In
numerical analysis
Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic computation, symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of ...
, order of accuracy quantifies the
rate of convergence of a numerical approximation of a
differential equation to the exact solution.
Consider
, the exact solution to a differential equation in an appropriate
normed space
The Ateliers et Chantiers de France (ACF, Workshops and Shipyards of France) was a major shipyard that was established in Dunkirk, France, in 1898.
The shipyard boomed in the period before World War I (1914–18), but struggled in the inter-war p ...
. Consider a numerical approximation
, where
is a parameter characterizing the approximation, such as the step size in a finite difference scheme or the diameter of the cells in a
finite element method
Finite element method (FEM) is a popular method for numerically solving differential equations arising in engineering and mathematical modeling. Typical problem areas of interest include the traditional fields of structural analysis, heat tran ...
.
The numerical solution
is said to be
th-order accurate if the error
is proportional to the step-size
to the
th power:
:
where the constant
is independent of
and usually depends on the solution
.
Using the
big O notation
Big ''O'' notation is a mathematical notation that describes the asymptotic analysis, limiting behavior of a function (mathematics), function when the Argument of a function, argument tends towards a particular value or infinity. Big O is a memb ...
an
th-order accurate numerical method is notated as
:
This definition is strictly dependent on the norm used in the space; the choice of such norm is fundamental to estimate the rate of convergence and, in general, all numerical errors correctly.
The size of the error of a first-order accurate approximation is directly proportional to
.
Partial differential equations
In mathematics, a partial differential equation (PDE) is an equation which involves a multivariable function and one or more of its partial derivatives.
The function is often thought of as an "unknown" that solves the equation, similar to how ...
which vary over both time and space are said to be accurate to order
in time and to order
in space.
References
Numerical analysis
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