In mathematics, differential inclusions are a generalization of the concept of
ordinary differential equation
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 w ...
of the form
:
where ''F'' is a
multivalued map, i.e. ''F''(''t'', ''x'') is a ''set'' rather than a single point in
. Differential inclusions arise in many situations including
differential variational inequalities,
projected dynamical system Projected dynamical systems is a mathematical theory investigating the behaviour of dynamical systems where solutions are restricted to a constraint set. The discipline shares connections to and applications with both the static world of optimizatio ...
s, Moreau's sweeping process, linear and nonlinear complementarity dynamical systems, discontinuous ordinary differential equations, switching dynamical systems, and
fuzzy set
In mathematics, fuzzy sets (a.k.a. uncertain sets) are sets whose elements have degrees of membership. Fuzzy sets were introduced independently by Lotfi A. Zadeh in 1965 as an extension of the classical notion of set.
At the same time, defined a ...
arithmetic.
For example, the basic rule for Coulomb friction is that the friction force has magnitude ''μN'' in the direction opposite to the direction of slip, where ''N'' is the normal force and ''μ'' is a constant (the friction coefficient). However, if the slip is zero, the friction force can be ''any'' force in the correct plane with magnitude smaller than or equal to ''μN''. Thus, writing the friction force as a function of position and velocity leads to a set-valued function.
In differential inclusion, we not only take a set valued map at the right hand side but also we can take a subset of a Euclidean space
for some
as following way. Let
and
Our main purpose is to find a
function
satisfying the differential inclusion
a.e. in
where
is an open bounded set.
Theory
Existence theory usually assumes that ''F''(''t'', ''x'') is an
upper hemicontinuous In mathematics, the notion of the continuity of functions is not immediately extensible to multivalued mappings or correspondences between two sets ''A'' and ''B''.
The dual concepts of upper hemicontinuity and lower hemicontinuity facilitate su ...
function of ''x'', measurable in ''t'', and that ''F''(''t'', ''x'') is a closed, convex set for all ''t'' and ''x''.
Existence of solutions for the initial value problem
:
for a sufficiently small time interval
\scriptstyle_\Vert_x(t)\Vert\,\to\,\infty_as__for_a_finite_).
Existence_theory_for_differential_inclusions_with_non-convex_''F''(''t'', ''x'')_is_an_active_area_of_research.
Uniqueness_of_solutions_usually_requires_other_conditions.__
For_example,_suppose__satisfies_a_Lipschitz_continuity#One-sided_Lipschitz.html" ;"title="'t''0, ''t''0 + ''ε''), ''ε'' > 0 then follows.
Global existence can be shown provided ''F'' does not allow "blow-up" ( as for a finite ).
Existence theory for differential inclusions with non-convex ''F''(''t'', ''x'') is an active area of research.
Uniqueness of solutions usually requires other conditions.
For example, suppose satisfies a Lipschitz continuity#One-sided Lipschitz">one-sided Lipschitz condition:
:
for some ''C'' for all ''x''
1 and ''x''
2. Then the initial value problem
:
has a unique solution.
This is closely related to the theory of maximal monotone operators, as developed by Minty and Haïm Brezis.
Aleksei Fedorovich Filippov, Filippov's theory only allows for discontinuities in the derivative
, but allows no discontinuities in the state, i.e.
need be continuous.
Schatzman and later
Moreau (who gave it the currently accepted name) extended the notion to ''measure differential inclusion'' (MDI) in which the inclusion is evaluated by taking the
limit from above
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 approaches ...
for
.
[ ]
Applications
Differential inclusions can be used to understand and suitably interpret discontinuous ordinary differential equations, such as arise for
Coulomb friction
Friction is the force resisting the relative motion of solid surfaces, fluid layers, and material elements sliding against each other. There are several types of friction:
*Dry friction is a force that opposes the relative lateral motion of ...
in mechanical systems and ideal switches in power electronics. An important contribution has been made by A. F. Filippov, who studied regularizations of discontinuous equations. Further, the technique of regularization was used by
N.N. Krasovskii in the theory of
differential game In game theory, differential games are a group of problems related to the modeling and analysis of conflict in the context of a dynamical system. More specifically, a state variable or variables evolve over time according to a differential equatio ...
s.
Differential inclusions are also found at the foundation of
non-smooth dynamical systems (NSDS) analysis,
which is used in the ''analog'' study of switching electrical circuits using idealized component equations (for example using idealized, straight vertical lines for the
sharply exponential forward and breakdown conduction regions of a diode characteristic)
and in the study of certain
non-smooth mechanical system such as
stick-slip oscillations in systems with
dry friction or the dynamics of
impact
Impact may refer to:
* Impact (mechanics), a high force or shock (mechanics) over a short time period
* Impact, Texas, a town in Taylor County, Texas, US
Science and technology
* Impact crater, a meteor crater caused by an impact event
* Impact ...
phenomena.
Software that solves NSDS systems exists, such as
INRIA
The National Institute for Research in Digital Science and Technology (Inria) () is a French national research institution focusing on computer science and applied mathematics.
It was created under the name ''Institut de recherche en informatiq ...
's
Siconos
SICONOS is an Open Source scientific software primarily targeted at
modeling and simulating non-smooth dynamical systems (NSDS):
* Mechanical systems (Rigid body or solid) with Unilateral contact and Coulomb friction as we find in Non-smooth mec ...
.
In continuous function when
Fuzzy concept
A fuzzy concept is a kind of concept of which the boundaries of application can vary considerably according to context or conditions, instead of being fixed once and for all. This means the concept is vague in some way, lacking a fixed, precise mea ...
is used in differential inclusion a new concept comes as
Fuzzy differential inclusion Fuzzy differential inclusion is tha culmination of Fuzzy concept and Differential inclusion introduced by Lotfi A. Zadeh which became popular.
x' (t) \epsilon f(t , x(t)\alpha , x(0) \epsilon _0\alpha
f(t,x(t)] is a fuzzy valued conti ...
which has application in
Atmospheric dispersion modeling
Atmospheric dispersion modeling is the mathematical simulation of how air pollutants disperse in the ambient atmosphere. It is performed with computer programs that include algorithms to solve the mathematical equations that govern the pollutant ...
and
Cybernetics
Cybernetics is a wide-ranging field concerned with circular causality, such as feedback, in regulatory and purposive systems. Cybernetics is named after an example of circular causal feedback, that of steering a ship, where the helmsperson m ...
in
Medical imaging
Medical imaging is the technique and process of imaging the interior of a body for clinical analysis and medical intervention, as well as visual representation of the function of some organs or tissues (physiology). Medical imaging seeks to rev ...
.
See also
*
Stiffness
Stiffness is the extent to which an object resists deformation in response to an applied force.
The complementary concept is flexibility or pliability: the more flexible an object is, the less stiff it is.
Calculations
The stiffness, k, of a b ...
, which affects ODEs/DAEs for functions with "sharp turns" and which affects numerical convergence
References
*
*
*
*
* {{cite book, first1=A.F. , last1=Filippov , title=Differential equations with discontinuous right-hand sides, publisher=Kluwer Academic Publishers Group , year=1988 , isbn=90-277-2699-X
Dynamical systems
Variational analysis