Volterra Equation
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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 ...
, the Volterra integral equations are a special type of
integral equation In mathematics, integral equations are equations in which an unknown function appears under an integral sign. In mathematical notation, integral equations may thus be expressed as being of the form: f(x_1,x_2,x_3,...,x_n ; u(x_1,x_2,x_3,...,x_n) ...
s. They are divided into two groups referred to as the first and the second kind. A linear Volterra equation of the first kind is : f(t) = \int_a^t K(t,s)\,x(s)\,ds where ''f'' is a given function and ''x'' is an unknown function to be solved for. A linear Volterra equation of the second kind is : x(t) = f(t) + \int_a^t K(t,s)x(s)\,ds. In
operator theory In mathematics, operator theory is the study of linear operators on function spaces, beginning with differential operators and integral operators. The operators may be presented abstractly by their characteristics, such as bounded linear operators ...
, and in
Fredholm theory In mathematics, Fredholm theory is a theory of integral equations. In the narrowest sense, Fredholm theory concerns itself with the solution of the Fredholm integral equation. In a broader sense, the abstract structure of Fredholm's theory is giv ...
, the corresponding operators are called Volterra operators. A useful method to solve such equations, the Adomian decomposition method, is due to George Adomian. A linear Volterra integral equation is a
convolution In mathematics (in particular, functional analysis), convolution is a mathematical operation on two functions ( and ) that produces a third function (f*g) that expresses how the shape of one is modified by the other. The term ''convolution'' ...
equation if : x(t) = f(t) + \int_^t K(t-s)x(s)\,ds. The function K in the integral is called the
kernel Kernel may refer to: Computing * Kernel (operating system), the central component of most operating systems * Kernel (image processing), a matrix used for image convolution * Compute kernel, in GPGPU programming * Kernel method, in machine learn ...
. Such equations can be analyzed and solved by means of
Laplace transform In mathematics, the Laplace transform, named after its discoverer Pierre-Simon Laplace (), is an integral transform that converts a function of a real variable (usually t, in the '' time domain'') to a function of a complex variable s (in the ...
techniques. For a weakly singular kernel of the form K(t,s) = (t^2-s^2)^ with 0<\alpha<1, Volterra integral equation of the first kind can conveniently be transformed into a classical Abel integral equation. The Volterra integral equations were introduced by
Vito Volterra Vito Volterra (, ; 3 May 1860 – 11 October 1940) was an Italian mathematician and physicist, known for his contributions to mathematical biology and integral equations, being one of the founders of functional analysis. Biography Born in An ...
and then studied by
Traian Lalescu Traian Lalescu (; 12 July 1882 – 15 June 1929) was a Romanian mathematician. His main focus was on integral equations and he contributed to work in the areas of functional equations, trigonometric series, mathematical physics, geometry, mechani ...
in his 1908 thesis, ''Sur les équations de Volterra'', written under the direction of
Émile Picard Charles Émile Picard (; 24 July 1856 – 11 December 1941) was a French mathematician. He was elected the fifteenth member to occupy seat 1 of the Académie française in 1924. Life He was born in Paris on 24 July 1856 and educated there at ...
. In 1911, Lalescu wrote the first book ever on integral equations. Volterra integral equations find application in
demography Demography () is the statistical study of populations, especially human beings. Demographic analysis examines and measures the dimensions and dynamics of populations; it can cover whole societies or groups defined by criteria such as ed ...
as Lotka's integral equation, the study of
viscoelastic In materials science and continuum mechanics, viscoelasticity is the property of materials that exhibit both viscous and elastic characteristics when undergoing deformation. Viscous materials, like water, resist shear flow and strain linearly ...
materials, in actuarial science through the renewal equation, and in
fluid mechanics Fluid mechanics is the branch of physics concerned with the mechanics of fluids ( liquids, gases, and plasmas) and the forces on them. It has applications in a wide range of disciplines, including mechanical, aerospace, civil, chemical and ...
to describe the flow behavior near finite-sized boundaries.


Conversion of Volterra equation of the first kind to the second kind

A linear Volterra equation of the first kind can always be reduced to a linear Volterra equation of the second kind, assuming that K(t,t) \neq 0. Taking the derivative of the first kind Volterra equation gives us: = \int_^x(s)ds + K(t,t)x(t)Dividing through by K(t,t) yields:x(t) = - \int_^x(s)dsDefining \widetilde(t) = and \widetilde(t,s) = - completes the transformation of the first kind equation into a linear Volterra equation of the second kind.


Numerical solution using trapezoidal rule

A standard method for computing the numerical solution of a linear Volterra equation of the second kind is the
trapezoidal rule In calculus, the trapezoidal rule (also known as the trapezoid rule or trapezium rule; see Trapezoid for more information on terminology) is a technique for approximating the definite integral. \int_a^b f(x) \, dx. The trapezoidal rule works by ...
, which for equally-spaced subintervals \Delta x is given by:\int_^f(x)dx \approx \left (x_) + 2\sum_^ f(x_) + f(x_) \right /math>Assuming equal spacing for the subintervals, the integral component of the Volterra equation may be approximated by:\int_^K(t,s)x(s)ds \approx \left (t,s_)x(s_) + 2K(t,s_)x(s_) + \cdots + 2K(t,s_)x(s_) + K(t,s_)x(s_) \right /math>Defining x_ = x(s_), f_ = f(t_), and K_ = K(t_,s_), we have the system of linear equations:\begin x_ &= f_ \\ x_ &= f_ + \left(K_x_ + K_x_ \right ) \\ x_ &= f_ + \left(K_x_ + 2K_x_ + K_x_ \right ) \\ &\vdots \\ x_ &= f_ + \left(K_x_ + 2K_x_ + \cdots + 2K_x_ + K_x_ \right ) \endThis is equivalent to the
matrix Matrix most commonly refers to: * ''The Matrix'' (franchise), an American media franchise ** '' The Matrix'', a 1999 science-fiction action film ** "The Matrix", a fictional setting, a virtual reality environment, within ''The Matrix'' (franchi ...
equation:x = f + Mx \implies x = (I-M)^fFor well-behaved kernels, the trapezoidal rule tends to work well.


Application: Ruin theory

One area where Volterra integral equations appear is in
ruin theory In actuarial science and applied probability, ruin theory (sometimes risk theory or collective risk theory) uses mathematical models to describe an insurer's vulnerability to insolvency/ruin. In such models key quantities of interest are the proba ...
, the study of the risk of insolvency in actuarial science. The objective is to quantify the probability of ruin \psi(u) = \mathbb tau(u) < \infty/math>, where u is the initial surplus and \tau(u) is the time of ruin. In the classical model of ruin theory, the net cash position X_ is a function of the initial surplus, premium income earned at rate c, and outgoing claims \xi:X_ = u + ct - \sum_^\xi_, \quad t \geq 0 where N_ is a
Poisson process In probability, statistics and related fields, a Poisson point process is a type of random mathematical object that consists of points randomly located on a mathematical space with the essential feature that the points occur independently of one ...
for the number of claims with intensity \lambda. Under these circumstances, the ruin probability may be represented by a Volterra integral equation of the form:\psi(u) = \int_^S(x)dx + \int_^\psi(u-x)S(x)dx where S(\cdot) is the
survival function The survival function is a function that gives the probability that a patient, device, or other object of interest will survive past a certain time. The survival function is also known as the survivor function or reliability function. The te ...
of the claims distribution.


See also

*
Fredholm integral equation In mathematics, the Fredholm integral equation is an integral equation whose solution gives rise to Fredholm theory, the study of Fredholm kernels and Fredholm operators. The integral equation was studied by Ivar Fredholm. A useful method to so ...
*
Integral equation In mathematics, integral equations are equations in which an unknown function appears under an integral sign. In mathematical notation, integral equations may thus be expressed as being of the form: f(x_1,x_2,x_3,...,x_n ; u(x_1,x_2,x_3,...,x_n) ...
*
Integro-differential equation In mathematics, an integro-differential equation is an equation that involves both integrals and derivatives of a function. General first order linear equations The general first-order, linear (only with respect to the term involving deriva ...


References


Further reading

*Traian Lalescu, ''Introduction à la théorie des équations intégrales. Avec une préface de É. Picard'',
Paris Paris () is the capital and most populous city of France, with an estimated population of 2,165,423 residents in 2019 in an area of more than 105 km² (41 sq mi), making it the 30th most densely populated city in the world in 2020. Si ...
: A. Hermann et Fils, 1912. VII + 152 pp. * * *
Integral Equations: Exact Solutions
at EqWorld: The World of Mathematical Equations *{{Cite book , last1=Press , first1=WH , last2=Teukolsky , first2=SA , last3=Vetterling , first3=WT , last4=Flannery , first4=BP , year=2007 , title=Numerical Recipes: The Art of Scientific Computing , edition=3rd , publisher=Cambridge University Press , publication-place=New York , isbn=978-0-521-88068-8 , chapter=Section 19.2. Volterra Equations , chapter-url=http://apps.nrbook.com/empanel/index.html#pg=992


External links


IntEQ: a Python package for numerically solving Volterra integral equations
Integral equations