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Energetic space

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Energetic space

In mathematics, more precisely in functional analysis, an energetic space is, intuitively, a subspace of a given real Hilbert space equipped with a new "energetic" inner product. The motivation for the name comes from physics, as in many physical problems the energy of a system can be expressed in terms of the energetic inner product. An example of this will be given later in the article.

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Energetic space

Formally, consider a real Hilbert space X with the inner product ( | ) and the norm . Let Y be a linear subspace of X and B : Y X be a strongly monotone symmetric linear operator, that is, a linear operator satisfying

  • ( B u | v ) = ( u | B v ) for all u , v in Y
  • ( B u | u ) c u 2 for some constant c > 0 and all u in Y .
  • The energetic inner product is defined as

    ( u | v ) E = ( B u | v ) for all u , v in Y

    and the energetic norm is

    u E = ( u | u ) E 1 2 for all u in Y .

    The set Y together with the energetic inner product is a pre-Hilbert space. The energetic space X E is defined as the completion of Y in the energetic norm. X E can be considered a subset of the original Hilbert space X , since any Cauchy sequence in the energetic norm is also Cauchy in the norm of X (this follows from the strong monotonicity property of B ).

    The energetic inner product is extended from Y to X E by

    ( u | v ) E = lim n ( u n | v n ) E

    where ( u n ) and ( v n ) are sequences in Y that converge to points in X E in the energetic norm.

    Energetic extension

    The operator B admits an energetic extension B E

    B E : X E X E

    defined on X E with values in the dual space X E that is given by the formula

    B E u | v E = ( u | v ) E for all u , v in X E .

    Here, | E denotes the duality bracket between X E and X E , so B E u | v E actually denotes ( B E u ) ( v ) .

    If u and v are elements in the original subspace Y , then

    B E u | v E = ( u | v ) E = ( B u | v ) = u | B | v

    by the definition of the energetic inner product. If one views B u , which is an element in X , as an element in the dual X via the Riesz representation theorem, then B u will also be in the dual X E (by the strong monotonicity property of B ). Via these identifications, it follows from the above formula that B E u = B u . In different words, the original operator B : Y X can be viewed as an operator B : Y X E , and then B E : X E X E is simply the function extension of B from Y to X E .

    An example from physics

    Consider a string whose endpoints are fixed at two points a < b on the real line (here viewed as a horizontal line). Let the vertical outer force density at each point x ( a x b ) on the string be f ( x ) e , where e is a unit vector pointing vertically and f : [ a , b ] R . Let u ( x ) be the deflection of the string at the point x under the influence of the force. Assuming that the deflection is small, the elastic energy of the string is

    1 2 a b u ( x ) 2 d x

    and the total potential energy of the string is

    F ( u ) = 1 2 a b u ( x ) 2 d x a b u ( x ) f ( x ) d x .

    The deflection u ( x ) minimizing the potential energy will satisfy the differential equation

    u = f

    with boundary conditions

    u ( a ) = u ( b ) = 0.

    To study this equation, consider the space X = L 2 ( a , b ) , that is, the Lp space of all square integrable functions u : [ a , b ] R in respect to the Lebesgue measure. This space is Hilbert in respect to the inner product

    ( u | v ) = a b u ( x ) v ( x ) d x ,

    with the norm being given by

    u = ( u | u ) .

    Let Y be the set of all twice continuously differentiable functions u : [ a , b ] R with the boundary conditions u ( a ) = u ( b ) = 0. Then Y is a linear subspace of X .

    Consider the operator B : Y X given by the formula

    B u = u ,

    so the deflection satisfies the equation B u = f . Using integration by parts and the boundary conditions, one can see that

    ( B u | v ) = a b u ( x ) v ( x ) d x = a b u ( x ) v ( x ) = ( u | B v )

    for any u and v in Y . Therefore, B is a symmetric linear operator.

    B is also strongly monotone, since, by the Friedrichs' inequality

    u 2 = a b u 2 ( x ) d x C a b u ( x ) 2 d x = C ( B u | u )

    for some C > 0.

    The energetic space in respect to the operator B is then the Sobolev space H 0 1 ( a , b ) . We see that the elastic energy of the string which motivated this study is

    1 2 a b u ( x ) 2 d x = 1 2 ( u | u ) E ,

    so it is half of the energetic inner product of u with itself.

    To calculate the deflection u minimizing the total potential energy F ( u ) of the string, one writes this problem in the form

    ( u | v ) E = ( f | v ) for all v in X E .

    Next, one usually approximates u by some u h , a function in a finite-dimensional subspace of the true solution space. For example, one might let u h be a continuous piecewise-linear function in the energetic space, which gives the finite element method. The approximation u h can be computed by solving a linear system of equations.

    The energetic norm turns out to be the natural norm in which to measure the error between u and u h , see Céa's lemma.

    References

    Energetic space Wikipedia


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