Everything about Weak Derivative totally explained
In
mathematics, a
weak derivative is a generalization of the concept of the
derivative of a
function (
strong derivative) for functions not assumed
differentiable, but only
integrable, for example to lie in the
Lebesgue space . See
distributions for an even more general definition.
Definition
Let
be a function in the Lebesgue space
. We say that
in
is a
weak derivative of
if,
»
for
all continuously
differentiable functions
with
.
Generalizing to
dimensions, if
and
are in the space
This isn't the only weak derivative for
u: any
w that's equal to
v almost everywhere is also a weak derivative for
u. Usually, this isn't a problem, since in the theory of
Lp spaces and
Sobolev spaces, functions that are equal almost everywhere are identified.
Properties
If two functions are weak derivatives of the same function, they're equal except on a set with
Lebesgue measure zero, for example, they're equal
almost everywhere. If we consider equivalence classes of functions, where two functions are equivalent if they're equal almost everywhere, then the weak derivative is unique.
Also, if
u is differentiable in the conventional sense then its weak derivative is identical (in the sense given above) to its conventional (strong) derivative. Thus the weak derivative is a generalization of the strong one. Furthermore, the classical rules for derivatives of sums and products of functions also hold for the weak derivative.
Extensions
This concept gives rise to the definition
weak solutions in
Sobolev spaces, which are useful for problems of
differential equations and in
functional analysis.
Further Information
Get more info on 'Weak Derivative'.
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