In
multivariable calculus
Multivariable calculus (also known as multivariate calculus) is the extension of calculus in one variable to calculus with functions of several variables: the differentiation and integration of functions involving multiple variables ('' mult ...
, an initial value problem (IVP) is an
ordinary differential equation
In mathematics, an ordinary differential equation (ODE) is a differential equation (DE) dependent on only a single independent variable (mathematics), variable. As with any other DE, its unknown(s) consists of one (or more) Function (mathematic ...
together with an
initial condition which specifies the value of the unknown
function at a given point in the
domain. Modeling a system in
physics
Physics is the scientific study of matter, its Elementary particle, fundamental constituents, its motion and behavior through space and time, and the related entities of energy and force. "Physical science is that department of knowledge whi ...
or other sciences frequently amounts to solving an initial value problem. In that context, the differential initial value is an equation which specifies how the system
evolves with time given the initial conditions of the problem.
Definition
An initial value problem is a differential equation
:
with
where
is an open set of
,
together with a point in the domain of
:
called the
initial condition.
A solution to an initial value problem is a function
that is a solution to the differential equation and satisfies
:
In higher dimensions, the differential equation is replaced with a family of equations
, and
is viewed as the vector
, most commonly associated with the position in space. More generally, the unknown function
can take values on infinite dimensional spaces, such as
Banach space
In mathematics, more specifically in functional analysis, a Banach space (, ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between vectors and ...
s or spaces of
distributions.
Initial value problems are extended to higher orders by treating the derivatives in the same way as an independent function, e.g.
.
Existence and uniqueness of solutions
The
Picard–Lindelöf theorem guarantees a unique solution on some interval containing ''t''
0 if ''f'' is continuous on a region containing ''t''
0 and ''y''
0 and satisfies the
Lipschitz condition on the variable ''y''.
The proof of this theorem proceeds by reformulating the problem as an equivalent
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 ...
. The integral can be considered an operator which maps one function into another, such that the solution is a
fixed point of the operator. The
Banach fixed point theorem is then invoked to show that there exists a unique fixed point, which is the solution of the initial value problem.
An older proof of the Picard–Lindelöf theorem constructs a sequence of functions which converge to the solution of the integral equation, and thus, the solution of the initial value problem. Such a construction is sometimes called "Picard's method" or "the method of successive approximations". This version is essentially a special case of the Banach fixed point theorem.
Hiroshi Okamura obtained a
necessary and sufficient condition for the solution of an initial value problem to be unique. This condition has to do with the existence of a
Lyapunov function for the system.
In some situations, the function ''f'' is not of
class ''C''1, or even
Lipschitz, so the usual result guaranteeing the local existence of a unique solution does not apply. The
Peano existence theorem however proves that even for ''f'' merely continuous, solutions are guaranteed to exist locally in time; the problem is that there is no guarantee of uniqueness. The result may be found in Coddington & Levinson (1955, Theorem 1.3) or Robinson (2001, Theorem 2.6). An even more general result is the
Carathéodory existence theorem, which proves existence for some discontinuous functions ''f''.
Examples
A simple example is to solve
and
. We are trying to find a formula for
that satisfies these two equations.
Rearrange the equation so that
is on the left hand side
:
Now integrate both sides with respect to
(this introduces an unknown constant
).
:
:
Eliminate the logarithm with exponentiation on both sides
:
Let
be a new unknown constant,
, so
:
Now we need to find a value for
. Use
as given at the start and substitute 0 for
and 19 for
:
:
this gives the final solution of
.
;Second example
The solution of
:
can be found to be
:
Indeed,
:
:
Third example
The solution of
Applying initial conditions we get
, hence the solution:
.
However, the following function is also a solution of the initial value problem:
The function is differentiable everywhere and continuous, while satisfying the differential equation as well as the initial value problem. Thus, this is an example of such a problem with infinite number of solutions.
Notes
See also
*
Boundary value problem
*
Constant of integration
*
Integral curve
In mathematics, an integral curve is a parametric curve that represents a specific solution to an ordinary differential equation or system of equations.
Name
Integral curves are known by various other names, depending on the nature and interpre ...
*
Norton's dome
References
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{{Authority control
Boundary conditions
it:Problema ai valori iniziali