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The obstacle problem is a classic motivating example in the
mathematical 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 ...
study of variational inequalities and free boundary problems. The problem is to find the equilibrium position of an elastic membrane whose boundary is held fixed, and which is constrained to lie above a given obstacle. It is deeply related to the study of minimal surfaces and the capacity of a set in
potential theory In mathematics and mathematical physics, potential theory is the study of harmonic functions. The term "potential theory" was coined in 19th-century physics when it was realized that two fundamental forces of nature known at the time, namely gra ...
as well. Applications include the study of fluid filtration in porous media, constrained heating, elasto-plasticity, optimal control, and financial mathematics.See . The mathematical formulation of the problem is to seek minimizers of the Dirichlet energy functional, :J = \int_D , \nabla u, ^2 \mathrmx in some domains ''D'' where the functions ''u'' represent the vertical displacement of the membrane. In addition to satisfying Dirichlet boundary conditions corresponding to the fixed boundary of the membrane, the functions ''u'' are in addition constrained to be greater than some given ''obstacle'' function ''\phi''(x). The solution breaks down into a region where the solution is equal to the obstacle function, known as the ''contact set,'' and a region where the solution is above the obstacle. The interface between the two regions is the ''free boundary.'' In general, the solution is continuous and possesses
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 ...
first derivatives, but that the solution is generally discontinuous in the second derivatives across the free boundary. The free boundary is characterized as a Hölder continuous surface except at certain singular points, which reside on a smooth manifold.


Historical note


Motivating problems


Shape of a membrane above an obstacle

The obstacle problem arises when one considers the shape taken by a soap film in a domain whose boundary position is fixed (see Plateau's problem), with the added constraint that the membrane is constrained to lie above some obstacle ''\phi''(x) in the interior of the domain as well.See . In this case, the energy functional to be minimized is the surface area integral, or :J(u) = \int_D \sqrt\,\mathrmx. This problem can be ''linearized'' in the case of small perturbations by expanding the energy functional in terms of its
Taylor series In mathematics, the Taylor series or Taylor expansion of a function is an infinite sum of terms that are expressed in terms of the function's derivatives at a single point. For most common functions, the function and the sum of its Taylor se ...
and taking the first term only, in which case the energy to be minimized is the standard Dirichlet energy :J(u) = \int_D , \nabla u, ^2 \mathrmx.


Optimal stopping

The obstacle problem also arises in
control theory Control theory is a field of mathematics that deals with the control of dynamical systems in engineered processes and machines. The objective is to develop a model or algorithm governing the application of system inputs to drive the system to a ...
, specifically the question of finding the optimal stopping time for a stochastic process with payoff function ''\phi''(x). In the simple case wherein the process is
Brownian motion Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas). This pattern of motion typically consists of random fluctuations in a particle's position insi ...
, and the process is forced to stop upon exiting the domain, the solution u(x) of the obstacle problem can be characterized as the expected value of the payoff, starting the process at x, if the optimal stopping strategy is followed. The stopping criterion is simply that one should stop upon reaching the ''contact set''.


Formal statement

Suppose the following data is given: #an
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bounded Boundedness or bounded may refer to: Economics * Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision * Bounded e ...
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 *Do ...
D ⊂ ℝ''n'' with smooth boundary #a
smooth function 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 ...
f (x) on ∂D (the boundary of D) #a smooth function ''\varphi''(x) defined on all of D such that \scriptstyle\varphi, _ < f, i.e. the restriction of ''\varphi''(x) to the boundary of D (its trace) is less than f. Then consider the set :K = \left\, which is a closed
convex Convex or convexity may refer to: Science and technology * Convex lens, in optics Mathematics * Convex set, containing the whole line segment that joins points ** Convex polygon, a polygon which encloses a convex set of points ** Convex polytop ...
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 o ...
of 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 ...
of square integrable functions with square integrable weak first derivatives, containing precisely those functions with the desired boundary conditions which are also above the obstacle. The solution to the obstacle problem is the function which minimizes the energy
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 ...
:J(u) = \int_D , \nabla u, ^2\mathrmx over all functions u(x) belonging to K; the existence of such a minimizer is assured by considerations of
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natu ...
theory.


Alternative formulations


Variational inequality

The obstacle problem can be reformulated as a standard problem in the theory of variational inequalities on
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natu ...
s. Seeking the energy minimizer in the set ''K'' of suitable functions is equivalent to seeking : u \in K such that \int_D\langle , \rangle \mathrmx \geq 0\qquad\forall v \in K, where ⟨ . , . ⟩ : ℝ''n'' × ℝ''n'' → ℝ is the ordinary scalar product in the finite-dimensional real
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 ...
ℝ''n''. This is a special case of the more general form for variational inequalities on Hilbert spaces, whose solutions are functions ''u'' in some closed convex subset ''K'' of the overall space, such that :a(u,v-u) \geq f(v-u)\qquad\forall v \in K.\, for coercive,
real-valued In mathematics, value may refer to several, strongly related notions. In general, a mathematical value may be any definite mathematical object. In elementary mathematics, this is most often a number – for example, a real number such as or an ...
,
bounded Boundedness or bounded may refer to: Economics * Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision * Bounded e ...
bilinear form In mathematics, a bilinear form is a bilinear map on a vector space (the elements of which are called '' vectors'') over a field ''K'' (the elements of which are called '' scalars''). In other words, a bilinear form is a function that is lin ...
s a(u,v) and bounded
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 , th ...
s f(v).See .


Least superharmonic function

A variational argument shows that, away from the contact set, the solution to the obstacle problem is harmonic. A similar argument which restricts itself to variations that are positive shows that the solution is superharmonic on the contact set. Together, the two arguments imply that the solution is a superharmonic function. In fact, an application of the
maximum principle In the mathematical fields of partial differential equations and geometric analysis, the maximum principle is any of a collection of results and techniques of fundamental importance in the study of elliptic and parabolic differential equations. ...
then shows that the solution to the obstacle problem is the least superharmonic function in the set of admissible functions.


Regularity properties


Optimal regularity

The solution to the obstacle problem has \scriptstyle C^ regularity, or
bounded Boundedness or bounded may refer to: Economics * Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision * Bounded e ...
second derivatives, when the obstacle itself has these properties. More precisely, the solution's modulus of continuity and the modulus of continuity for its
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. ...
are related to those of the obstacle. #If the obstacle \scriptstyle\phi(x) has modulus of continuity \scriptstyle\sigma(r), that is to say that \scriptstyle, \phi(x) - \phi(y), \leq \sigma(, x-y, ), then the solution \scriptstyle u(x) has modulus of continuity given by \scriptstyle C\sigma(2r), where the constant depends only on the domain and not the obstacle. #If the obstacle's first derivative has modulus of continuity \scriptstyle\sigma(r), then the solution's first derivative has modulus of continuity given by \scriptstyle C r \sigma(2r), where the constant again depends only on the domain.


Level surfaces and the free boundary

Subject to a degeneracy condition, level sets of the difference between the solution and the obstacle, \scriptstyle\ for \scriptstyle t > 0 are \scriptstyle C^ surfaces. The free boundary, which is the boundary of the set where the solution meets the obstacle, is also \scriptstyle C^ except on a set of ''singular points,'' which are themselves either isolated or locally contained on a \scriptstyle C^1 manifold.See .


Generalizations

The theory of the obstacle problem is extended to other divergence form uniformly elliptic operators, and their associated energy functionals. It can be generalized to degenerate elliptic operators as well. The double obstacle problem, where the function is constrained to lie above one obstacle function and below another, is also of interest. The Signorini problem is a variant of the obstacle problem, where the energy functional is minimized subject to a constraint which only lives on a surface of one lesser dimension, which includes the ''boundary obstacle problem'', where the constraint operates on the boundary of the domain. The parabolic, time-dependent cases of the obstacle problem and its variants are also objects of study.


See also

* Minimal surface * Variational inequality * Signorini problem


Notes


Historical references

*. "''Leonida Tonelli and the Pisa mathematical school''" is a survey of the work of Tonelli in
Pisa Pisa ( , or ) is a city and ''comune'' in Tuscany, central Italy, straddling the Arno just before it empties into the Ligurian Sea. It is the capital city of the Province of Pisa. Although Pisa is known worldwide for its leaning tower, the ...
and his influence on the development of the school, presented at the ''International congress in occasion of the celebration of the centenary of birth of Mauro Picone and Leonida Tonelli'' (held in
Rome , established_title = Founded , established_date = 753 BC , founder = King Romulus ( legendary) , image_map = Map of comune of Rome (metropolitan city of Capital Rome, region Lazio, Italy).svg , map_caption ...
on May 6–9, 1985). The Author was one of his pupils and, after his death, held his chair of mathematical analysis at the
University of Pisa The University of Pisa ( it, Università di Pisa, UniPi), officially founded in 1343, is one of the oldest universities in Europe. History The Origins The University of Pisa was officially founded in 1343, although various scholars place ...
, becoming dean of the faculty of sciences and then rector: he exerted a strong positive influence on the development of the university.


References

* *. A set of lecture notes surveying "''without too many precise details, the basic theory of probability, random differential equations and some applications''", as the author himself states. *. *. * *


External links

*{{Citation , last = Caffarelli , first = Luis , author-link = Luis Caffarelli , title = The Obstacle Problem , place = , publisher = , series = draft from the
Fermi Lecture Enrico Fermi (; 29 September 1901 – 28 November 1954) was an Italian (later naturalized American) physicist and the creator of the world's first nuclear reactor, the Chicago Pile-1. He has been called the "architect of the nuclear age" and ...
s , date=August 1998 , page = 45 , language = , url = http://www.ma.utexas.edu/users/combs/obstacle-long.pdf , accessdate = July 11, 2011 , ref=none , delivered by the author at the Scuola Normale Superiore in 1998. Partial differential equations Calculus of variations