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International Journal of Mathematics and Statistics Invention (IJMSI)
E-ISSN: 2321 – 4767 P-ISSN: 2321 - 4759
www.ijmsi.org Volume 2 Issue 1 ǁ January. 2014 ǁ PP-01-05

A comparative Study on Functions of Bounded Variation and
Riemann Integral
DR. A. K. Choudhary1, S. M. Nengem1, S. Musa1
1

Department of Mathematical Sciences, Adamawa State University, P.M.B. 25, Mubi, Nigeria

ABSTRACT: the concept of bounded variation functions have many common characteristics with the notion of
Riemann integral, however, in this paper, we examine the criteria for which a function belong to the two
notions. We proved that a continuous function is of bounded variation if and only if it can be expressed as a
difference of two monotonic increasing functions, and we concluded that an R – integrable function is also of
bounded variation if and only if it can be expressed as a difference of two monotonic increasing functions.

KEYWORDS: Bounded Variation Function, Riemann Integral, Continuous Function, Monotonic Increasing
Function.

I.

INTRODUCTION

Historically, the subject arose in an attempt to find lengths, areas and volumes of curve
enclosed within the ordinates
and the – axis. This area can be viewed as made up of a very
large number of thin strips of area and the limit of the sum of the area of these strips tends to infinity, represent
the area in question. Thus, historically the subject is based on the notion of the limit of a type of sum when the
number of terms in the sum tends to infinity, each term tending to zero.
The definition of integration from summation point of view is always associated with geometrical
intuition and is applicable to those functions which may be represented graphically. As we know there are even
many continuous functions which con not be represented graphically. Hence, it become all the more important
and necessary to give a purely arithmetic treatment of the subject of integration which may be independent of all
geometrical intuition and the notion of differentiation [3].
Riemann (1782-1867) was the first mathematician who give the satisfactory rigorous arithmetic
treatment of integration and we shall follow the definition given by him. Riemann integration covers only
bounded functions. Towards the end of the last century Thomas J. Stieltjes (1856-1894) introduce a broader
concept of integration. Later on, early in the twentieth century (1902) Henry Lebesgue (1875-1941) developed
the concept of measure of a set of real numbers and with it came a contribution of Lebesgue to the theory of
integration [4].
The concept of functions of bounded variation has been well-known since Jordan gave the complete
characterization of functions of bounded variation as a difference of two increasing functions in 1881. This class
of functions immediately proved to be important in connection with the rectification of curves and with the
Dirichlet‟s theorem on convergence of Fourier series. Functions of bounded variation exhibit so many
interesting properties that make them a suitable class of functions in a variety of contexts with wide applications
in pure and applied mathematics.
Functions of bounded variation are precisely those with respect to which one may find Riemannstieltjes integrals of all continuous functions. Another characterization State that the function of bounded
variation on a closed interval (as we shall prove letter) are exactly those ƒ which can be written as a difference
g-h, where g and h are bounded monotone.One of the most important aspects of functions of bounded variation
is that they form algebra of discontinuous functions whose first derivatives exist almost everywhere. Due to this
fact, they can and frequently are used to define generalized solutions of nonlinear problems involving
functional, ordinary and partial differential equations in mathematics, physics and engineering [2].
BV functions were first introduced by Jordan (1881) in an attempt dealing with the convergence of
Fourier series [1]. After him, several authors applied BV functions to study Fourier series in several variables,
geometric measure theory, calculus of variations and mathematical physics. Caccipoli and Giorgi used them to
define measure of non-smooth bodies of sets (cacciopoli set). Oleinik introduced her view of generalized

www.ijmsi.org

1|Page
A comparative Study on Functions of Bounded…
solution of nonlinear partial differential equations as functions from the space BV in the paper [5], and was able
to construct a generalized solution of bounded variation of a first order differential equation. Few years later
Edward D Conway and Joel A. Smaller applied BV functions to study a single nonlinear hyperbolic partial
differential equation of first order, providing that the solution of the Cauchy problem for such equations is a
function of bounded variation.
Aizik developed extensively a calculus of BV functions in the paper [8]. He proved the chain rule for
BV functions andhe jointly with his pupil Sergei explored extensively the properties of BV functions. His chain
rule formula was later expanded by Ambrosio and Gianno. A real valued function ƒ on the real line is said to be
of bounded variation (BV function) on a chosen interval [a,b]  R if its total variation is finite. That
is, f  BV ( a , b )  V b ( f )   ∞ [6].
a

II.

PRELIMINARY

Definition 1. A partition p: let
be a closed bounded interval, by a partition p of
finite subset
of
such that
Such a partition p is often denoted by,

we mean a

}

The points

are called partitioning points of the partition p and the subsets
are called the sub-intervals (sometimes they are called cells) of the partition p. the
length of the subintervals
is
and is denoted by .
The greatest of the length
or
. Thus
Definition 2. Greatest lower bound
real number m such that

is defined as the norm of the partition p and is denoted by
[4].
or infimum: given a subset S of real numbers, if there exists a finite

Then, the set is said to be bounded below and the number m is called a lower bound of S [4].
Definition 3.Least Upper Bound
or suprimum: Given a subset S of real numbers, if there exist a finite real
number M such that

number

Then, the set S is said to be bounded above and the number is called the upper bound of S. if no such
can be found, we say that the set is not bounded above [4].

Definition 4.Upper and Lower Riemann Sum: Let
denote the
(infimum) of in
and be the partition of

(suprimum) and
denote the
, we form the sums

Then,
is called the upper Riemann sum of on =
corresponding to the partition
is called the lower Riemann sum of corresponding to the partition .
Clearly, the
of the set U is
and the
of the set is
. But since the set
are both bounded posses
and posses
Definition 5. Lower and upper Riemann Integral: The least upper bound of the set
Riemann integral of over
and is denoted by

Where

is taken over all partitions of

and

is called the least

.

www.ijmsi.org

2|Page
A comparative Study on Functions of Bounded…
The greatest lower bound of the set
denoted by

Where

is called the upper Riemann integral of

is taken over all partitions

of

Definition 6. Let the lower Riemann integral be

over

and is

and the upper Riemann integral be

, then if

[4].

, that is the lower and upper Riemann integral are equal, then we say that the Riemann integral of
exist or that is Riemann integrable (or simply R – integrable). The common value of these integrals is called
the Riemann integral [4].
Definition 7. Variation of a function ƒ: Let ƒ : [a ,b] → R be a function and let [c,d] be any closed interval of [a,
b] if the set S =
such that
, is bounded then, the
variation of ƒ on [c, d] is defined to be V(ƒ,[c, d]) = sup S. If S is unbounded then, the variation of ƒ is said to be
∞. A function ƒ is of bounded variation on [c, d], if V(ƒ,[c, d]) is finite [7]
Definition 8. Let
interval [a, b], we define

be a function. For each partition

of the

Where the suprimum is taken over all partitions of the interval
. If
, we say that has
bounded variation. Denoted by
the collection of all functions of bounded variation on
[7].
Properties BV[a,b]: The following are some well – known properties of the space of functions of
.
(1) If the function is monotone, then
.
(2) If
, then is bounded on
.
(3) A function is of bounded variation of an interval
if and only if it can be decomposed as a difference
of increasing functions.
(4) Every function of bounded variation has left- and right- hand limits at each point of its domain.
(5)
is Banach space endowed with the norm

III.

BASIC THEORIES

Here we shall obtain the concept of Riemann integral from bounded variation function. Let
and
, let
be any partition of
and denote by
the length of the largest
interval
that is

For every partition
of =
we consider the sum
exist a number
with the property that for every
there is a
=
is called the Riemann Stieltjes integral of
of the sums
for the sequence
of partition of
satisfying

. There
such that
implies
with respect to . Hence as a limit
we get

Now, if for
, the integral above is the familiar Riemann integral of
.
Remark 1. From the above by deductive reasoning, we assert that if is a continuous function of bounded
variation, then its Riemann integral necessarily exist.
Theorem 2. If

is continuous on

, then

www.ijmsi.org

.
[4].

3|Page
A comparative Study on Functions of Bounded…
Proof:
Let
be
any
partition
of
with
the
norm
. Since
is continuous on the closed interval
,
therefore it is uniformly continuous on that interval. Hence (by definition) to every
, there exist
such
that
(1)
For all points
. Again since is continuous on
it is
bounded on
and attains its infimum and suprimum on
and so on every closed sub-intervals of
,
let attains its infimum
and suprimum
at some points
respectively of
. That
is
. Now
where
.
Hence it follows from (1) that
. Now
.
Since
. Hence

is

– integrable on

. Notice that the converse is not

necessarily true.
Theorem 3. If is monotone on
, then
[4].
Proof: let us suppose that is monotonically increasing on
. If
, then would be a constant
function, then is R – integrable, therefore we assume that
.
Let be a partition of
and let
. Let the norm of the partition
.
Consider the sub intervals
, let
be the inf. and sup. Of respectively on
. Since is
monotonically increasing on
, therefore
, Hence,

Now,
that
that

taking

we

get

. In a similar manner if
.

.

It

follows

is monotonically decreasing on

therefore

it can be shown

Theorem 4. A function of bounded variation is expressible as a difference of two monotonic increasing
functions [4].
Proof: In other words, we need to show that if f is a function of bounded variation on [a, b], then there exist
monotonic increasing functions g and h on [a, b] such that for
,
(1)
(2)
Proof: let us define g and h by

so that (1) and (2) holds.Now for

, we have

(3)
But since
, therefore from (3), we have
,
which implies
Therefore g is monotonic increasing on [a, b]. Similarly, we
have
, which
implies
Therefore is monotonic increasing on [a,b].
Hence f is expressible as a difference g-h of two monotonic increasing functions g, h on [a, b].
Theorem 5. If is a continuous function of bounded variation on
on
.Proof: (see [4])

www.ijmsi.org

, then its variation function is continuous

4|Page
A comparative Study on Functions of Bounded…
Theorem 6. Ifthe variation function of is continuous on
variation on
.
Proof: Let the variation function
be continuous at
such that
Suppose
we have

, then

, then

is a continuous function of bounded

. Let

. And if
, then
and is continuous at .

IV.

be given, then there exist

. Hence,

RESULT

In this section we present our result in the two remark below in form of deductive reasoning.
Remark 1. From theorem 4, 5 and 6 we deduced that “a function is of bounded variation if and only if it can
be expressed as a difference of two continuous monotonic increasing functions”.
Proof: By theorem 4, if is a function of bounded variation on
, then there exist monotone increasing
functions
on
such that for
Where g and h are defined by
Now if
is continuous function of bounded variation then
is continuous by theorem 5 and
consequently
are continuous monotonic increasing functions. Conversely, if a continuous function
can be expressed as a difference of two continuous monotonic increasing functions
say
, then from page 421 of [4]
are functions of bounded variation
on
and so is their difference
, that is is of bounded variation.
Remark 2. Noticed that from theorem 2 we see that if is continuous on
, then is R – integrable
on
. Hence, taking from the above remark, the following statement has sense; “an R – integrable function
is also of bounded variation if and only if it can be expressed as a difference of two monotonic increasing
functions”.

V.

CONCLUSION

Functions of bounded variation and Riemann integrable functions have many interwoven concepts.
Such properties as continuity and been monotonic are some example, however our study is concerned mainly on
the relationship between the two notions. That is, an R – integrable function is also of bounded variation if and
only if it can be expressed as a difference of two monotonic increasing functions. Though more effort from any
interesting reader can also yield more result.

REFERENCES
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]

C. Jordan (1881), “Sur la serie de Fourier”, Camptes rendus hebdomadairesdes séances de l‟Academie des sciences 92:228-230.
E. Kreyszig (1978).“Introduction to Functional Analysis with Applications”,John Wiley & Sons, Inc. PP: 225-231.
H. L. Royden (1989). Real Analysis, Stanford University, Macmillan PublishingCompany New York, Collier Macmillan
Publishing London. PP: 49, 108-109.
L. Prasad, “Real Analysis” (New Edition, 2008), Paramount Publications, Govind Mitra Road, Patna-4, pp 341-428.
Oleinik, Olga A. (1959) “Construction of a Generalized Solution of the Cauchy‟sProblem for a quasi-linear equation of first
order by introduction of “Vanishing Viscosity”, „UMN‟ 14 (2(86)):159-164.
R.G. Vyas, (2006). Properties of Functions of Generalized Bounded Variation,Department of mathematics, Faculty of Science,
The Maharaja SarajiraoUniversity of Baroda, Vadodara-390002, Gujarat, India.
S. M. Nengem et al, “On the Convolution of functions of
– Bounded Variation and a Locally Compact Topological Group”,
IOSR Journals vol. 8, Issue 3, Sep.-Oct. 2013.
Vol‟pert, Aizik Isaakovich (1967). spaces BV and Quasi-Linear Equations,Matematicheskii sbornik, (N.S.) 73(115)(2):255-302

www.ijmsi.org

5|Page

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International Journal of Mathematics and Statistics Invention (IJMSI)

  • 1. International Journal of Mathematics and Statistics Invention (IJMSI) E-ISSN: 2321 – 4767 P-ISSN: 2321 - 4759 www.ijmsi.org Volume 2 Issue 1 ǁ January. 2014 ǁ PP-01-05 A comparative Study on Functions of Bounded Variation and Riemann Integral DR. A. K. Choudhary1, S. M. Nengem1, S. Musa1 1 Department of Mathematical Sciences, Adamawa State University, P.M.B. 25, Mubi, Nigeria ABSTRACT: the concept of bounded variation functions have many common characteristics with the notion of Riemann integral, however, in this paper, we examine the criteria for which a function belong to the two notions. We proved that a continuous function is of bounded variation if and only if it can be expressed as a difference of two monotonic increasing functions, and we concluded that an R – integrable function is also of bounded variation if and only if it can be expressed as a difference of two monotonic increasing functions. KEYWORDS: Bounded Variation Function, Riemann Integral, Continuous Function, Monotonic Increasing Function. I. INTRODUCTION Historically, the subject arose in an attempt to find lengths, areas and volumes of curve enclosed within the ordinates and the – axis. This area can be viewed as made up of a very large number of thin strips of area and the limit of the sum of the area of these strips tends to infinity, represent the area in question. Thus, historically the subject is based on the notion of the limit of a type of sum when the number of terms in the sum tends to infinity, each term tending to zero. The definition of integration from summation point of view is always associated with geometrical intuition and is applicable to those functions which may be represented graphically. As we know there are even many continuous functions which con not be represented graphically. Hence, it become all the more important and necessary to give a purely arithmetic treatment of the subject of integration which may be independent of all geometrical intuition and the notion of differentiation [3]. Riemann (1782-1867) was the first mathematician who give the satisfactory rigorous arithmetic treatment of integration and we shall follow the definition given by him. Riemann integration covers only bounded functions. Towards the end of the last century Thomas J. Stieltjes (1856-1894) introduce a broader concept of integration. Later on, early in the twentieth century (1902) Henry Lebesgue (1875-1941) developed the concept of measure of a set of real numbers and with it came a contribution of Lebesgue to the theory of integration [4]. The concept of functions of bounded variation has been well-known since Jordan gave the complete characterization of functions of bounded variation as a difference of two increasing functions in 1881. This class of functions immediately proved to be important in connection with the rectification of curves and with the Dirichlet‟s theorem on convergence of Fourier series. Functions of bounded variation exhibit so many interesting properties that make them a suitable class of functions in a variety of contexts with wide applications in pure and applied mathematics. Functions of bounded variation are precisely those with respect to which one may find Riemannstieltjes integrals of all continuous functions. Another characterization State that the function of bounded variation on a closed interval (as we shall prove letter) are exactly those ƒ which can be written as a difference g-h, where g and h are bounded monotone.One of the most important aspects of functions of bounded variation is that they form algebra of discontinuous functions whose first derivatives exist almost everywhere. Due to this fact, they can and frequently are used to define generalized solutions of nonlinear problems involving functional, ordinary and partial differential equations in mathematics, physics and engineering [2]. BV functions were first introduced by Jordan (1881) in an attempt dealing with the convergence of Fourier series [1]. After him, several authors applied BV functions to study Fourier series in several variables, geometric measure theory, calculus of variations and mathematical physics. Caccipoli and Giorgi used them to define measure of non-smooth bodies of sets (cacciopoli set). Oleinik introduced her view of generalized www.ijmsi.org 1|Page
  • 2. A comparative Study on Functions of Bounded… solution of nonlinear partial differential equations as functions from the space BV in the paper [5], and was able to construct a generalized solution of bounded variation of a first order differential equation. Few years later Edward D Conway and Joel A. Smaller applied BV functions to study a single nonlinear hyperbolic partial differential equation of first order, providing that the solution of the Cauchy problem for such equations is a function of bounded variation. Aizik developed extensively a calculus of BV functions in the paper [8]. He proved the chain rule for BV functions andhe jointly with his pupil Sergei explored extensively the properties of BV functions. His chain rule formula was later expanded by Ambrosio and Gianno. A real valued function ƒ on the real line is said to be of bounded variation (BV function) on a chosen interval [a,b]  R if its total variation is finite. That is, f  BV ( a , b )  V b ( f )   ∞ [6]. a II. PRELIMINARY Definition 1. A partition p: let be a closed bounded interval, by a partition p of finite subset of such that Such a partition p is often denoted by, we mean a } The points are called partitioning points of the partition p and the subsets are called the sub-intervals (sometimes they are called cells) of the partition p. the length of the subintervals is and is denoted by . The greatest of the length or . Thus Definition 2. Greatest lower bound real number m such that is defined as the norm of the partition p and is denoted by [4]. or infimum: given a subset S of real numbers, if there exists a finite Then, the set is said to be bounded below and the number m is called a lower bound of S [4]. Definition 3.Least Upper Bound or suprimum: Given a subset S of real numbers, if there exist a finite real number M such that number Then, the set S is said to be bounded above and the number is called the upper bound of S. if no such can be found, we say that the set is not bounded above [4]. Definition 4.Upper and Lower Riemann Sum: Let denote the (infimum) of in and be the partition of (suprimum) and denote the , we form the sums Then, is called the upper Riemann sum of on = corresponding to the partition is called the lower Riemann sum of corresponding to the partition . Clearly, the of the set U is and the of the set is . But since the set are both bounded posses and posses Definition 5. Lower and upper Riemann Integral: The least upper bound of the set Riemann integral of over and is denoted by Where is taken over all partitions of and is called the least . www.ijmsi.org 2|Page
  • 3. A comparative Study on Functions of Bounded… The greatest lower bound of the set denoted by Where is called the upper Riemann integral of is taken over all partitions of Definition 6. Let the lower Riemann integral be over and is and the upper Riemann integral be , then if [4]. , that is the lower and upper Riemann integral are equal, then we say that the Riemann integral of exist or that is Riemann integrable (or simply R – integrable). The common value of these integrals is called the Riemann integral [4]. Definition 7. Variation of a function ƒ: Let ƒ : [a ,b] → R be a function and let [c,d] be any closed interval of [a, b] if the set S = such that , is bounded then, the variation of ƒ on [c, d] is defined to be V(ƒ,[c, d]) = sup S. If S is unbounded then, the variation of ƒ is said to be ∞. A function ƒ is of bounded variation on [c, d], if V(ƒ,[c, d]) is finite [7] Definition 8. Let interval [a, b], we define be a function. For each partition of the Where the suprimum is taken over all partitions of the interval . If , we say that has bounded variation. Denoted by the collection of all functions of bounded variation on [7]. Properties BV[a,b]: The following are some well – known properties of the space of functions of . (1) If the function is monotone, then . (2) If , then is bounded on . (3) A function is of bounded variation of an interval if and only if it can be decomposed as a difference of increasing functions. (4) Every function of bounded variation has left- and right- hand limits at each point of its domain. (5) is Banach space endowed with the norm III. BASIC THEORIES Here we shall obtain the concept of Riemann integral from bounded variation function. Let and , let be any partition of and denote by the length of the largest interval that is For every partition of = we consider the sum exist a number with the property that for every there is a = is called the Riemann Stieltjes integral of of the sums for the sequence of partition of satisfying . There such that implies with respect to . Hence as a limit we get Now, if for , the integral above is the familiar Riemann integral of . Remark 1. From the above by deductive reasoning, we assert that if is a continuous function of bounded variation, then its Riemann integral necessarily exist. Theorem 2. If is continuous on , then www.ijmsi.org . [4]. 3|Page
  • 4. A comparative Study on Functions of Bounded… Proof: Let be any partition of with the norm . Since is continuous on the closed interval , therefore it is uniformly continuous on that interval. Hence (by definition) to every , there exist such that (1) For all points . Again since is continuous on it is bounded on and attains its infimum and suprimum on and so on every closed sub-intervals of , let attains its infimum and suprimum at some points respectively of . That is . Now where . Hence it follows from (1) that . Now . Since . Hence is – integrable on . Notice that the converse is not necessarily true. Theorem 3. If is monotone on , then [4]. Proof: let us suppose that is monotonically increasing on . If , then would be a constant function, then is R – integrable, therefore we assume that . Let be a partition of and let . Let the norm of the partition . Consider the sub intervals , let be the inf. and sup. Of respectively on . Since is monotonically increasing on , therefore , Hence, Now, that that taking we get . In a similar manner if . . It follows is monotonically decreasing on therefore it can be shown Theorem 4. A function of bounded variation is expressible as a difference of two monotonic increasing functions [4]. Proof: In other words, we need to show that if f is a function of bounded variation on [a, b], then there exist monotonic increasing functions g and h on [a, b] such that for , (1) (2) Proof: let us define g and h by so that (1) and (2) holds.Now for , we have (3) But since , therefore from (3), we have , which implies Therefore g is monotonic increasing on [a, b]. Similarly, we have , which implies Therefore is monotonic increasing on [a,b]. Hence f is expressible as a difference g-h of two monotonic increasing functions g, h on [a, b]. Theorem 5. If is a continuous function of bounded variation on on .Proof: (see [4]) www.ijmsi.org , then its variation function is continuous 4|Page
  • 5. A comparative Study on Functions of Bounded… Theorem 6. Ifthe variation function of is continuous on variation on . Proof: Let the variation function be continuous at such that Suppose we have , then , then is a continuous function of bounded . Let . And if , then and is continuous at . IV. be given, then there exist . Hence, RESULT In this section we present our result in the two remark below in form of deductive reasoning. Remark 1. From theorem 4, 5 and 6 we deduced that “a function is of bounded variation if and only if it can be expressed as a difference of two continuous monotonic increasing functions”. Proof: By theorem 4, if is a function of bounded variation on , then there exist monotone increasing functions on such that for Where g and h are defined by Now if is continuous function of bounded variation then is continuous by theorem 5 and consequently are continuous monotonic increasing functions. Conversely, if a continuous function can be expressed as a difference of two continuous monotonic increasing functions say , then from page 421 of [4] are functions of bounded variation on and so is their difference , that is is of bounded variation. Remark 2. Noticed that from theorem 2 we see that if is continuous on , then is R – integrable on . Hence, taking from the above remark, the following statement has sense; “an R – integrable function is also of bounded variation if and only if it can be expressed as a difference of two monotonic increasing functions”. V. CONCLUSION Functions of bounded variation and Riemann integrable functions have many interwoven concepts. Such properties as continuity and been monotonic are some example, however our study is concerned mainly on the relationship between the two notions. That is, an R – integrable function is also of bounded variation if and only if it can be expressed as a difference of two monotonic increasing functions. Though more effort from any interesting reader can also yield more result. REFERENCES [1] [2] [3] [4] [5] [6] [7] [8] C. Jordan (1881), “Sur la serie de Fourier”, Camptes rendus hebdomadairesdes séances de l‟Academie des sciences 92:228-230. E. Kreyszig (1978).“Introduction to Functional Analysis with Applications”,John Wiley & Sons, Inc. PP: 225-231. H. L. Royden (1989). Real Analysis, Stanford University, Macmillan PublishingCompany New York, Collier Macmillan Publishing London. PP: 49, 108-109. L. Prasad, “Real Analysis” (New Edition, 2008), Paramount Publications, Govind Mitra Road, Patna-4, pp 341-428. Oleinik, Olga A. (1959) “Construction of a Generalized Solution of the Cauchy‟sProblem for a quasi-linear equation of first order by introduction of “Vanishing Viscosity”, „UMN‟ 14 (2(86)):159-164. R.G. Vyas, (2006). Properties of Functions of Generalized Bounded Variation,Department of mathematics, Faculty of Science, The Maharaja SarajiraoUniversity of Baroda, Vadodara-390002, Gujarat, India. S. M. Nengem et al, “On the Convolution of functions of – Bounded Variation and a Locally Compact Topological Group”, IOSR Journals vol. 8, Issue 3, Sep.-Oct. 2013. Vol‟pert, Aizik Isaakovich (1967). spaces BV and Quasi-Linear Equations,Matematicheskii sbornik, (N.S.) 73(115)(2):255-302 www.ijmsi.org 5|Page