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Infinite-dimensional vector function

From Wikipedia, the free encyclopedia

Aninfinite-dimensional vector function is afunction whose values lie in aninfinite-dimensionaltopological vector space, such as aHilbert space or aBanach space.

Such functions are applied in most sciences includingphysics.

Example

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Setfk(t)=t/k2{\displaystyle f_{k}(t)=t/k^{2}} for every positiveintegerk{\displaystyle k} and everyreal numbert.{\displaystyle t.} Then the functionf{\displaystyle f} defined by the formulaf(t)=(f1(t),f2(t),f3(t),),{\displaystyle f(t)=(f_{1}(t),f_{2}(t),f_{3}(t),\ldots )\,,}takes values that lie in the infinite-dimensionalvector spaceX{\displaystyle X} (orRN{\displaystyle \mathbb {R} ^{\mathbb {N} }}) of real-valuedsequences. For example,f(2)=(2,24,29,216,225,).{\displaystyle f(2)=\left(2,{\frac {2}{4}},{\frac {2}{9}},{\frac {2}{16}},{\frac {2}{25}},\ldots \right).}

As a number of differenttopologies can be defined on the spaceX,{\displaystyle X,} to talk about thederivative off,{\displaystyle f,} it is first necessary to specify a topology onX{\displaystyle X} or the concept of alimit inX.{\displaystyle X.}

Moreover, for any setA,{\displaystyle A,} there exist infinite-dimensional vector spaces having the (Hamel)dimension of thecardinality ofA{\displaystyle A} (for example, the space of functionsAK{\displaystyle A\to K} with finitely-many nonzero elements, whereK{\displaystyle K} is the desiredfield of scalars). Furthermore, the argumentt{\displaystyle t} could lie in any set instead of the set of real numbers.

Integral and derivative

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Most theorems onintegration anddifferentiation of scalar functions can be generalized to vector-valued functions, often using essentially the sameproofs. Perhaps the most important exception is thatabsolutely continuous functions need not equal the integrals of their (a.e.) derivatives (unless, for example,X{\displaystyle X} is a Hilbert space); seeRadon–Nikodym theorem

Acurve is acontinuous map of theunit interval (or more generally, of a non−degenerateclosedinterval of real numbers) into atopological space. Anarc is a curve that is also atopological embedding. A curve valued in aHausdorff space is an arcif and only if it isinjective.

Derivatives

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Iff:[0,1]X,{\displaystyle f:[0,1]\to X,} whereX{\displaystyle X} is a Banach space or anothertopological vector space then thederivative off{\displaystyle f} can be defined in the usual way:f(t)=limh0f(t+h)f(t)h.{\displaystyle f'(t)=\lim _{h\to 0}{\frac {f(t+h)-f(t)}{h}}.}

Functions with values in a Hilbert space

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Iff{\displaystyle f} is a function of real numbers with values in a Hilbert spaceX,{\displaystyle X,} then the derivative off{\displaystyle f} at a pointt{\displaystyle t} can be defined as in the finite-dimensional case:f(t)=limh0f(t+h)f(t)h.{\displaystyle f'(t)=\lim _{h\to 0}{\frac {f(t+h)-f(t)}{h}}.}Most results of the finite-dimensional case also hold in the infinite-dimensional case too, with some modifications. Differentiation can also be defined to functions of several variables (for example,tRn{\displaystyle t\in R^{n}} or eventY,{\displaystyle t\in Y,} whereY{\displaystyle Y} is an infinite-dimensional vector space).

IfX{\displaystyle X} is a Hilbert space then any derivative (and any other limit) can be computed componentwise: iff=(f1,f2,f3,){\displaystyle f=(f_{1},f_{2},f_{3},\ldots )}(that is,f=f1e1+f2e2+f3e3+,{\displaystyle f=f_{1}e_{1}+f_{2}e_{2}+f_{3}e_{3}+\cdots ,} wheree1,e2,e3,{\displaystyle e_{1},e_{2},e_{3},\ldots } is anorthonormal basis of the spaceX{\displaystyle X}), andf(t){\displaystyle f'(t)} exists, thenf(t)=(f1(t),f2(t),f3(t),).{\displaystyle f'(t)=(f_{1}'(t),f_{2}'(t),f_{3}'(t),\ldots ).}However, the existence of a componentwise derivative does not guarantee the existence of a derivative, as componentwise convergence in a Hilbert space does not guarantee convergence with respect to the actual topology of the Hilbert space.

Most of the above hold for othertopological vector spacesX{\displaystyle X} too. However, not as many classical results hold in theBanach space setting, for example, anabsolutely continuous function with values in asuitable Banach space need not have a derivative anywhere. Moreover, in most Banach spaces setting there are no orthonormal bases.

Crinkled arcs

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Main article:Crinkled arc

If[a,b]{\displaystyle [a,b]} is an interval contained in thedomain of a curvef{\displaystyle f} that is valued in atopological vector space then the vectorf(b)f(a){\displaystyle f(b)-f(a)} is called thechord off{\displaystyle f} determined by[a,b]{\displaystyle [a,b]}.[1] If[c,d]{\displaystyle [c,d]} is another interval in its domain then the two chords are said to benon−overlapping chords if[a,b]{\displaystyle [a,b]} and[c,d]{\displaystyle [c,d]} have at most one end−point in common.[1] Intuitively, two non−overlapping chords of a curve valued in aninner product space areorthogonal vectors if the curve makes aright angle turn somewhere along its path between its starting point and its ending point. If every pair of non−overlapping chords are orthogonal then such a right turn happens at every point of the curve; such a curve can not bedifferentiable at any point.[1] Acrinkled arc is an injective continuous curve with the property that any two non−overlapping chords are orthogonal vectors. An example of a crinkled arc in theHilbertL2{\displaystyle L^{2}} spaceL2(0,1){\displaystyle L^{2}(0,1)} is:[2]f:[0,1]L2(0,1)t1[0,t]{\displaystyle {\begin{alignedat}{4}f:\;&&[0,1]&&\;\to \;&L^{2}(0,1)\\[0.3ex]&&t&&\;\mapsto \;&\mathbb {1} _{[0,t]}\\\end{alignedat}}}where1[0,t]:(0,1){0,1}{\displaystyle \mathbb {1} _{[0,\,t]}:(0,1)\to \{0,1\}} is theindicator function defined byx{1 if x[0,t]0 otherwise {\displaystyle x\;\mapsto \;{\begin{cases}1&{\text{ if }}x\in [0,t]\\0&{\text{ otherwise }}\end{cases}}}A crinkled arc can be found in every infinite−dimensional Hilbert space because any such space contains aclosedvector subspace that isisomorphic toL2(0,1).{\displaystyle L^{2}(0,1).}[2] A crinkled arcf:[0,1]X{\displaystyle f:[0,1]\to X} is said to benormalized iff(0)=0,{\displaystyle f(0)=0,}f(1)=1,{\displaystyle \|f(1)\|=1,} and thespan of itsimagef([0,1]){\displaystyle f([0,1])} is adense subset ofX.{\displaystyle X.}[2]

Proposition[2]Given any two normalized crinkled arcs in a Hilbert space, each is unitarily equivalent to a reparameterization of the other.

Ifh:[0,1][0,1]{\displaystyle h:[0,1]\to [0,1]} is anincreasinghomeomorphism thenfh{\displaystyle f\circ h} is called areparameterization of the curvef:[0,1]X.{\displaystyle f:[0,1]\to X.}[1] Two curvesf{\displaystyle f} andg{\displaystyle g} in aninner product spaceX{\displaystyle X} areunitarily equivalent if there exists aunitary operatorL:XX{\displaystyle L:X\to X} (which is anisometriclinearbijection) such thatg=Lf{\displaystyle g=L\circ f} (or equivalently,f=L1g{\displaystyle f=L^{-1}\circ g}).

Measurability

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Themeasurability off{\displaystyle f} can be defined by a number of ways, most important of which areBochner measurability andweak measurability.

Integrals

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The most important integrals off{\displaystyle f} are calledBochner integral (whenX{\displaystyle X} is a Banach space) andPettis integral (whenX{\displaystyle X} is a topological vector space). Both these integrals commute withlinear functionals. AlsoLp{\displaystyle L^{p}} spaces have beendefined for such functions.

See also

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References

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  1. ^abcdHalmos 1982, pp. 5−7.
  2. ^abcdHalmos 1982, pp. 5−7, 168−170.
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