Volterra Integral Equation
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In
mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
, the Volterra integral equations are a special type of
integral equation In mathematical analysis, 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,\ldots,x_n ; u(x_1,x_2 ...
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 operato ...
, 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 given ...
, 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 operation (mathematics), mathematical operation on two function (mathematics), functions f and g that produces a third function f*g, as the integral of the product of the two ...
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 learnin ...
. Such equations can be analyzed and solved by means of
Laplace transform In mathematics, the Laplace transform, named after Pierre-Simon Laplace (), is an integral transform that converts a Function (mathematics), function of a Real number, real Variable (mathematics), variable (usually t, in the ''time domain'') to a f ...
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 and theoretical biology, mathematical biology and Integral equation, integral equations, being one of the ...
and then studied by Traian Lalescu 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 th ...
. In 1911, Lalescu wrote the first book ever on integral equations. Volterra integral equations find application in
demography Demography () is the statistical study of human populations: their size, composition (e.g., ethnic group, age), and how they change through the interplay of fertility (births), mortality (deaths), and migration. Demographic analysis examine ...
as Lotka's integral equation, the study of
viscoelastic In materials science and continuum mechanics, viscoelasticity is the property of materials that exhibit both Viscosity, viscous and Elasticity (physics), elastic characteristics when undergoing deformation (engineering), deformation. Viscous mate ...
materials, in
actuarial science Actuarial science is the discipline that applies mathematics, mathematical and statistics, statistical methods to Risk assessment, assess risk in insurance, pension, finance, investment and other industries and professions. Actuary, Actuaries a ...
through the renewal equation, and in
fluid mechanics Fluid mechanics is the branch of physics concerned with the mechanics of fluids (liquids, gases, and plasma (physics), plasmas) and the forces on them. Originally applied to water (hydromechanics), it found applications in a wide range of discipl ...
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 (or trapezium rule in British English) is a technique for numerical integration, i.e., approximating the definite integral: \int_a^b f(x) \, dx. The trapezoidal rule works by approximating the region under the ...
, 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 (: matrices or matrixes) or MATRIX may refer to: Science and mathematics * Matrix (mathematics), a rectangular array of numbers, symbols or expressions * Matrix (logic), part of a formula in prenex normal form * Matrix (biology), the m ...
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 theory, statistics and related fields, a Poisson point process (also known as: Poisson random measure, Poisson random point field and Poisson point field) is a type of mathematical object that consists of Point (geometry), points ...
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 term ...
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 ...
*
Integral equation In mathematical analysis, 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,\ldots,x_n ; u(x_1,x_2 ...
*
Integro-differential equation In mathematics, an integro-differential equation is an equation that involves both integrals and derivatives of a function (mathematics), function. General first order linear equations The general first-order, linear (only with respect to the t ...


References


Further reading

*Traian Lalescu, ''Introduction à la théorie des équations intégrales. Avec une préface de É. Picard'',
Paris Paris () is the Capital city, capital and List of communes in France with over 20,000 inhabitants, largest city of France. With an estimated population of 2,048,472 residents in January 2025 in an area of more than , Paris is the List of ci ...
: 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
Eponymous equations of mathematics Integral equations