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mathematical analysis Analysis is the branch of mathematics dealing with continuous functions, limits, and related theories, such as differentiation, integration, measure, infinite sequences, series, and analytic functions. These theories are usually studied ...
, a function of bounded variation, also known as ' function, is a
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
-valued function whose
total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
is bounded (finite): the
graph of a function In mathematics, the graph of a function f is the set of ordered pairs (x, y), where f(x) = y. In the common case where x and f(x) are real numbers, these pairs are Cartesian coordinates of points in two-dimensional space and thus form a subs ...
having this property is well behaved in a precise sense. For a
continuous function In mathematics, a continuous function is a function such that a continuous variation (that is a change without jump) of the argument induces a continuous variation of the value of the function. This means that there are no abrupt changes in val ...
of a single variable, being of bounded variation means that the
distance Distance is a numerical or occasionally qualitative measurement of how far apart objects or points are. In physics or everyday usage, distance may refer to a physical length or an estimation based on other criteria (e.g. "two counties over"). ...
along the direction of the -axis, neglecting the contribution of motion along -axis, traveled by a point moving along the graph has a finite value. For a continuous function of several variables, the meaning of the definition is the same, except for the fact that the continuous path to be considered cannot be the whole graph of the given function (which is a
hypersurface In geometry, a hypersurface is a generalization of the concepts of hyperplane, plane curve, and surface. A hypersurface is a manifold or an algebraic variety of dimension , which is embedded in an ambient space of dimension , generally a Euclidea ...
in this case), but can be every
intersection In mathematics, the intersection of two or more objects is another object consisting of everything that is contained in all of the objects simultaneously. For example, in Euclidean geometry, when two lines in a plane are not parallel, thei ...
of the graph itself with a
hyperplane In geometry, a hyperplane is a subspace whose dimension is one less than that of its '' ambient space''. For example, if a space is 3-dimensional then its hyperplanes are the 2-dimensional planes, while if the space is 2-dimensional, its hyper ...
(in the case of functions of two variables, a plane) parallel to a fixed -axis and to the -axis. Functions of bounded variation are precisely those with respect to which one may find
Riemann–Stieltjes integral In mathematics, the Riemann–Stieltjes integral is a generalization of the Riemann integral, named after Bernhard Riemann and Thomas Joannes Stieltjes. The definition of this integral was first published in 1894 by Stieltjes. It serves as an inst ...
s of all continuous functions. Another characterization states that the functions of bounded variation on a compact interval are exactly those which can be written as a difference , where both and are bounded
monotone Monotone refers to a sound, for example music or speech, that has a single unvaried tone. See: monophony. Monotone or monotonicity may also refer to: In economics *Monotone preferences, a property of a consumer's preference ordering. *Monotonic ...
. In particular, a BV function may have discontinuities, but at most countably many. In the case of several variables, a function defined on an
open subset In mathematics, open sets are a generalization of open intervals in the real line. In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that are suff ...
of \mathbb^n is said to have bounded variation if its distributional derivative is a vector-valued finite
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all Borel ...
. One of the most important aspects of functions of bounded variation is that they form an
algebra Algebra () is one of the broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathematics. Elementary ...
of discontinuous functions whose first derivative exists
almost everywhere In measure theory (a branch of mathematical analysis), a property holds almost everywhere if, in a technical sense, the set for which the property holds takes up nearly all possibilities. The notion of "almost everywhere" is a companion notion to ...
: due to this fact, they can and frequently are used to define
generalized solution In mathematics, a weak solution (also called a generalized solution) to an ordinary or partial differential equation is a function for which the derivatives may not all exist but which is nonetheless deemed to satisfy the equation in some precise ...
s of nonlinear problems involving
functional Functional may refer to: * Movements in architecture: ** Functionalism (architecture) ** Form follows function * Functional group, combination of atoms within molecules * Medical conditions without currently visible organic basis: ** Functional sy ...
s, ordinary and
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
s in
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
,
physics Physics is the natural science that studies matter, its fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge which ...
and
engineering Engineering is the use of scientific principles to design and build machines, structures, and other items, including bridges, tunnels, roads, vehicles, and buildings. The discipline of engineering encompasses a broad range of more speciali ...
. We have the following chains of inclusions for continuous functions over a closed, bounded interval of the real line: :
Continuously 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 ...
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 e ...
absolutely continuous In calculus, absolute continuity is a smoothness property of functions that is stronger than continuity and uniform continuity. The notion of absolute continuity allows one to obtain generalizations of the relationship between the two central ope ...
⊆ continuous and bounded variation ⊆
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 its ...
almost everywhere In measure theory (a branch of mathematical analysis), a property holds almost everywhere if, in a technical sense, the set for which the property holds takes up nearly all possibilities. The notion of "almost everywhere" is a companion notion to ...


History

According to Boris Golubov, ''BV'' functions of a single variable were first introduced by
Camille Jordan Marie Ennemond Camille Jordan (; 5 January 1838 – 22 January 1922) was a French mathematician, known both for his foundational work in group theory and for his influential ''Cours d'analyse''. Biography Jordan was born in Lyon and educated at ...
, in the paper dealing with the convergence of
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 '' ...
. The first successful step in the generalization of this concept to functions of several variables was due to
Leonida Tonelli Leonida Tonelli (19 April 1885 – 12 March 1946) was an Italian people, Italian mathematician, noted for creating Fubini's theorem#Tonelli's theorem for non-negative measurable functions, Tonelli's theorem, a variation of Fubini's theorem, and f ...
, who introduced a class of ''continuous'' ''BV'' functions in 1926 , to extend his direct method for finding solutions to problems in the
calculus of variations The calculus of variations (or Variational Calculus) is a field of mathematical analysis that uses variations, which are small changes in functions and functionals, to find maxima and minima of functionals: mappings from a set of functions t ...
in more than one variable. Ten years after, in ,
Lamberto Cesari Lamberto Cesari (23 September 1910 – 12 March 1990) was an Italian mathematician naturalized in the United States, known for his work on the theory of surface area, the theory of functions of bounded variation, the theory of optimal control a ...
''changed the continuity requirement'' in Tonelli's definition ''to a less restrictive integrability requirement'', obtaining for the first time the class of functions of bounded variation of several variables in its full generality: as Jordan did before him, he applied the concept to resolve of a problem concerning the convergence of Fourier series, but for functions of ''two variables''. After him, several authors applied ''BV'' functions to study
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 '' ...
in several variables,
geometric measure theory In mathematics, geometric measure theory (GMT) is the study of geometric properties of sets (typically in Euclidean space) through measure theory. It allows mathematicians to extend tools from differential geometry to a much larger class of surfa ...
, calculus of variations, and
mathematical physics Mathematical physics refers to the development of mathematical methods for application to problems in physics. The '' Journal of Mathematical Physics'' defines the field as "the application of mathematics to problems in physics and the developm ...
.
Renato Caccioppoli Renato Caccioppoli (; 20 January 1904 – 8 May 1959) was an Italian mathematician, known for his contributions to mathematical analysis, including the theory of functions of several complex variables, functional analysis, measure theory. Life a ...
and Ennio de Giorgi used them to define measure of nonsmooth
boundaries Boundary or Boundaries may refer to: * Border, in political geography Entertainment * ''Boundaries'' (2016 film), a 2016 Canadian film * ''Boundaries'' (2018 film), a 2018 American-Canadian road trip film *Boundary (cricket), the edge of the pla ...
of sets (see the entry "''
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
''" for further information).
Olga Arsenievna Oleinik Olga Arsenievna Oleinik (also as ''Oleĭnik'') HFRSE (russian: link=no, О́льга Арсе́ньевна Оле́йник) (2 July 1925 – 13 October 2001) was a Soviet mathematician who conducted pioneering work on the theory of partial diff ...
introduced her view of generalized solutions for
nonlinear In mathematics and science, a nonlinear system is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathematicians, and many oth ...
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
s as functions from the space ''BV'' in the paper , and was able to construct a generalized solution of bounded variation of a
first order In mathematics and other formal sciences, first-order or first order most often means either: * "linear" (a polynomial of degree at most one), as in first-order approximation and other calculus uses, where it is contrasted with "polynomials of hi ...
partial differential equation in the paper : few years later, Edward D. Conway and Joel A. Smoller applied ''BV''-functions to the study of a single nonlinear hyperbolic partial differential equation of first order in the paper , proving that the solution of the
Cauchy problem A Cauchy problem in mathematics asks for the solution of a partial differential equation that satisfies certain conditions that are given on a hypersurface in the domain. A Cauchy problem can be an initial value problem or a boundary value prob ...
for such equations is a function of bounded variation, provided the
initial value In multivariable calculus, an initial value problem (IVP) is an ordinary differential equation together with an initial condition which specifies the value of the unknown function at a given point in the domain. Modeling a system in physics or ot ...
belongs to the same class.
Aizik Isaakovich Vol'pert Aizik Isaakovich Vol'pert (russian: Айзик Исаакович Вольперт) (5 June 1923 – January 2006) (the family name is also transliterated as Volpert or WolpertSee .) was a Soviet and Israeli mathematician and chemical engineer w ...
developed extensively a calculus for ''BV'' functions: in the paper he proved the chain rule for BV functions and in the book he, jointly with his pupil Sergei Ivanovich Hudjaev, explored extensively the properties of ''BV'' functions and their application. His chain rule formula was later extended by
Luigi Ambrosio Luigi Ambrosio (born 27 January 1963) is a professor at Scuola Normale Superiore in Pisa, Italy. His main fields of research are the calculus of variations and geometric measure theory. Biography Ambrosio entered the Scuola Normale Superiore di ...
and Gianni Dal Maso in the paper .


Formal definition


''BV'' functions of one variable

The
total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
of a continuous
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
-valued (or more generally
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
-valued) function ''f'', defined on an interval 'a'', ''b''nbsp;⊂ ℝ is the quantity : V_a^b(f)=\sup_ \sum_^ , f(x_)-f(x_i) , . \, where the
supremum In mathematics, the infimum (abbreviated inf; plural infima) of a subset S of a partially ordered set P is a greatest element in P that is less than or equal to each element of S, if such an element exists. Consequently, the term ''greatest ...
is taken over the set \mathcal =\left\ of all
partitions Partition may refer to: Computing Hardware * Disk partitioning, the division of a hard disk drive * Memory partition, a subdivision of a computer's memory, usually for use by a single job Software * Partition (database), the division of ...
of the interval considered. If ''f'' is
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 its ...
and its derivative is Riemann-integrable, its total variation is the vertical component of the arc-length of its graph, that is to say, : V_a^b(f) = \int _a^b , f'(x), \,\mathrmx. A continuous real-valued function f on the
real line In elementary mathematics, a number line is a picture of a graduated straight line that serves as visual representation of the real numbers. Every point of a number line is assumed to correspond to a real number, and every real number to a po ...
is said to be of bounded variation (BV function) on a chosen interval 'a'', ''b''nbsp;⊂ ℝ if its total variation is finite, ''i.e.'' : f \in \text( ,b \iff V_a^b(f) < +\infty It can be proved that a real function ''ƒ'' is of bounded variation in ,b/math> if and only if it can be written as the difference ''ƒ'' = ''ƒ''1 − ''ƒ''2 of two non-decreasing functions on ,b/math>: this result is known as th
Jordan decomposition of a function
and it is related to the Jordan decomposition of a measure. Through the
Stieltjes integral Thomas Joannes Stieltjes (, 29 December 1856 – 31 December 1894) was a Dutch mathematician. He was a pioneer in the field of moment problems and contributed to the study of continued fractions. The Thomas Stieltjes Institute for Mathematics at ...
, any function of bounded variation on a closed interval 'a'', ''b''defines a
bounded linear functional In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector s ...
on ''C''( 'a'', ''b''. In this special case, the Riesz–Markov–Kakutani representation theorem states that every bounded linear functional arises uniquely in this way. The normalized positive functionals or
probability measure In mathematics, a probability measure is a real-valued function defined on a set of events in a probability space that satisfies measure properties such as ''countable additivity''. The difference between a probability measure and the more ge ...
s correspond to positive non-decreasing lower semicontinuous functions. This point of view has been important in
spectral theory In mathematics, spectral theory is an inclusive term for theories extending the eigenvector and eigenvalue theory of a single square matrix to a much broader theory of the structure of operators in a variety of mathematical spaces. It is a result ...
, in particular in its application to
ordinary differential equations In mathematics, an ordinary differential equation (ODE) is a differential equation whose unknown(s) consists of one (or more) function(s) of one variable and involves the derivatives of those functions. The term ''ordinary'' is used in contrast ...
.


''BV'' functions of several variables

Functions of bounded variation, BV functions, are functions whose distributional
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. ...
is a
finite Finite is the opposite of infinite. It may refer to: * Finite number (disambiguation) * Finite set, a set whose cardinality (number of elements) is some natural number * Finite verb, a verb form that has a subject, usually being inflected or marke ...
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all Borel ...
. More precisely: Let \Omega be an
open subset In mathematics, open sets are a generalization of open intervals in the real line. In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that are suff ...
of \mathbb^n. A function u belonging to L^1(\Omega) is said of bounded variation (BV function), and written : u\in BV(\Omega) if there exists a
finite Finite is the opposite of infinite. It may refer to: * Finite number (disambiguation) * Finite set, a set whose cardinality (number of elements) is some natural number * Finite verb, a verb form that has a subject, usually being inflected or marke ...
vector Vector most often refers to: *Euclidean vector, a quantity with a magnitude and a direction *Vector (epidemiology), an agent that carries and transmits an infectious pathogen into another living organism Vector may also refer to: Mathematic ...
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all Borel ...
Du\in\mathcal M(\Omega,\mathbb^n) such that the following equality holds : \int_\Omega u(x)\operatorname\boldsymbol(x)\,\mathrmx = - \int_\Omega \langle\boldsymbol, Du(x)\rangle \qquad \forall\boldsymbol\in C_c^1(\Omega,\mathbb^n) that is, u defines a
linear functional In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear map from a vector space to its field of scalars (often, the real numbers or the complex numbers). If is a vector space over a field , the ...
on the space C_c^1(\Omega,\mathbb^n) of
continuously 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 ...
vector functions \boldsymbol of
compact support In mathematics, the support of a real-valued function f is the subset of the function domain containing the elements which are not mapped to zero. If the domain of f is a topological space, then the support of f is instead defined as the smalle ...
contained in \Omega : the vector measure Du represents therefore the distributional or
weak Weak may refer to: Songs * "Weak" (AJR song), 2016 * "Weak" (Melanie C song), 2011 * "Weak" (SWV song), 1993 * "Weak" (Skunk Anansie song), 1995 * "Weak", a song by Seether from '' Seether: 2002-2013'' Television episodes * "Weak" (''Fear t ...
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gr ...
of u. ''BV'' can be defined equivalently in the following way. Given a function u belonging to L^1(\Omega), the total variation of uSee the entry "
Total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
" for further details and more information.
in \Omega is defined as : V(u,\Omega):=\sup\left\ where \Vert\;\Vert_ is the
essential supremum In mathematics, the concepts of essential infimum and essential supremum are related to the notions of infimum and supremum, but adapted to measure theory and functional analysis, where one often deals with statements that are not valid for ''all' ...
norm. Sometimes, especially in the theory of
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
s, the following notation is used :\int_\Omega\vert D u\vert = V(u,\Omega) in order to emphasize that V(u,\Omega) is the total variation of the distributional /
weak Weak may refer to: Songs * "Weak" (AJR song), 2016 * "Weak" (Melanie C song), 2011 * "Weak" (SWV song), 1993 * "Weak" (Skunk Anansie song), 1995 * "Weak", a song by Seether from '' Seether: 2002-2013'' Television episodes * "Weak" (''Fear t ...
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gr ...
of u. This notation reminds also that if u is of class C^1 (i.e. a
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
and
differentiable function 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 ...
having
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. ...
s) then its variation is exactly the
integral In mathematics, an integral assigns numbers to functions in a way that describes displacement, area, volume, and other concepts that arise by combining infinitesimal data. The process of finding integrals is called integration. Along with ...
of the
absolute value In mathematics, the absolute value or modulus of a real number x, is the non-negative value without regard to its sign. Namely, , x, =x if is a positive number, and , x, =-x if x is negative (in which case negating x makes -x positive), ...
of its
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gr ...
. The space of functions of bounded variation (BV functions) can then be defined as : BV(\Omega)=\ The two definitions are equivalent since if \scriptstyle V(u,\Omega)<+\infty then :\left, \int_\Omega u(x)\operatorname\boldsymbol(x) \, \mathrmx \right , \leq V(u,\Omega)\Vert\boldsymbol\Vert_ \qquad \forall \boldsymbol\in C_c^1(\Omega,\mathbb^n) therefore \displaystyle \boldsymbol\mapsto\,\int_\Omega u(x)\operatorname\boldsymbol(x) \, dx defines a
continuous linear functional In functional analysis and related areas of mathematics, a continuous linear operator or continuous linear mapping is a continuous linear transformation between topological vector spaces. An operator between two normed spaces is a bounded linear op ...
on the space \scriptstyle C_c^1(\Omega,\mathbb^n). Since \scriptstyle C_c^1(\Omega,\mathbb^n) \subset C^0(\Omega,\mathbb^n) as a
linear subspace In mathematics, and more specifically in linear algebra, a linear subspace, also known as a vector subspaceThe term ''linear subspace'' is sometimes used for referring to flats and affine subspaces. In the case of vector spaces over the reals, l ...
, this
continuous linear functional In functional analysis and related areas of mathematics, a continuous linear operator or continuous linear mapping is a continuous linear transformation between topological vector spaces. An operator between two normed spaces is a bounded linear op ...
can be extended continuously and
linearly Linearity is the property of a mathematical relationship (''function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear re ...
to the whole \scriptstyle C^0(\Omega,\mathbb^n) by the
Hahn–Banach theorem The Hahn–Banach theorem is a central tool in functional analysis. It allows the extension of bounded linear functionals defined on a subspace of some vector space to the whole space, and it also shows that there are "enough" continuous linear f ...
. Hence the continuous linear functional defines a
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all Borel ...
by the Riesz–Markov–Kakutani representation theorem.


Locally ''BV'' functions

If the
function space In mathematics, a function space is a set of functions between two fixed sets. Often, the domain and/or codomain will have additional structure which is inherited by the function space. For example, the set of functions from any set into a vect ...
of locally integrable functions, i.e. functions belonging to L^1_\text(\Omega), is considered in the preceding definitions , and instead of the one of globally integrable functions, then the function space defined is that of functions of locally bounded variation. Precisely, developing this idea for , a local variation is defined as follows, : V(u,U):=\sup\left\ for every
set Set, The Set, SET or SETS may refer to: Science, technology, and mathematics Mathematics *Set (mathematics), a collection of elements *Category of sets, the category whose objects and morphisms are sets and total functions, respectively Electro ...
U\in\mathcal_c(\Omega), having defined \mathcal_c(\Omega) as the set of all precompact
open subset In mathematics, open sets are a generalization of open intervals in the real line. In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that are suff ...
s of \Omega with respect to the standard
topology In mathematics, topology (from the Greek words , and ) is concerned with the properties of a geometric object that are preserved under continuous deformations, such as stretching, twisting, crumpling, and bending; that is, without closing ...
of
finite-dimensional In mathematics, the dimension of a vector space ''V'' is the cardinality (i.e., the number of vectors) of a basis of ''V'' over its base field. p. 44, §2.36 It is sometimes called Hamel dimension (after Georg Hamel) or algebraic dimension to d ...
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 can ...
s, and correspondingly the class of functions of locally bounded variation is defined as :BV_\text(\Omega)=\


Notation

There are basically two distinct conventions for the notation of spaces of functions of locally or globally bounded variation, and unfortunately they are quite similar: the first one, which is the one adopted in this entry, is used for example in references (partially), (partially), and is the following one * BV(\Omega) identifies the
space Space is the boundless three-dimensional extent in which objects and events have relative position and direction. In classical physics, physical space is often conceived in three linear dimensions, although modern physicists usually consi ...
of functions of globally bounded variation * BV_(\Omega) identifies the
space Space is the boundless three-dimensional extent in which objects and events have relative position and direction. In classical physics, physical space is often conceived in three linear dimensions, although modern physicists usually consi ...
of functions of locally bounded variation The second one, which is adopted in references and (partially), is the following: * \overline(\Omega) identifies the
space Space is the boundless three-dimensional extent in which objects and events have relative position and direction. In classical physics, physical space is often conceived in three linear dimensions, although modern physicists usually consi ...
of functions of globally bounded variation * BV(\Omega) identifies the
space Space is the boundless three-dimensional extent in which objects and events have relative position and direction. In classical physics, physical space is often conceived in three linear dimensions, although modern physicists usually consi ...
of functions of locally bounded variation


Basic properties

Only the properties common to functions of one variable and to functions of several variables will be considered in the following, and
proof Proof most often refers to: * Proof (truth), argument or sufficient evidence for the truth of a proposition * Alcohol proof, a measure of an alcoholic drink's strength Proof may also refer to: Mathematics and formal logic * Formal proof, a c ...
s will be carried on only for functions of several variables since the
proof Proof most often refers to: * Proof (truth), argument or sufficient evidence for the truth of a proposition * Alcohol proof, a measure of an alcoholic drink's strength Proof may also refer to: Mathematics and formal logic * Formal proof, a c ...
for the case of one variable is a straightforward adaptation of the several variables case: also, in each section it will be stated if the property is shared also by functions of locally bounded variation or not. References , and are extensively used.


''BV'' functions have only jump-type or removable discontinuities

In the case of one variable, the assertion is clear: for each point x_0 in the interval , bsubset\mathbb of definition of the function u, either one of the following two assertions is true : \lim_\!\!\!u(x) = \!\!\!\lim_\!\!\!u(x) : \lim_\!\!\!u(x) \neq \!\!\!\lim_\!\!\!u(x) while both
limits Limit or Limits may refer to: Arts and media * ''Limit'' (manga), a manga by Keiko Suenobu * ''Limit'' (film), a South Korean film * Limit (music), a way to characterize harmony * "Limit" (song), a 2016 single by Luna Sea * "Limits", a 2019 ...
exist and are finite. In the case of functions of several variables, there are some premises to understand: first of all, there is a continuum of directions along which it is possible to approach a given point x_0 belonging to the domain \Omega\mathbb^n. It is necessary to make precise a suitable concept of
limit Limit or Limits may refer to: Arts and media * ''Limit'' (manga), a manga by Keiko Suenobu * ''Limit'' (film), a South Korean film * Limit (music), a way to characterize harmony * "Limit" (song), a 2016 single by Luna Sea * "Limits", a 2019 ...
: choosing a
unit vector In mathematics, a unit vector in a normed vector space is a vector (often a spatial vector) of length 1. A unit vector is often denoted by a lowercase letter with a circumflex, or "hat", as in \hat (pronounced "v-hat"). The term ''direction v ...
\scriptstyle\in\mathbb^n it is possible to divide \Omega in two sets :\Omega_ = \Omega \cap \ \qquad \Omega_ = \Omega \cap \ Then for each point x_0 belonging to the domain \scriptstyle\Omega\in\mathbb^n of the ''BV'' function u, only one of the following two assertions is true : \lim_\!\!\!\!\!\!u(\boldsymbol) = \!\!\!\!\!\!\!\lim_\!\!\!\!\!\!\!u(\boldsymbol) : \lim_\!\!\!\!\!\!u(\boldsymbol) \neq \!\!\!\!\!\!\!\lim_\!\!\!\!\!\!\!u(\boldsymbol) or x_0 belongs to a
subset In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset of ...
of \Omega having zero n-1-dimensional
Hausdorff measure In mathematics, Hausdorff measure is a generalization of the traditional notions of area and volume to non-integer dimensions, specifically fractals and their Hausdorff dimensions. It is a type of outer measure, named for Felix Hausdorff, that ...
. The quantities :\lim_\!\!\!\!\!\!u(\boldsymbol)=u_(\boldsymbol_0) \qquad \lim_\!\!\!\!\!\!\!u(\boldsymbol)=u_(\boldsymbol_0) are called approximate limits of the ''BV'' function u at the point x_0.


''V''(·, Ω) is lower semi-continuous on ''L''1(Ω)

The
functional Functional may refer to: * Movements in architecture: ** Functionalism (architecture) ** Form follows function * Functional group, combination of atoms within molecules * Medical conditions without currently visible organic basis: ** Functional sy ...
\scriptstyle V(\cdot,\Omega):BV(\Omega)\rightarrow \mathbb^+ is
lower semi-continuous In mathematical analysis, semicontinuity (or semi-continuity) is a property of extended real-valued functions that is weaker than continuity. An extended real-valued function f is upper (respectively, lower) semicontinuous at a point x_0 if, ro ...
: to see this, choose a
Cauchy sequence In mathematics, a Cauchy sequence (; ), named after Augustin-Louis Cauchy, is a sequence whose elements become arbitrarily close to each other as the sequence progresses. More precisely, given any small positive distance, all but a finite numbe ...
of ''BV''-functions \scriptstyle\_ converging to \scriptstyle u\in L^1_\text(\Omega). Then, since all the functions of the sequence and their limit function are
integrable In mathematics, integrability is a property of certain dynamical systems. While there are several distinct formal definitions, informally speaking, an integrable system is a dynamical system with sufficiently many conserved quantities, or first ...
and by the definition of lower limit :\liminf_V(u_n,\Omega) \geq \liminf_ \int_\Omega u_n(x)\operatorname\, \boldsymbol\, \mathrmx \geq \int_\Omega \lim_ u_n(x)\operatorname\, \boldsymbol\, \mathrmx = \int_\Omega u(x)\operatorname\boldsymbol\, \mathrmx \qquad\forall\boldsymbol\in C_c^1(\Omega,\mathbb^n),\quad\Vert\boldsymbol\Vert_\leq 1 Now considering the
supremum In mathematics, the infimum (abbreviated inf; plural infima) of a subset S of a partially ordered set P is a greatest element in P that is less than or equal to each element of S, if such an element exists. Consequently, the term ''greatest ...
on the set of functions \scriptstyle\boldsymbol\in C_c^1(\Omega,\mathbb^n) such that \scriptstyle \Vert\boldsymbol\Vert_\leq 1 then the following inequality holds true :\liminf_V(u_n,\Omega)\geq V(u,\Omega) which is exactly the definition of lower semicontinuity.


''BV''(Ω) is a Banach space

By definition BV(\Omega) is a
subset In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset of ...
of L^1(\Omega), while
linearity Linearity is the property of a mathematical relationship ('' function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear ...
follows from the linearity properties of the defining
integral In mathematics, an integral assigns numbers to functions in a way that describes displacement, area, volume, and other concepts that arise by combining infinitesimal data. The process of finding integrals is called integration. Along with ...
i.e. :\begin \int_\Omega (x)+v(x)operatorname\boldsymbol(x)\,\mathrmx & = \int_\Omega u(x)\operatorname\boldsymbol(x)\,\mathrmx +\int_\Omega v(x) \operatorname \boldsymbol(x)\,\mathrmx = \\ & =- \int_\Omega \langle\boldsymbol(x), Du(x)\rangle- \int_\Omega \langle \boldsymbol(x), Dv(x)\rangle =- \int_\Omega \langle \boldsymbol(x), u(x)+Dv(x)rangle \end for all \scriptstyle\phi\in C_c^1(\Omega,\mathbb^n) therefore \scriptstyle u+v\in BV(\Omega)for all \scriptstyle u,v\in BV(\Omega), and : \int_\Omega c\cdot u(x)\operatorname\boldsymbol(x)\,\mathrmx = c \int_\Omega u(x)\operatorname\boldsymbol(x)\,\mathrmx = -c \int_\Omega \langle \boldsymbol(x), Du(x)\rangle for all c\in\mathbb, therefore cu\in BV(\Omega) for all u\in BV(\Omega), and all c\in\mathbb. The proved
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 can ...
properties imply that BV(\Omega) is a
vector subspace In mathematics, and more specifically in linear algebra, a linear subspace, also known as a vector subspaceThe term ''linear subspace'' is sometimes used for referring to flats and affine subspaces. In the case of vector spaces over the reals, l ...
of L^1(\Omega). Consider now the function \scriptstyle\, \;\, _:BV(\Omega)\rightarrow\mathbb^+ defined as :\, u \, _ := \, u \, _ + V(u,\Omega) where \scriptstyle\, \; \, _ is the usual L^1(\Omega) norm: it is easy to prove that this is a norm on BV(\Omega). To see that BV(\Omega) is
complete Complete may refer to: Logic * Completeness (logic) * Completeness of a theory, the property of a theory that every formula in the theory's language or its negation is provable Mathematics * The completeness of the real numbers, which implies t ...
respect to it, i.e. it is a
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
, consider a
Cauchy sequence In mathematics, a Cauchy sequence (; ), named after Augustin-Louis Cauchy, is a sequence whose elements become arbitrarily close to each other as the sequence progresses. More precisely, given any small positive distance, all but a finite numbe ...
\scriptstyle\_ in BV(\Omega). By definition it is also a
Cauchy sequence In mathematics, a Cauchy sequence (; ), named after Augustin-Louis Cauchy, is a sequence whose elements become arbitrarily close to each other as the sequence progresses. More precisely, given any small positive distance, all but a finite numbe ...
in L^1(\Omega) and therefore has a
limit Limit or Limits may refer to: Arts and media * ''Limit'' (manga), a manga by Keiko Suenobu * ''Limit'' (film), a South Korean film * Limit (music), a way to characterize harmony * "Limit" (song), a 2016 single by Luna Sea * "Limits", a 2019 ...
u in L^1(\Omega): since u_n is bounded in BV(\Omega) for each n, then \scriptstyle \Vert u \Vert_ < +\infty by lower semicontinuity of the variation \scriptstyle V(\cdot,\Omega), therefore u is a ''BV'' function. Finally, again by lower semicontinuity, choosing an arbitrary small positive number \scriptstyle\varepsilon :\Vert u_j - u_k \Vert_<\varepsilon\quad\forall j,k\geq N\in\mathbb \quad\Rightarrow\quad V(u_k-u,\Omega)\leq \liminf_ V(u_k-u_j,\Omega)\leq\varepsilon From this we deduce that \scriptstyle V(\cdot,\Omega) is continuous because it's a norm.


''BV''(Ω) is not separable

To see this, it is sufficient to consider the following example belonging to the space BV( ,1: for each 0 < ''α'' < 1 define :\chi_\alpha=\chi_= \begin 0 & \mbox x \notin\; alpha,1\\ 1 & \mbox x \in alpha,1\end as the
characteristic function In mathematics, the term "characteristic function" can refer to any of several distinct concepts: * The indicator function of a subset, that is the function ::\mathbf_A\colon X \to \, :which for a given subset ''A'' of ''X'', has value 1 at points ...
of the left-closed interval alpha,1/math>. Then, choosing ''α,β''∈ ,1/math> such that ''α''≠''β'' the following relation holds true: :\Vert \chi_\alpha - \chi_\beta \Vert_=2 Now, in order to prove that every
dense subset In topology and related areas of mathematics, a subset ''A'' of a topological space ''X'' is said to be dense in ''X'' if every point of ''X'' either belongs to ''A'' or else is arbitrarily "close" to a member of ''A'' — for instance, the ra ...
of BV(]0,1 cannot be countable set, countable, it is sufficient to see that for every \alpha\in ,1/math> it is possible to construct the Ball (mathematics), balls :B_\alpha=\left\ Obviously those balls are Disjoint sets, pairwise disjoint, and also are an indexed family of set (mathematics), sets whose index set is ,1/math>. This implies that this family has the
cardinality of the continuum In set theory, the cardinality of the continuum is the cardinality or "size" of the set of real numbers \mathbb R, sometimes called the continuum. It is an infinite cardinal number and is denoted by \mathfrak c (lowercase fraktur "c") or , \math ...
: now, since every dense subset of BV( ,1 must have at least a point inside each member of this family, its cardinality is at least that of the continuum and therefore cannot a be countable subset. This example can be obviously extended to higher dimensions, and since it involves only local properties, it implies that the same property is true also for BV_.


Chain rule for ''BV'' functions

Chain rule In calculus, the chain rule is a formula that expresses the derivative of the 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(x)=f(g(x)) for every , ...
s for nonsmooth functions are very important in
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
and
mathematical physics Mathematical physics refers to the development of mathematical methods for application to problems in physics. The '' Journal of Mathematical Physics'' defines the field as "the application of mathematics to problems in physics and the developm ...
since there are several important
physical model A model is an informative representation of an object, person or system. The term originally denoted the plans of a building in late 16th-century English, and derived via French and Italian ultimately from Latin ''modulus'', a measure. Models c ...
s whose behaviors are described by functions or
functional Functional may refer to: * Movements in architecture: ** Functionalism (architecture) ** Form follows function * Functional group, combination of atoms within molecules * Medical conditions without currently visible organic basis: ** Functional sy ...
s with a very limited degree of
smoothness In mathematical analysis, the smoothness of a function is a property measured by the number of continuous derivatives it has over some domain, called ''differentiability class''. At the very minimum, a function could be considered smooth if ...
. The following chain rule is proved in the paper . Note all
partial derivative In mathematics, a partial derivative of a function of several variables is its derivative with respect to one of those variables, with the others held constant (as opposed to the total derivative, in which all variables are allowed to vary). Pa ...
s must be interpreted in a generalized sense, i.e., as generalized derivatives. Theorem. Let \scriptstyle f:\mathbb^p\rightarrow\mathbb be a function of class C^1 (i.e. a
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
and
differentiable function 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 ...
having
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. ...
s) and let \scriptstyle\boldsymbol(\boldsymbol)=(u_1(\boldsymbol),\ldots,u_p(\boldsymbol)) be a function in BV(\Omega) with \Omega being an
open subset In mathematics, open sets are a generalization of open intervals in the real line. In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that are suff ...
of \scriptstyle\mathbb^n . Then \scriptstyle f\circ\boldsymbol(\boldsymbol)=f(\boldsymbol(\boldsymbol))\in BV(\Omega) and :\frac=\sum_^p\frac\frac \qquad\forall i=1,\ldots,n where \scriptstyle\bar f(\boldsymbol(\boldsymbol)) is the mean value of the function at the point \scriptstyle x \in\Omega, defined as :\bar f(\boldsymbol(\boldsymbol)) = \int_0^1 f\left(\boldsymbol_(\boldsymbol)t + \boldsymbol_(\boldsymbol)(1-t)\right) \, dt A more general
chain rule In calculus, the chain rule is a formula that expresses the derivative of the 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(x)=f(g(x)) for every , ...
formula In science, a formula is a concise way of expressing information symbolically, as in a mathematical formula or a ''chemical formula''. The informal use of the term ''formula'' in science refers to the general construct of a relationship betwe ...
for Lipschitz continuous functions \scriptstyle f:\mathbb^p\rightarrow\mathbb^s has been found by
Luigi Ambrosio Luigi Ambrosio (born 27 January 1963) is a professor at Scuola Normale Superiore in Pisa, Italy. His main fields of research are the calculus of variations and geometric measure theory. Biography Ambrosio entered the Scuola Normale Superiore di ...
and Gianni Dal Maso and is published in the paper . However, even this formula has very important direct consequences: using ( u(\boldsymbol), v(\boldsymbol)) in place of \boldsymbol u(\boldsymbol), where v(\boldsymbol) is also a BV function and choosing f((u,v))=uv, the preceding formula gives the ''
Leibniz rule Leibniz's rule (named after Gottfried Wilhelm Leibniz) may refer to one of the following: * Product rule in differential calculus * General Leibniz rule, a generalization of the product rule * Leibniz integral rule * The alternating series test, al ...
'' for BV functions :\frac = \frac + \frac This implies that the product of two functions of bounded variation is again a function of bounded variation, therefore BV(\Omega) is an
algebra Algebra () is one of the broad areas of mathematics. Roughly speaking, algebra is the study of mathematical symbols and the rules for manipulating these symbols in formulas; it is a unifying thread of almost all of mathematics. Elementary ...
.


''BV''(Ω) is a Banach algebra

This property follows directly from the fact that BV(\Omega) is a
Banach space In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
and also an
associative algebra In mathematics, an associative algebra ''A'' is an algebraic structure with compatible operations of addition, multiplication (assumed to be associative), and a scalar multiplication by elements in some field ''K''. The addition and multiplic ...
: this implies that if \ and \ are
Cauchy sequence In mathematics, a Cauchy sequence (; ), named after Augustin-Louis Cauchy, is a sequence whose elements become arbitrarily close to each other as the sequence progresses. More precisely, given any small positive distance, all but a finite numbe ...
s of BV functions converging respectively to functions v and u in BV(\Omega), then ::\begin vu_n\xrightarrow \to\inftyvu \\ v_nu\xrightarrow \to\inftyvu \end\quad\Longleftrightarrow \quad vu\in BV(\Omega) therefore the ordinary product of functions is
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
in BV(\Omega) with respect to each argument, making this function space a
Banach algebra In mathematics, especially functional analysis, a Banach algebra, named after Stefan Banach, is an associative algebra A over the real or complex numbers (or over a non-Archimedean complete normed field) that at the same time is also a Banach ...
.


Generalizations and extensions


Weighted ''BV'' functions

It is possible to generalize the above notion of
total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
so that different variations are weighted differently. More precisely, let \scriptstyle \varphi : , +\infty)\longrightarrow [0, +\infty) be any increasing function such that \scriptstyle \varphi(0) = \varphi(0+) =\lim_\varphi(x) = 0 (the weight function) and let \scriptstyle f: [0, T]\longrightarrow X be a function from the interval [0 , T]⊂ℝ taking values in a
normed vector space In mathematics, a normed vector space or normed space is a vector space over the real or complex numbers, on which a norm is defined. A norm is the formalization and the generalization to real vector spaces of the intuitive notion of "length ...
X. Then the \scriptstyle \boldsymbol\varphi-variation of f over , T/math> is defined as :\mathop_ (f) := \sup \sum_^k \varphi \left( , f(t_) - f(t_j) , _X \right), where, as usual, the supremum is taken over all finite
partitions Partition may refer to: Computing Hardware * Disk partitioning, the division of a hard disk drive * Memory partition, a subdivision of a computer's memory, usually for use by a single job Software * Partition (database), the division of ...
of the interval , T/math>, i.e. all the
finite set In mathematics, particularly set theory, a finite set is a set that has a finite number of elements. Informally, a finite set is a set which one could in principle count and finish counting. For example, :\ is a finite set with five elements. T ...
s of
real number In mathematics, a real number is a number that can be used to measure a ''continuous'' one-dimensional quantity such as a distance, duration or temperature. Here, ''continuous'' means that values can have arbitrarily small variations. Every ...
s t_i such that :0 = t_0 < t_1 < \cdots < t_k = T. The original notion of variation considered above is the special case of \scriptstyle \varphi-variation for which the weight function is the
identity function Graph of the identity function on the real numbers In mathematics, an identity function, also called an identity relation, identity map or identity transformation, is a function that always returns the value that was used as its argument, un ...
: therefore an
integrable function In mathematics, an integral assigns numbers to functions in a way that describes displacement, area, volume, and other concepts that arise by combining infinitesimal data. The process of finding integrals is called integration. Along with d ...
f is said to be a weighted ''BV'' function (of weight \scriptstyle\varphi) if and only if its \scriptstyle \varphi-variation is finite. :f\in BV_\varphi( , TX)\iff \mathop_ (f) <+\infty The space \scriptstyle BV_\varphi( , TX) is a
topological vector space In mathematics, a topological vector space (also called a linear topological space and commonly abbreviated TVS or t.v.s.) is one of the basic structures investigated in functional analysis. A topological vector space is a vector space that is als ...
with respect to the norm :\, f \, _ := \, f \, _\infty + \mathop_ (f), where \scriptstyle\, f \, _ denotes the usual
supremum norm In mathematical analysis, the uniform norm (or ) assigns to real- or complex-valued bounded functions defined on a set the non-negative number :\, f\, _\infty = \, f\, _ = \sup\left\. This norm is also called the , the , the , or, when th ...
of ''f''. Weighted ''BV'' functions were introduced and studied in full generality by
Władysław Orlicz Władysław Roman Orlicz (May 24, 1903 in Okocim, Austria-Hungary (now Poland) – August 9, 1990 in Poznań, Poland) was a Polish mathematician of Lwów School of Mathematics. His main interests were functional analysis and topology: Orlicz sp ...
and Julian Musielak in the paper :
Laurence Chisholm Young Laurence Chisholm Young (14 July 1905 – 24 December 2000) was a British mathematician known for his contributions to measure theory, the calculus of variations, optimal control theory, and potential theory. He was the son of William Henry ...
studied earlier the case \scriptstyle\varphi(x)=x^p where ''p'' is a positive integer.


''SBV'' functions

SBV functions ''i.e.'' ''Special functions of Bounded Variation'' were introduced by
Luigi Ambrosio Luigi Ambrosio (born 27 January 1963) is a professor at Scuola Normale Superiore in Pisa, Italy. His main fields of research are the calculus of variations and geometric measure theory. Biography Ambrosio entered the Scuola Normale Superiore di ...
and Ennio de Giorgi in the paper , dealing with free discontinuity
variational problem The calculus of variations (or Variational Calculus) is a field of mathematical analysis that uses variations, which are small changes in functions and functionals, to find maxima and minima of functionals: mappings from a set of functions t ...
s: given an
open subset In mathematics, open sets are a generalization of open intervals in the real line. In a metric space (a set along with a distance defined between any two points), open sets are the sets that, with every point , contain all points that are suff ...
\Omega of \mathbb^n, the space SBV(\Omega) is a proper
linear subspace In mathematics, and more specifically in linear algebra, a linear subspace, also known as a vector subspaceThe term ''linear subspace'' is sometimes used for referring to flats and affine subspaces. In the case of vector spaces over the reals, l ...
of BV(\Omega), since the
weak Weak may refer to: Songs * "Weak" (AJR song), 2016 * "Weak" (Melanie C song), 2011 * "Weak" (SWV song), 1993 * "Weak" (Skunk Anansie song), 1995 * "Weak", a song by Seether from '' Seether: 2002-2013'' Television episodes * "Weak" (''Fear t ...
gradient In vector calculus, the gradient of a scalar-valued differentiable function of several variables is the vector field (or vector-valued function) \nabla f whose value at a point p is the "direction and rate of fastest increase". If the gr ...
of each function belonging to it consists precisely of the sum of an n-
dimension In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coord ...
al
support Support may refer to: Arts, entertainment, and media * Supporting character Business and finance * Support (technical analysis) * Child support * Customer support * Income Support Construction * Support (structure), or lateral support, a ...
and an n-1-
dimension In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coord ...
al
support Support may refer to: Arts, entertainment, and media * Supporting character Business and finance * Support (technical analysis) * Child support * Customer support * Income Support Construction * Support (structure), or lateral support, a ...
measure and ''no intermediate-dimensional terms'', as seen in the following definition. Definition. Given a locally integrable function u, then \scriptstyle u\in (\Omega) if and only if 1. There exist two Borel functions f and g of
domain Domain may refer to: Mathematics *Domain of a function, the set of input values for which the (total) function is defined ** Domain of definition of a partial function ** Natural domain of a partial function **Domain of holomorphy of a function * ...
\Omega and
codomain In mathematics, the codomain or set of destination of a function is the set into which all of the output of the function is constrained to fall. It is the set in the notation . The term range is sometimes ambiguously used to refer to either th ...
\mathbb^n such that : \int_\Omega\vert f\vert \, dH^n+ \int_\Omega\vert g\vert \, dH^<+\infty. 2. For all of
continuously 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 ...
vector functions \scriptstyle\phi of
compact support In mathematics, the support of a real-valued function f is the subset of the function domain containing the elements which are not mapped to zero. If the domain of f is a topological space, then the support of f is instead defined as the smalle ...
contained in \Omega , ''i.e.'' for all \scriptstyle \phi \in C_c^1(\Omega,\mathbb^n) the following formula is true: : \int_\Omega u\operatorname \phi \, dH^n = \int_\Omega \langle \phi, f\rangle \, dH^n +\int_\Omega \langle \phi, g\rangle \, dH^. where H^\alpha is the \alpha-
dimension In physics and mathematics, the dimension of a mathematical space (or object) is informally defined as the minimum number of coordinates needed to specify any point within it. Thus, a line has a dimension of one (1D) because only one coord ...
al
Hausdorff measure In mathematics, Hausdorff measure is a generalization of the traditional notions of area and volume to non-integer dimensions, specifically fractals and their Hausdorff dimensions. It is a type of outer measure, named for Felix Hausdorff, that ...
. Details on the properties of ''SBV'' functions can be found in works cited in the bibliography section: particularly the paper contains a useful
bibliography Bibliography (from and ), as a discipline, is traditionally the academic study of books as physical, cultural objects; in this sense, it is also known as bibliology (from ). English author and bibliographer John Carter describes ''bibliography ...
.


''bv'' sequences

As particular examples of
Banach spaces In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vector ...
, consider spaces of sequences of bounded variation, in addition to the spaces of functions of bounded variation. The total variation of a
sequence In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is called ...
''x'' = (''x''''i'') of real or complex numbers is defined by :TV(x) = \sum_^\infty , x_-x_i, . The space of all sequences of finite total variation is denoted by ''bv''. The norm on ''bv'' is given by :\, x\, _ = , x_1, + \operatorname(x) = , x_1, + \sum_^\infty , x_-x_i, . With this norm, the space ''bv'' is a Banach space which is isomorphic to \ell_1. The total variation itself defines a norm on a certain subspace of ''bv'', denoted by ''bv''0, consisting of sequences ''x'' = (''x''i) for which :\lim_ x_n =0. The norm on ''bv''0 is denoted :\, x\, _ = TV(x) = \sum_^\infty , x_-x_i, . With respect to this norm ''bv''0 becomes a Banach space as well, which is isomorphic ''and'' isometric to \ell_1 (although not in the natural way).


Measures of bounded variation

A signed (or
complex Complex commonly refers to: * Complexity, the behaviour of a system whose components interact in multiple ways so possible interactions are difficult to describe ** Complex system, a system composed of many components which may interact with each ...
) measure ''\mu'' on a
measurable space In mathematics, a measurable space or Borel space is a basic object in measure theory. It consists of a set and a σ-algebra, which defines the subsets that will be measured. Definition Consider a set X and a σ-algebra \mathcal A on X. Then the ...
(X,\Sigma) is said to be of bounded variation if its
total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
'' \scriptstyle\Vert \mu\Vert=, \mu, (X)'' is bounded: see , or the entry "
Total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
" for further details.


Examples

As mentioned in the introduction, two large class of examples of BV functions are monotone functions, and absolutely continuous functions. For a negative example: the function :f(x) = \begin 0, & \mboxx =0 \\ \sin(1/x), & \mbox x \neq 0 \end is ''not'' of bounded variation on the interval , 2/\pi/math> While it is harder to see, the continuous function :f(x) = \begin 0, & \mboxx =0 \\ x \sin(1/x), & \mbox x \neq 0 \end is ''not'' of bounded variation on the interval , 2/\pi/math> either. At the same time, the function :f(x) = \begin 0, & \mboxx =0 \\ x^2 \sin(1/x), & \mbox x \neq 0 \end is of bounded variation on the interval ,2/\pi/math>. However, ''all three functions are of bounded variation on each interval'' ,b/math> ''with'' a>0.
Cantor function In mathematics, the Cantor function is an example of a function that is continuous, but not absolutely continuous. It is a notorious counterexample in analysis, because it challenges naive intuitions about continuity, derivative, and measure. ...
is a well-known example of a function of bounded variation that is not absolutely continuous. https://math.stackexchange.com/a/4684 The
Sobolev space In mathematics, a Sobolev space is a vector space of functions equipped with a norm that is a combination of ''Lp''-norms of the function together with its derivatives up to a given order. The derivatives are understood in a suitable weak sense ...
W^(\Omega) is a
proper subset In mathematics, set ''A'' is a subset of a set ''B'' if all elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they are unequal, then ''A'' is a proper subset of ...
of BV(\Omega). In fact, for each u in W^(\Omega) it is possible to choose a measure \scriptstyle \mu:=\nabla u \mathcal L (where \scriptstyle\mathcal L is the
Lebesgue measure In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of ''n''-dimensional Euclidean space. For ''n'' = 1, 2, or 3, it coincides wi ...
on \Omega) such that the equality : \int u\operatorname\phi = -\int \phi\, d\mu = -\int \phi \,\nabla u \qquad \forall \phi\in C_c^1 holds, since it is nothing more than the definition of
weak derivative In mathematics, a weak derivative is a generalization of the concept of the derivative of a function (''strong derivative'') for functions not assumed differentiable, but only integrable, i.e., to lie in the L''p'' space L^1( ,b. The method ...
, and hence holds true. One can easily find an example of a ''BV'' function which is not W^: in dimension one, any step function with a non-trivial jump will do.


Applications


Mathematics

Functions of bounded variation have been studied in connection with the set of discontinuities of functions and differentiability of real functions, and the following results are well-known. If f is a
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
function of bounded variation on an interval ,b/math> then * f is
continuous Continuity or continuous may refer to: Mathematics * Continuity (mathematics), the opposing concept to discreteness; common examples include ** Continuous probability distribution or random variable in probability and statistics ** Continuous g ...
except at most on a
countable set In mathematics, a set is countable if either it is finite or it can be made in one to one correspondence with the set of natural numbers. Equivalently, a set is ''countable'' if there exists an injective function from it into the natural numb ...
; * f has
one-sided limit In calculus, a one-sided limit refers to either one of the two limits of a function f(x) of a real variable x as x approaches a specified point either from the left or from the right. The limit as x decreases in value approaching a (x approach ...
s everywhere (limits from the left everywhere in (a,b], and from the right everywhere in [a,b) ; * the
derivative In mathematics, the derivative of a function of a real variable measures the sensitivity to change of the function value (output value) with respect to a change in its argument (input value). Derivatives are a fundamental tool of calculus. ...
f'(x) exists
almost everywhere In measure theory (a branch of mathematical analysis), a property holds almost everywhere if, in a technical sense, the set for which the property holds takes up nearly all possibilities. The notion of "almost everywhere" is a companion notion to ...
(i.e. except for a set of measure zero). For
real Real may refer to: Currencies * Brazilian real (R$) * Central American Republic real * Mexican real * Portuguese real * Spanish real * Spanish colonial real Music Albums * ''Real'' (L'Arc-en-Ciel album) (2000) * ''Real'' (Bright album) (2010) ...
functions of several real variables * the
characteristic function In mathematics, the term "characteristic function" can refer to any of several distinct concepts: * The indicator function of a subset, that is the function ::\mathbf_A\colon X \to \, :which for a given subset ''A'' of ''X'', has value 1 at points ...
of a
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
is a ''BV'' function: ''BV'' functions lie at the basis of the modern theory of perimeters. *
Minimal surface In mathematics, a minimal surface is a surface that locally minimizes its area. This is equivalent to having zero mean curvature (see definitions below). The term "minimal surface" is used because these surfaces originally arose as surfaces tha ...
s are
graph Graph may refer to: Mathematics *Graph (discrete mathematics), a structure made of vertices and edges **Graph theory, the study of such graphs and their properties *Graph (topology), a topological space resembling a graph in the sense of discre ...
s of ''BV'' functions: in this context, see reference .


Physics and engineering

The ability of ''BV'' functions to deal with discontinuities has made their use widespread in the applied sciences: solutions of problems in mechanics, physics, chemical kinetics are very often representable by functions of bounded variation. The book details a very ample set of mathematical physics applications of ''BV'' functions. Also there is some modern application which deserves a brief description. *The Mumford–Shah functional: the segmentation problem for a two-dimensional image, i.e. the problem of faithful reproduction of contours and grey scales is equivalent to the minimization of such
functional Functional may refer to: * Movements in architecture: ** Functionalism (architecture) ** Form follows function * Functional group, combination of atoms within molecules * Medical conditions without currently visible organic basis: ** Functional sy ...
. *
Total variation denoising In signal processing, particularly image processing, total variation denoising, also known as total variation regularization or total variation filtering, is a noise removal process ( filter). It is based on the principle that signals with excessi ...


See also

*
Renato Caccioppoli Renato Caccioppoli (; 20 January 1904 – 8 May 1959) was an Italian mathematician, known for his contributions to mathematical analysis, including the theory of functions of several complex variables, functional analysis, measure theory. Life a ...
*
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
*
Lamberto Cesari Lamberto Cesari (23 September 1910 – 12 March 1990) was an Italian mathematician naturalized in the United States, known for his work on the theory of surface area, the theory of functions of bounded variation, the theory of optimal control a ...
* Ennio de Giorgi * Helly's selection theorem * Locally integrable function * ''L''''p''(Ω) space * Lebesgue–Stieltjes integral *
Radon measure In mathematics (specifically in measure theory), a Radon measure, named after Johann Radon, is a measure on the σ-algebra of Borel sets of a Hausdorff topological space ''X'' that is finite on all compact sets, outer regular on all Borel ...
* Reduced derivative *
Riemann–Stieltjes integral In mathematics, the Riemann–Stieltjes integral is a generalization of the Riemann integral, named after Bernhard Riemann and Thomas Joannes Stieltjes. The definition of this integral was first published in 1894 by Stieltjes. It serves as an inst ...
*
Total variation In mathematics, the total variation identifies several slightly different concepts, related to the ( local or global) structure of the codomain of a function or a measure. For a real-valued continuous function ''f'', defined on an interval ...
*
Aizik Isaakovich Vol'pert Aizik Isaakovich Vol'pert (russian: Айзик Исаакович Вольперт) (5 June 1923 – January 2006) (the family name is also transliterated as Volpert or WolpertSee .) was a Soviet and Israeli mathematician and chemical engineer w ...
*
Total variation denoising In signal processing, particularly image processing, total variation denoising, also known as total variation regularization or total variation filtering, is a noise removal process ( filter). It is based on the principle that signals with excessi ...


Notes


References


Research works

*. * *. Includes a discussion of the functional-analytic properties of spaces of functions of bounded variation. *. *, particularly part I, chapter 1 "''Functions of bounded variation and Caccioppoli sets''". A good reference on the theory of
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
s and their application to the
minimal surface In mathematics, a minimal surface is a surface that locally minimizes its area. This is equivalent to having zero mean curvature (see definitions below). The term "minimal surface" is used because these surfaces originally arose as surfaces tha ...
problem. *. The link is to a preview of a later reprint by Springer-Verlag. *. The whole book is devoted to the theory of functions and their applications to problems in
mathematical physics Mathematical physics refers to the development of mathematical methods for application to problems in physics. The '' Journal of Mathematical Physics'' defines the field as "the application of mathematics to problems in physics and the developm ...
involving
discontinuous function In mathematics, a continuous function is a function such that a continuous variation (that is a change without jump) of the argument induces a continuous variation of the value of the function. This means that there are no abrupt changes in valu ...
s and geometric objects with non-smooth
boundaries Boundary or Boundaries may refer to: * Border, in political geography Entertainment * ''Boundaries'' (2016 film), a 2016 Canadian film * ''Boundaries'' (2018 film), a 2018 American-Canadian road trip film *Boundary (cricket), the edge of the pla ...
. *. Maybe the most complete book reference for the theory of functions in one variable: classical results and advanced results are collected in chapter 6 "''Bounded variation''" along with several exercises. The first author was a collaborator of
Lamberto Cesari Lamberto Cesari (23 September 1910 – 12 March 1990) was an Italian mathematician naturalized in the United States, known for his work on the theory of surface area, the theory of functions of bounded variation, the theory of optimal control a ...
. *. *. *. One of the most complete monographs on the theory of
Young measure In mathematical analysis, a Young measure is a parameterized measure that is associated with certain subsequences of a given bounded sequence of measurable functions. They are a quantification of the oscillation effect of the sequence in the limi ...
s, strongly oriented to applications in continuum mechanics of fluids. *; particularly chapter 6, "On functions in the space ". One of the best monographs on the theory of
Sobolev space In mathematics, a Sobolev space is a vector space of functions equipped with a norm that is a combination of ''Lp''-norms of the function together with its derivatives up to a given order. The derivatives are understood in a suitable weak sense ...
s. * *. In this paper, Musielak and Orlicz developed the concept of weighted functions introduced by
Laurence Chisholm Young Laurence Chisholm Young (14 July 1905 – 24 December 2000) was a British mathematician known for his contributions to measure theory, the calculus of variations, optimal control theory, and potential theory. He was the son of William Henry ...
to its full generality. * *. A seminal paper where
Caccioppoli set In mathematics, a Caccioppoli set is a set whose boundary is measurable and has (at least locally) a ''finite measure''. A synonym is set of (locally) finite perimeter. Basically, a set is a Caccioppoli set if its characteristic function is a f ...
s and functions are thoroughly studied and the concept of functional superposition is introduced and applied to the theory of
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
s: it was also translated in English as .


Historical references

*. *. In this paper, the authors prove the
compactness In mathematics, specifically general topology, compactness is a property that seeks to generalize the notion of a closed and bounded subset of Euclidean space by making precise the idea of a space having no "punctures" or "missing endpoints", i ...
of the space of SBV functions. *. A paper containing a very general
chain rule In calculus, the chain rule is a formula that expresses the derivative of the 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(x)=f(g(x)) for every , ...
formula for
composition Composition or Compositions may refer to: Arts and literature *Composition (dance), practice and teaching of choreography *Composition (language), in literature and rhetoric, producing a work in spoken tradition and written discourse, to include v ...
of BV functions. *. The first paper on functions and related variational problems. *. Available a
Numdam
In the paper "''On the functions of bounded variation''" (English translation of the title) Cesari he extends the now called '' Tonelli plane variation'' concept to include in the definition a subclass of the class of integrable functions. *. "''The work of Leonida Tonelli and his influence on scientific thinking in this century''" (English translation of the title) is an ample commemorative article, reporting recollections of the Author about teachers and colleagues, and a detailed survey of his and theirs scientific work, presented at the ''International congress in occasion of the celebration of the centenary of birth of Mauro Picone and Leonida Tonelli'' (held in Rome on May 6–9, 1985). *. An important paper where properties of ''BV'' functions were applied to obtain a global in time
existence theorem In mathematics, an existence theorem is a theorem which asserts the existence of a certain object. It might be a statement which begins with the phrase " there exist(s)", or it might be a universal statement whose last quantifier is existential ...
for ''single''
hyperbolic equation In mathematics, a hyperbolic partial differential equation of order n is a partial differential equation (PDE) that, roughly speaking, has a well-posed initial value problem for the first n-1 derivatives. More precisely, the Cauchy problem can be ...
s of first order in any number of variables. *. A survey paper on free-discontinuity variational problems including several details on the theory of ''SBV'' functions, their applications and a rich bibliography. *. The first part of a survey of many different definitions of "''Total variation''" and associated functions of bounded variation. *. The second part of a survey of many different definitions of "''Total variation''" and associated functions of bounded variation. * (at Gallica). This is, according to Boris Golubov, the first paper on functions of bounded variation. * (). An important paper where the author describes generalized solutions of
nonlinear In mathematics and science, a nonlinear system is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathematicians, and many oth ...
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
s as functions. * (). An important paper where the author constructs a
weak solution In mathematics, a weak solution (also called a generalized solution) to an ordinary or partial differential equation is a function for which the derivatives may not all exist but which is nonetheless deemed to satisfy the equation in some precise ...
in ''BV'' for a
nonlinear In mathematics and science, a nonlinear system is a system in which the change of the output is not proportional to the change of the input. Nonlinear problems are of interest to engineers, biologists, physicists, mathematicians, and many oth ...
partial differential equation In mathematics, a partial differential equation (PDE) is an equation which imposes relations between the various partial derivatives of a multivariable function. The function is often thought of as an "unknown" to be solved for, similarly to h ...
with the method of vanishing viscosity. *
Tony F. Chan Tony Fan-Cheong Chan () is a Chinese American mathematician who has been serving as President of the King Abdullah University of Science and Technology (KAUST) since 2018. Prior that, he was President of the Hong Kong University of Science and ...
an
Jianhong (Jackie) Shen
(2005)

SIAM Publisher, (with in-depth coverage and extensive applications of Bounded Variations in modern image processing, as started by Rudin, Osher, and Fatemi).


External links


Theory

* *. *
Function of bounded variation
a
Encyclopedia of Mathematics


Other

* Luigi Ambrosi
home page
at the
Scuola Normale Superiore di Pisa The Scuola Normale Superiore in Pisa (commonly known in Italy as "la Normale") is a public university in Pisa and Florence, Tuscany, Italy, currently attended by about 600 undergraduate and postgraduate (PhD) students. It was founded in 181 ...
. Academic home page (with preprints and publications) of one of the contributors to the theory and applications of BV functions.
Research Group in Calculus of Variations and Geometric Measure Theory
Scuola Normale Superiore di Pisa The Scuola Normale Superiore in Pisa (commonly known in Italy as "la Normale") is a public university in Pisa and Florence, Tuscany, Italy, currently attended by about 600 undergraduate and postgraduate (PhD) students. It was founded in 181 ...
. {{DEFAULTSORT:Bounded Variation Real analysis Calculus of variations Measure theory