the
reciprocal rule, and the fact that the derivative of the exponential function is again the exponential function, we see that the formula is correct for the first derivative of ''f'' for all ''x'' > 0 and that ''p''
1(''x'') is a polynomial of degree 0. Of course, the derivative of ''f'' is zero for ''x'' < 0.
It remains to show that the right-hand side derivative of ''f'' at ''x'' = 0 is zero. Using the above limit, we see that
:
The induction step from ''n'' to ''n'' + 1 is similar. For ''x'' > 0 we get for the derivative
:
where ''p''
''n''+1(''x'') is a polynomial of degree ''n'' = (''n'' + 1) − 1. Of course, the (''n'' + 1)st derivative of ''f'' is zero for ''x'' < 0. For the right-hand side derivative of ''f''
(''n'') at ''x'' = 0 we obtain with the above limit
:
The function is not analytic
As seen earlier, the function ''f'' is smooth, and all its derivatives at the
origin are 0. Therefore, the
Taylor series
In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor ser ...
of ''f'' at the origin converges everywhere to the
zero function
0 (zero) is a number representing an empty quantity. Adding (or subtracting) 0 to any number leaves that number unchanged; in mathematical terminology, 0 is the additive identity of the integers, rational numbers, real numbers, and compl ...
,
:
and so the Taylor series does not equal ''f''(''x'') for ''x'' > 0. Consequently, ''f'' is not
analytic at the origin.
Smooth transition functions
The function
:
has a strictly positive denominator everywhere on the real line, hence ''g'' is also smooth. Furthermore, ''g''(''x'') = 0 for ''x'' ≤ 0 and ''g''(''x'') = 1 for ''x'' ≥ 1, hence it provides a smooth transition from the level 0 to the level 1 in the
unit interval
In mathematics, the unit interval is the closed interval , that is, the set of all real numbers that are greater than or equal to 0 and less than or equal to 1. It is often denoted ' (capital letter ). In addition to its role in real analysi ...
0, 1">/nowiki>0, 1/nowiki>. To have the smooth transition in the real interval ''a'', ''b''">/nowiki>''a'', ''b''/nowiki> with ''a'' < ''b'', consider the function
:
For real numbers , the smooth function
:
equals 1 on the closed interval ''b'', ''c''">/nowiki>''b'', ''c''/nowiki> and vanishes outside the open interval (''a'', ''d''), hence it can serve as a bump function
In mathematical analysis, a bump function (also called a test function) is a function f : \Reals^n \to \Reals on a Euclidean space \Reals^n which is both smooth (in the sense of having continuous derivatives of all orders) and compactly supp ...
.
A smooth function that is nowhere real analytic
A more pathological example is an infinitely differentiable function which is not analytic ''at any point''. It can be constructed by means of a Fourier series
A Fourier series () is an Series expansion, expansion of a periodic function into a sum of trigonometric functions. The Fourier series is an example of a trigonometric series. By expressing a function as a sum of sines and cosines, many problems ...
as follows. Define for all
:
Since the series converges for all , this function is easily seen to be of class C∞, by a standard inductive application of the Weierstrass M-test to demonstrate uniform convergence of each series of derivatives.
We now show that is not analytic at any dyadic rational multiple of π, that is, at any with and . Since the sum of the first terms is analytic, we need only consider , the sum of the terms with . For all orders of derivation with , and we have
:
where we used the fact that for all , and we bounded the first sum from below by the term with . As a consequence, at any such
:
so that the radius of convergence of the Taylor series
In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor ser ...
of at is 0 by the Cauchy-Hadamard formula. Since the set of analyticity of a function is an open set, and since dyadic rationals are dense, we conclude that , and hence , is nowhere analytic in .
Application to Taylor series
For every sequence α0, α1, α2, . . . of real or complex number
In mathematics, a complex number is an element of a number system that extends the real numbers with a specific element denoted , called the imaginary unit and satisfying the equation i^= -1; every complex number can be expressed in the for ...
s, the following construction shows the existence of a smooth function ''F'' on the real line which has these numbers as derivatives at the origin. In particular, every sequence of numbers can appear as the coefficients of the Taylor series
In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor ser ...
of a smooth function. This result is known as Borel's lemma, after Émile Borel
Félix Édouard Justin Émile Borel (; 7 January 1871 – 3 February 1956) was a French people, French mathematician and politician. As a mathematician, he was known for his founding work in the areas of measure theory and probability.
Biograp ...
.
With the smooth transition function ''g'' as above, define
:
This function ''h'' is also smooth; it equals 1 on the closed interval −1,1">/nowiki>−1,1/nowiki> and vanishes outside the open interval (−2,2). Using ''h'', define for every natural number ''n'' (including zero) the smooth function
:
which agrees with the monomial
In mathematics, a monomial is, roughly speaking, a polynomial which has only one term. Two definitions of a monomial may be encountered:
# A monomial, also called a power product or primitive monomial, is a product of powers of variables with n ...
''xn'' on −1,1">/nowiki>−1,1/nowiki> and vanishes outside the interval (−2,2). Hence, the ''k''-th derivative of ''ψn'' at the origin satisfies
:
and the boundedness theorem implies that ''ψn'' and every derivative of ''ψn'' is bounded. Therefore, the constants
:
involving the supremum norm of ''ψn'' and its first ''n'' derivatives, are well-defined real numbers. Define the scaled functions
:
By repeated application of the chain rule
In calculus, the chain rule is a formula that expresses the derivative of the Function composition, composition of two differentiable functions and in terms of the derivatives of and . More precisely, if h=f\circ g is the function such that h ...
,
:
and, using the previous result for the ''k''-th derivative of ''ψn'' at zero,
:
It remains to show that the function
:
is well defined and can be differentiated term-by-term infinitely many times.[See e.g. Chapter V, Section 2, Theorem 2.8 and Corollary 2.9 about the differentiability of the limits of sequences of functions in ] To this end, observe that for every ''k''
:
where the remaining infinite series converges by the ratio test
In mathematics, the ratio test is a convergence tests, test (or "criterion") for the convergent series, convergence of a series (mathematics), series
:\sum_^\infty a_n,
where each term is a real number, real or complex number and is nonzero wh ...
.
Application to higher dimensions
For every radius ''r'' > 0,
:
with Euclidean norm
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces'' ...
, , ''x'', , defines a smooth function on ''n''-dimensional Euclidean space
Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces ...
with support in the ball
A ball is a round object (usually spherical, but sometimes ovoid) with several uses. It is used in ball games, where the play of the game follows the state of the ball as it is hit, kicked or thrown by players. Balls can also be used for s ...
of radius ''r'', but .
Complex analysis
This pathology cannot occur with differentiable functions of a complex variable rather than of a real variable. Indeed, all holomorphic functions are analytic, so that the failure of the function ''f'' defined in this article to be analytic in spite of its being infinitely differentiable is an indication of one of the most dramatic differences between real-variable and complex-variable analysis.
Note that although the function ''f'' has derivatives of all orders over the real line, the analytic continuation
In complex analysis, a branch of mathematics, analytic continuation is a technique to extend the domain of definition of a given analytic function. Analytic continuation often succeeds in defining further values of a function, for example in a ne ...
of ''f'' from the positive half-line ''x'' > 0 to the complex plane
In mathematics, the complex plane is the plane (geometry), plane formed by the complex numbers, with a Cartesian coordinate system such that the horizontal -axis, called the real axis, is formed by the real numbers, and the vertical -axis, call ...
, that is, the function
:
has an essential singularity at the origin, and hence is not even continuous, much less analytic. By the great Picard theorem, it attains every complex value (with the exception of zero) infinitely many times in every neighbourhood of the origin.
See also
* Bump function
In mathematical analysis, a bump function (also called a test function) is a function f : \Reals^n \to \Reals on a Euclidean space \Reals^n which is both smooth (in the sense of having continuous derivatives of all orders) and compactly supp ...
* Fabius function
* Flat function
* Mollifier
Notes
External links
* {{planetmath reference, urlname=InfinitelydifferentiableFunctionThatIsNotAnalytic, title=Infinitely-differentiable function that is not analytic
Smooth functions
Articles containing proofs