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Nuclear operator

In mathematics, nuclear operators are an important class of linear operators introduced by Alexander Grothendieck in his doctoral dissertation. Nuclear operators are intimately tied to the projective tensor product of two topological vector spaces (TVSs).

Preliminaries and notation Edit

Throughout let X,Y, and Z be topological vector spaces (TVSs) and L : XY be a linear operator (no assumption of continuity is made unless otherwise stated).

  • The projective tensor product of two locally convex TVSs X and Y is denoted by   and the completion of this space will be denoted by  .
  • L : XY is a topological homomorphism or homomorphism, if it is linear, continuous, and   is an open map, where  , the image of L, has the subspace topology induced by Y.
    • If S is a subspace of X then both the quotient map XX/S and the canonical injection SX are homomorphisms.
  • The set of continuous linear maps XZ (resp. continuous bilinear maps  ) will be denoted by L(X, Z) (resp. B(X, Y; Z)) where if Z is the underlying scalar field then we may instead write L(X) (resp. B(X, Y)).
  • Any linear map   can be canonically decomposed as follows:   where   defines a bijection called the canonical bijection associated with L.
  • X* or   will denote the continuous dual space of X.
    • To increase the clarity of the exposition, we use the common convention of writing elements of   with a prime following the symbol (e.g.   denotes an element of   and not, say, a derivative and the variables x and   need not be related in any way).
  •   will denote the algebraic dual space of X (which is the vector space of all linear functionals on X, whether continuous or not).
  • A linear map L : HH from a Hilbert space into itself is called positive if   for every  . In this case, there is a unique positive map r : HH, called the square-root of L, such that  .[1]
    • If   is any continuous linear map between Hilbert spaces, then   is always positive. Now let R : HH denote its positive square-root, which is called the absolute value of L. Define   first on   by setting   for   and extending   continuously to  , and then define U on   by setting   for   and extend this map linearly to all of  . The map   is a surjective isometry and  .
  • A linear map   is called compact or completely continuous if there is a neighborhood U of the origin in X such that   is precompact in Y.[2]
    • In a Hilbert space, positive compact linear operators, say L : HH have a simple spectral decomposition discovered at the beginning of the 20th century by Fredholm and F. Riesz:[3]

      There is a sequence of positive numbers, decreasing and either finite or else converging to 0,   and a sequence of nonzero finite dimensional subspaces   of H (i = 1, 2,  ) with the following properties: (1) the subspaces   are pairwise orthogonal; (2) for every i and every  ,  ; and (3) the orthogonal of the subspace spanned by   is equal to the kernel of L.[3]

Notation for topologies Edit

  • σ(X, X′) denotes the coarsest topology on X making every map in X′ continuous and   or   denotes X endowed with this topology.
  • σ(X′, X) denotes weak-* topology on X* and   or   denotes X′ endowed with this topology.
    • Note that every   induces a map   defined by  . σ(X′, X) is the coarsest topology on X′ making all such maps continuous.
  • b(X, X′) denotes the topology of bounded convergence on X and   or   denotes X endowed with this topology.
  • b(X′, X) denotes the topology of bounded convergence on X′ or the strong dual topology on X′ and   or   denotes X′ endowed with this topology.
    • As usual, if X* is considered as a topological vector space but it has not been made clear what topology it is endowed with, then the topology will be assumed to be b(X′, X).

A canonical tensor product as a subspace of the dual of Bi(X, Y) Edit

Let X and Y be vector spaces (no topology is needed yet) and let Bi(X, Y) be the space of all bilinear maps defined on   and going into the underlying scalar field.

For every  , let   be the canonical linear form on Bi(X, Y) defined by   for every u ∈ Bi(X, Y). This induces a canonical map   defined by  , where   denotes the algebraic dual of Bi(X, Y). If we denote the span of the range of 𝜒 by XY then it can be shown that XY together with 𝜒 forms a tensor product of X and Y (where xy := 𝜒(x, y)). This gives us a canonical tensor product of X and Y.

If Z is any other vector space then the mapping Li(XY; Z) → Bi(X, Y; Z) given by uu𝜒 is an isomorphism of vector spaces. In particular, this allows us to identify the algebraic dual of XY with the space of bilinear forms on X × Y.[4] Moreover, if X and Y are locally convex topological vector spaces (TVSs) and if XY is given the 𝜋-topology then for every locally convex TVS Z, this map restricts to a vector space isomorphism   from the space of continuous linear mappings onto the space of continuous bilinear mappings.[5] In particular, the continuous dual of XY can be canonically identified with the space B(X, Y) of continuous bilinear forms on X × Y; furthermore, under this identification the equicontinuous subsets of B(X, Y) are the same as the equicontinuous subsets of  .[5]

Nuclear operators between Banach spaces Edit

There is a canonical vector space embedding   defined by sending   to the map

 

Assuming that X and Y are Banach spaces, then the map   has norm   (to see that the norm is  , note that   so that  ). Thus it has a continuous extension to a map  , where it is known that this map is not necessarily injective.[6] The range of this map is denoted by   and its elements are called nuclear operators.[7]   is TVS-isomorphic to   and the norm on this quotient space, when transferred to elements of   via the induced map  , is called the trace-norm and is denoted by  . Explicitly,[clarification needed explicitly or especially?] if   is a nuclear operator then  .

Characterization Edit

Suppose that X and Y are Banach spaces and that   is a continuous linear operator.

  • The following are equivalent:
    1.   is nuclear.
    2. There exists an sequence   in the closed unit ball of  , a sequence   in the closed unit ball of  , and a complex sequence   such that   and   is equal to the mapping:[8]   for all  . Furthermore, the trace-norm   is equal to the infimum of the numbers   over the set of all representations of   as such a series.[8]
  • If Y is reflexive then   is a nuclear if and only if   is nuclear, in which case  . [9]

Properties Edit

Let X and Y be Banach spaces and let   be a continuous linear operator.

  • If   is a nuclear map then its transpose   is a continuous nuclear map (when the dual spaces carry their strong dual topologies) and  .[10]

Nuclear operators between Hilbert spaces Edit

Nuclear automorphisms of a Hilbert space are called trace class operators.

Let X and Y be Hilbert spaces and let N : XY be a continuous linear map. Suppose that   where R : XX is the square-root of   and U : XY is such that   is a surjective isometry. Then N is a nuclear map if and only if R is a nuclear map; hence, to study nuclear maps between Hilbert spaces it suffices to restrict one's attention to positive self-adjoint operators.[10]

Characterizations Edit

Let X and Y be Hilbert spaces and let N : XY be a continuous linear map whose absolute value is R : XX. The following are equivalent:

  1. N : XY is nuclear.
  2. R : XX is nuclear.[11]
  3. R : XX is compact and   is finite, in which case  .[11]
    • Here,   is the trace of R and it is defined as follows: Since R is a continuous compact positive operator, there exists a (possibly finite) sequence   of positive numbers with corresponding non-trivial finite-dimensional and mutually orthogonal vector spaces   such that the orthogonal (in H) of   is equal to   (and hence also to  ) and for all k,   for all  ; the trace is defined as  .
  4.   is nuclear, in which case  . [9]
  5. There are two orthogonal sequences   in X and   in Y, and a sequence   in   such that for all  ,  .[11]
  6. N : XY is an integral map.[12]

Nuclear operators between locally convex spaces Edit

Suppose that U is a convex balanced closed neighborhood of the origin in X and B is a convex balanced bounded Banach disk in Y with both X and Y locally convex spaces. Let   and let   be the canonical projection. One can define the auxiliary Banach space   with the canonical map   whose image,  , is dense in   as well as the auxiliary space   normed by   and with a canonical map   being the (continuous) canonical injection. Given any continuous linear map   one obtains through composition the continuous linear map  ; thus we have an injection   and we henceforth use this map to identify   as a subspace of  .[7]

Definition: Let X and Y be Hausdorff locally convex spaces. The union of all   as U ranges over all closed convex balanced neighborhoods of the origin in X and B ranges over all bounded Banach disks in Y, is denoted by   and its elements are call nuclear mappings of X into Y.[7]

When X and Y are Banach spaces, then this new definition of nuclear mapping is consistent with the original one given for the special case where X and Y are Banach spaces.

Sufficient conditions for nuclearity Edit

  • Let W, X, Y, and Z be Hausdorff locally convex spaces,   a nuclear map, and   and   be continuous linear maps. Then  ,  , and   are nuclear and if in addition W, X, Y, and Z are all Banach spaces then  .[13][14]
  • If   is a nuclear map between two Hausdorff locally convex spaces, then its transpose   is a continuous nuclear map (when the dual spaces carry their strong dual topologies).[2]
    • If in addition X and Y are Banach spaces, then  .[9]
  • If   is a nuclear map between two Hausdorff locally convex spaces and if   is a completion of X, then the unique continuous extension   of N is nuclear.[14]

Characterizations Edit

Let X and Y be Hausdorff locally convex spaces and let   be a continuous linear operator.

  • The following are equivalent:
    1.   is nuclear.
    2. (Definition) There exists a convex balanced neighborhood U of the origin in X and a bounded Banach disk B in Y such that   and the induced map   is nuclear, where   is the unique continuous extension of  , which is the unique map satisfying   where   is the natural inclusion and   is the canonical projection.[6]
    3. There exist Banach spaces   and   and continuous linear maps  ,  , and   such that   is nuclear and  .[8]
    4. There exists an equicontinuous sequence   in  , a bounded Banach disk  , a sequence   in B, and a complex sequence   such that   and   is equal to the mapping:[8]   for all  .
  • If X is barreled and Y is quasi-complete, then N is nuclear if and only if N has a representation of the form   with   bounded in  ,   bounded in Y and  .[8]

Properties Edit

The following is a type of Hahn-Banach theorem for extending nuclear maps:

  • If   is a TVS-embedding and   is a nuclear map then there exists a nuclear map   such that  . Furthermore, when X and Y are Banach spaces and E is an isometry then for any  ,   can be picked so that  .[15]
  • Suppose that   is a TVS-embedding whose image is closed in Z and let   be the canonical projection. Suppose all that every compact disk in   is the image under   of a bounded Banach disk in Z (this is true, for instance, if X and Z are both Fréchet spaces, or if Z is the strong dual of a Fréchet space and   is weakly closed in Z). Then for every nuclear map   there exists a nuclear map   such that  .
    • Furthermore, when X and Z are Banach spaces and E is an isometry then for any  ,   can be picked so that  .[15]

Let X and Y be Hausdorff locally convex spaces and let   be a continuous linear operator.

  • Any nuclear map is compact.[2]
  • For every topology of uniform convergence on  , the nuclear maps are contained in the closure of   (when   is viewed as a subspace of  ).[6]

See also Edit

References Edit

  1. ^ Trèves 2006, p. 488.
  2. ^ a b c Trèves 2006, p. 483.
  3. ^ a b Trèves 2006, p. 490.
  4. ^ Schaefer & Wolff 1999, p. 92.
  5. ^ a b Schaefer & Wolff 1999, p. 93.
  6. ^ a b c Schaefer & Wolff 1999, p. 98.
  7. ^ a b c Trèves 2006, pp. 478–479.
  8. ^ a b c d e Trèves 2006, pp. 481–483.
  9. ^ a b c Trèves 2006, p. 484.
  10. ^ a b Trèves 2006, pp. 483–484.
  11. ^ a b c Trèves 2006, pp. 492–494.
  12. ^ Trèves 2006, pp. 502–508.
  13. ^ Trèves 2006, pp. 479–481.
  14. ^ a b Schaefer & Wolff 1999, p. 100.
  15. ^ a b Trèves 2006, p. 485.

Bibliography Edit

  • Diestel, Joe (2008). The metric theory of tensor products : Grothendieck's résumé revisited. Providence, R.I: American Mathematical Society. ISBN 978-0-8218-4440-3. OCLC 185095773.
  • Dubinsky, Ed (1979). The structure of nuclear Fréchet spaces. Berlin New York: Springer-Verlag. ISBN 3-540-09504-7. OCLC 5126156.
  • Grothendieck, Alexander (1966). Produits tensoriels topologiques et espaces nucléaires (in French). Providence: American Mathematical Society. ISBN 0-8218-1216-5. OCLC 1315788.
  • Husain, Taqdir (1978). Barrelledness in topological and ordered vector spaces. Berlin New York: Springer-Verlag. ISBN 3-540-09096-7. OCLC 4493665.
  • Khaleelulla, S. M. (1982). Counterexamples in Topological Vector Spaces. Lecture Notes in Mathematics. Vol. 936. Berlin, Heidelberg, New York: Springer-Verlag. ISBN 978-3-540-11565-6. OCLC 8588370.
  • Narici, Lawrence; Beckenstein, Edward (2011). Topological Vector Spaces. Pure and applied mathematics (Second ed.). Boca Raton, FL: CRC Press. ISBN 978-1584888666. OCLC 144216834.
  • Nlend, H (1977). Bornologies and functional analysis : introductory course on the theory of duality topology-bornology and its use in functional analysis. Amsterdam New York New York: North-Holland Pub. Co. Sole distributors for the U.S.A. and Canada, Elsevier-North Holland. ISBN 0-7204-0712-5. OCLC 2798822.
  • Nlend, H (1981). Nuclear and conuclear spaces : introductory courses on nuclear and conuclear spaces in the light of the duality. Amsterdam New York New York, N.Y: North-Holland Pub. Co. Sole distributors for the U.S.A. and Canada, Elsevier North-Holland. ISBN 0-444-86207-2. OCLC 7553061.
  • Pietsch, Albrecht (1972). Nuclear locally convex spaces. Berlin,New York: Springer-Verlag. ISBN 0-387-05644-0. OCLC 539541.
  • Robertson, A. P. (1973). Topological vector spaces. Cambridge England: University Press. ISBN 0-521-29882-2. OCLC 589250.
  • Ryan, Raymond (2002). Introduction to tensor products of Banach spaces. London New York: Springer. ISBN 1-85233-437-1. OCLC 48092184.
  • Schaefer, Helmut H.; Wolff, Manfred P. (1999). Topological Vector Spaces. GTM. Vol. 8 (Second ed.). New York, NY: Springer New York Imprint Springer. ISBN 978-1-4612-7155-0. OCLC 840278135.
  • Trèves, François (2006) [1967]. Topological Vector Spaces, Distributions and Kernels. Mineola, N.Y.: Dover Publications. ISBN 978-0-486-45352-1. OCLC 853623322.
  • Wong (1979). Schwartz spaces, nuclear spaces, and tensor products. Berlin New York: Springer-Verlag. ISBN 3-540-09513-6. OCLC 5126158.

External links Edit

  • Nuclear space at ncatlab

nuclear, operator, this, article, needs, additional, citations, verification, please, help, improve, this, article, adding, citations, reliable, sources, unsourced, material, challenged, removed, find, sources, news, newspapers, books, scholar, jstor, june, 20. This article needs additional citations for verification Please help improve this article by adding citations to reliable sources Unsourced material may be challenged and removed Find sources Nuclear operator news newspapers books scholar JSTOR June 2020 Learn how and when to remove this template message In mathematics nuclear operators are an important class of linear operators introduced by Alexander Grothendieck in his doctoral dissertation Nuclear operators are intimately tied to the projective tensor product of two topological vector spaces TVSs Contents 1 Preliminaries and notation 1 1 Notation for topologies 1 2 A canonical tensor product as a subspace of the dual of Bi X Y 2 Nuclear operators between Banach spaces 2 1 Characterization 2 2 Properties 3 Nuclear operators between Hilbert spaces 3 1 Characterizations 4 Nuclear operators between locally convex spaces 4 1 Sufficient conditions for nuclearity 4 2 Characterizations 4 3 Properties 5 See also 6 References 7 Bibliography 8 External linksPreliminaries and notation EditThroughout let X Y and Z be topological vector spaces TVSs and L X Y be a linear operator no assumption of continuity is made unless otherwise stated The projective tensor product of two locally convex TVSs X and Y is denoted by X p Y displaystyle X otimes pi Y nbsp and the completion of this space will be denoted by X p Y displaystyle X widehat otimes pi Y nbsp L X Y is a topological homomorphism or homomorphism if it is linear continuous and L X Im L displaystyle L X to operatorname Im L nbsp is an open map where Im L displaystyle operatorname Im L nbsp the image of L has the subspace topology induced by Y If S is a subspace of X then both the quotient map X X S and the canonical injection S X are homomorphisms The set of continuous linear maps X Z resp continuous bilinear maps X Y Z displaystyle X times Y to Z nbsp will be denoted by L X Z resp B X Y Z where if Z is the underlying scalar field then we may instead write L X resp B X Y Any linear map L X Y displaystyle L X to Y nbsp can be canonically decomposed as follows X X ker L L 0 Im L Y displaystyle X to X ker L xrightarrow L 0 operatorname Im L to Y nbsp where L 0 x ker L L x displaystyle L 0 left x ker L right L x nbsp defines a bijection called the canonical bijection associated with L X or X displaystyle X nbsp will denote the continuous dual space of X To increase the clarity of the exposition we use the common convention of writing elements of X displaystyle X nbsp with a prime following the symbol e g x displaystyle x nbsp denotes an element of X displaystyle X nbsp and not say a derivative and the variables x and x displaystyle x nbsp need not be related in any way X displaystyle X nbsp will denote the algebraic dual space of X which is the vector space of all linear functionals on X whether continuous or not A linear map L H H from a Hilbert space into itself is called positive if L x x 0 displaystyle langle L x x rangle geq 0 nbsp for every x H displaystyle x in H nbsp In this case there is a unique positive map r H H called the square root of L such that L r r displaystyle L r circ r nbsp 1 If L H 1 H 2 displaystyle L H 1 to H 2 nbsp is any continuous linear map between Hilbert spaces then L L displaystyle L circ L nbsp is always positive Now let R H H denote its positive square root which is called the absolute value of L Define U H 1 H 2 displaystyle U H 1 to H 2 nbsp first on Im R displaystyle operatorname Im R nbsp by setting U x L x displaystyle U x L x nbsp for x R x 1 Im R displaystyle x R left x 1 right in operatorname Im R nbsp and extending U displaystyle U nbsp continuously to Im R displaystyle overline operatorname Im R nbsp and then define U on ker R displaystyle ker R nbsp by setting U x 0 displaystyle U x 0 nbsp for x ker R displaystyle x in ker R nbsp and extend this map linearly to all of H 1 displaystyle H 1 nbsp The map U Im R Im R Im L displaystyle U big vert operatorname Im R operatorname Im R to operatorname Im L nbsp is a surjective isometry and L U R displaystyle L U circ R nbsp A linear map L X Y displaystyle Lambda X to Y nbsp is called compact or completely continuous if there is a neighborhood U of the origin in X such that L U displaystyle Lambda U nbsp is precompact in Y 2 In a Hilbert space positive compact linear operators say L H H have a simple spectral decomposition discovered at the beginning of the 20th century by Fredholm and F Riesz 3 There is a sequence of positive numbers decreasing and either finite or else converging to 0 r 1 gt r 2 gt gt r k gt displaystyle r 1 gt r 2 gt cdots gt r k gt cdots nbsp and a sequence of nonzero finite dimensional subspaces V i displaystyle V i nbsp of H i 1 2 displaystyle ldots nbsp with the following properties 1 the subspaces V i displaystyle V i nbsp are pairwise orthogonal 2 for every i and every x V i displaystyle x in V i nbsp L x r i x displaystyle L x r i x nbsp and 3 the orthogonal of the subspace spanned by i V i textstyle bigcup i V i nbsp is equal to the kernel of L 3 Notation for topologies Edit Main articles Topology of uniform convergence and Mackey topology s X X denotes the coarsest topology on X making every map in X continuous and X s X X displaystyle X sigma left X X right nbsp or X s displaystyle X sigma nbsp denotes X endowed with this topology s X X denotes weak topology on X and X s X X displaystyle X sigma left X X right nbsp or X s displaystyle X sigma nbsp denotes X endowed with this topology Note that every x 0 X displaystyle x 0 in X nbsp induces a map X R displaystyle X to mathbb R nbsp defined by l l x 0 displaystyle lambda mapsto lambda left x 0 right nbsp s X X is the coarsest topology on X making all such maps continuous b X X denotes the topology of bounded convergence on X and X b X X displaystyle X b left X X right nbsp or X b displaystyle X b nbsp denotes X endowed with this topology b X X denotes the topology of bounded convergence on X or the strong dual topology on X and X b X X displaystyle X b left X X right nbsp or X b displaystyle X b nbsp denotes X endowed with this topology As usual if X is considered as a topological vector space but it has not been made clear what topology it is endowed with then the topology will be assumed to be b X X A canonical tensor product as a subspace of the dual of Bi X Y Edit Let X and Y be vector spaces no topology is needed yet and let Bi X Y be the space of all bilinear maps defined on X Y displaystyle X times Y nbsp and going into the underlying scalar field For every x y X Y displaystyle x y in X times Y nbsp let x x y displaystyle chi x y nbsp be the canonical linear form on Bi X Y defined by x x y u u x y displaystyle chi x y u u x y nbsp for every u Bi X Y This induces a canonical map x X Y B i X Y displaystyle chi X times Y to mathrm Bi X Y nbsp defined by x x y x x y displaystyle chi x y chi x y nbsp where B i X Y displaystyle mathrm Bi X Y nbsp denotes the algebraic dual of Bi X Y If we denote the span of the range of 𝜒 by X Y then it can be shown that X Y together with 𝜒 forms a tensor product of X and Y where x y 𝜒 x y This gives us a canonical tensor product of X and Y If Z is any other vector space then the mapping Li X Y Z Bi X Y Z given by u u 𝜒 is an isomorphism of vector spaces In particular this allows us to identify the algebraic dual of X Y with the space of bilinear forms on X Y 4 Moreover if X and Y are locally convex topological vector spaces TVSs and if X Y is given the 𝜋 topology then for every locally convex TVS Z this map restricts to a vector space isomorphism L X p Y Z B X Y Z displaystyle L X otimes pi Y Z to B X Y Z nbsp from the space of continuous linear mappings onto the space of continuous bilinear mappings 5 In particular the continuous dual of X Y can be canonically identified with the space B X Y of continuous bilinear forms on X Y furthermore under this identification the equicontinuous subsets of B X Y are the same as the equicontinuous subsets of X p Y displaystyle X otimes pi Y nbsp 5 Nuclear operators between Banach spaces EditMain articles Nuclear operators between Banach spaces and Projective tensor product There is a canonical vector space embedding I X Y L X Y displaystyle I X otimes Y to L X Y nbsp defined by sending z i n x i y i textstyle z sum i n x i otimes y i nbsp to the map x i n x i x y i displaystyle x mapsto sum i n x i x y i nbsp Assuming that X and Y are Banach spaces then the map I X b p Y L b X Y displaystyle I X b otimes pi Y to L b X Y nbsp has norm 1 displaystyle 1 nbsp to see that the norm is 1 displaystyle leq 1 nbsp note that I z sup x 1 I z x sup x 1 i 1 n x i x y i sup x 1 i 1 n x i x y i i 1 n x i y i textstyle I z sup x leq 1 I z x sup x leq 1 left sum i 1 n x i x y i right leq sup x leq 1 sum i 1 n left x i right x left y i right leq sum i 1 n left x i right left y i right nbsp so that I z z p displaystyle left I z right leq left z right pi nbsp Thus it has a continuous extension to a map I X b p Y L b X Y displaystyle hat I X b widehat otimes pi Y to L b X Y nbsp where it is known that this map is not necessarily injective 6 The range of this map is denoted by L 1 X Y displaystyle L 1 X Y nbsp and its elements are called nuclear operators 7 L 1 X Y displaystyle L 1 X Y nbsp is TVS isomorphic to X b p Y ker I displaystyle left X b widehat otimes pi Y right ker hat I nbsp and the norm on this quotient space when transferred to elements of L 1 X Y displaystyle L 1 X Y nbsp via the induced map I X b p Y ker I L 1 X Y displaystyle hat I left X b widehat otimes pi Y right ker hat I to L 1 X Y nbsp is called the trace norm and is denoted by Tr displaystyle cdot operatorname Tr nbsp Explicitly clarification needed explicitly or especially if T X Y displaystyle T X to Y nbsp is a nuclear operator then T Tr inf z I 1 T z p textstyle left T right operatorname Tr inf z in hat I 1 left T right left z right pi nbsp Characterization Edit Suppose that X and Y are Banach spaces and that N X Y displaystyle N X to Y nbsp is a continuous linear operator The following are equivalent N X Y displaystyle N X to Y nbsp is nuclear There exists an sequence x i i 1 displaystyle left x i right i 1 infty nbsp in the closed unit ball of X displaystyle X nbsp a sequence y i i 1 displaystyle left y i right i 1 infty nbsp in the closed unit ball of Y displaystyle Y nbsp and a complex sequence c i i 1 displaystyle left c i right i 1 infty nbsp such that i 1 c i lt textstyle sum i 1 infty c i lt infty nbsp and N displaystyle N nbsp is equal to the mapping 8 N x i 1 c i x i x y i textstyle N x sum i 1 infty c i x i x y i nbsp for all x X displaystyle x in X nbsp Furthermore the trace norm N Tr displaystyle N operatorname Tr nbsp is equal to the infimum of the numbers i 1 c i textstyle sum i 1 infty c i nbsp over the set of all representations of N displaystyle N nbsp as such a series 8 If Y is reflexive then N X Y displaystyle N X to Y nbsp is a nuclear if and only if t N Y b X b displaystyle t N Y b to X b nbsp is nuclear in which case t N Tr N Tr textstyle left t N right operatorname Tr left N right operatorname Tr nbsp 9 Properties Edit Let X and Y be Banach spaces and let N X Y displaystyle N X to Y nbsp be a continuous linear operator If N X Y displaystyle N X to Y nbsp is a nuclear map then its transpose t N Y b X b displaystyle t N Y b to X b nbsp is a continuous nuclear map when the dual spaces carry their strong dual topologies and t N Tr N Tr textstyle left t N right operatorname Tr leq left N right operatorname Tr nbsp 10 Nuclear operators between Hilbert spaces EditSee also Trace class Nuclear automorphisms of a Hilbert space are called trace class operators Let X and Y be Hilbert spaces and let N X Y be a continuous linear map Suppose that N U R displaystyle N UR nbsp where R X X is the square root of N N displaystyle N N nbsp and U X Y is such that U Im R Im R Im N displaystyle U big vert operatorname Im R operatorname Im R to operatorname Im N nbsp is a surjective isometry Then N is a nuclear map if and only if R is a nuclear map hence to study nuclear maps between Hilbert spaces it suffices to restrict one s attention to positive self adjoint operators 10 Characterizations Edit Let X and Y be Hilbert spaces and let N X Y be a continuous linear map whose absolute value is R X X The following are equivalent N X Y is nuclear R X X is nuclear 11 R X X is compact and Tr R displaystyle operatorname Tr R nbsp is finite in which case Tr R N Tr displaystyle operatorname Tr R N operatorname Tr nbsp 11 Here Tr R displaystyle operatorname Tr R nbsp is the trace of R and it is defined as follows Since R is a continuous compact positive operator there exists a possibly finite sequence l 1 gt l 2 gt displaystyle lambda 1 gt lambda 2 gt cdots nbsp of positive numbers with corresponding non trivial finite dimensional and mutually orthogonal vector spaces V 1 V 2 displaystyle V 1 V 2 ldots nbsp such that the orthogonal in H of span V 1 V 2 displaystyle operatorname span left V 1 cup V 2 cup cdots right nbsp is equal to ker R displaystyle ker R nbsp and hence also to ker N displaystyle ker N nbsp and for all k R x l k x displaystyle R x lambda k x nbsp for all x V k displaystyle x in V k nbsp the trace is defined as Tr R k l k dim V k textstyle operatorname Tr R sum k lambda k dim V k nbsp t N Y b X b displaystyle t N Y b to X b nbsp is nuclear in which case t N Tr N Tr displaystyle t N operatorname Tr N operatorname Tr nbsp 9 There are two orthogonal sequences x i i 1 displaystyle left x i right i 1 infty nbsp in X and y i i 1 displaystyle left y i right i 1 infty nbsp in Y and a sequence l i i 1 displaystyle left lambda i right i 1 infty nbsp in l 1 displaystyle l 1 nbsp such that for all x X displaystyle x in X nbsp N x i l i x x i y i textstyle N x sum i lambda i langle x x i rangle y i nbsp 11 N X Y is an integral map 12 Nuclear operators between locally convex spaces EditSee also Auxiliary normed spaces Suppose that U is a convex balanced closed neighborhood of the origin in X and B is a convex balanced bounded Banach disk in Y with both X and Y locally convex spaces Let p U x inf r gt 0 x r U r textstyle p U x inf r gt 0 x in rU r nbsp and let p X X p U 1 0 displaystyle pi X to X p U 1 0 nbsp be the canonical projection One can define the auxiliary Banach space X U displaystyle hat X U nbsp with the canonical map p U X X U displaystyle hat pi U X to hat X U nbsp whose image X p U 1 0 displaystyle X p U 1 0 nbsp is dense in X U displaystyle hat X U nbsp as well as the auxiliary space F B span B displaystyle F B operatorname span B nbsp normed by p B y inf r gt 0 y r B r textstyle p B y inf r gt 0 y in rB r nbsp and with a canonical map i F B F displaystyle iota F B to F nbsp being the continuous canonical injection Given any continuous linear map T X U Y B displaystyle T hat X U to Y B nbsp one obtains through composition the continuous linear map p U T i X Y displaystyle hat pi U circ T circ iota X to Y nbsp thus we have an injection L X U Y B L X Y textstyle L left hat X U Y B right to L X Y nbsp and we henceforth use this map to identify L X U Y B textstyle L left hat X U Y B right nbsp as a subspace of L X Y displaystyle L X Y nbsp 7 Definition Let X and Y be Hausdorff locally convex spaces The union of all L 1 X U Y B textstyle L 1 left hat X U Y B right nbsp as U ranges over all closed convex balanced neighborhoods of the origin in X and B ranges over all bounded Banach disks in Y is denoted by L 1 X Y displaystyle L 1 X Y nbsp and its elements are call nuclear mappings of X into Y 7 When X and Y are Banach spaces then this new definition of nuclear mapping is consistent with the original one given for the special case where X and Y are Banach spaces Sufficient conditions for nuclearity Edit Let W X Y and Z be Hausdorff locally convex spaces N X Y displaystyle N X to Y nbsp a nuclear map and M W X displaystyle M W to X nbsp and P Y Z displaystyle P Y to Z nbsp be continuous linear maps Then N M W Y displaystyle N circ M W to Y nbsp P N X Z displaystyle P circ N X to Z nbsp and P N M W Z displaystyle P circ N circ M W to Z nbsp are nuclear and if in addition W X Y and Z are all Banach spaces then P N M Tr P N Tr M textstyle left P circ N circ M right operatorname Tr leq left P right left N right operatorname Tr left M right nbsp 13 14 If N X Y displaystyle N X to Y nbsp is a nuclear map between two Hausdorff locally convex spaces then its transpose t N Y b X b displaystyle t N Y b to X b nbsp is a continuous nuclear map when the dual spaces carry their strong dual topologies 2 If in addition X and Y are Banach spaces then t N Tr N Tr textstyle left t N right operatorname Tr leq left N right operatorname Tr nbsp 9 If N X Y displaystyle N X to Y nbsp is a nuclear map between two Hausdorff locally convex spaces and if X displaystyle hat X nbsp is a completion of X then the unique continuous extension N X Y displaystyle hat N hat X to Y nbsp of N is nuclear 14 Characterizations Edit Let X and Y be Hausdorff locally convex spaces and let N X Y displaystyle N X to Y nbsp be a continuous linear operator The following are equivalent N X Y displaystyle N X to Y nbsp is nuclear Definition There exists a convex balanced neighborhood U of the origin in X and a bounded Banach disk B in Y such that N U B displaystyle N U subseteq B nbsp and the induced map N 0 X U Y B displaystyle overline N 0 hat X U to Y B nbsp is nuclear where N 0 displaystyle overline N 0 nbsp is the unique continuous extension of N 0 X U Y B displaystyle N 0 X U to Y B nbsp which is the unique map satisfying N In B N 0 p U displaystyle N operatorname In B circ N 0 circ pi U nbsp where In B Y B Y displaystyle operatorname In B Y B to Y nbsp is the natural inclusion and p U X X p U 1 0 displaystyle pi U X to X p U 1 0 nbsp is the canonical projection 6 There exist Banach spaces B 1 displaystyle B 1 nbsp and B 2 displaystyle B 2 nbsp and continuous linear maps f X B 1 displaystyle f X to B 1 nbsp n B 1 B 2 displaystyle n B 1 to B 2 nbsp and g B 2 Y displaystyle g B 2 to Y nbsp such that n B 1 B 2 displaystyle n B 1 to B 2 nbsp is nuclear and N g n f displaystyle N g circ n circ f nbsp 8 There exists an equicontinuous sequence x i i 1 displaystyle left x i right i 1 infty nbsp in X displaystyle X nbsp a bounded Banach disk B Y displaystyle B subseteq Y nbsp a sequence y i i 1 displaystyle left y i right i 1 infty nbsp in B and a complex sequence c i i 1 displaystyle left c i right i 1 infty nbsp such that i 1 c i lt textstyle sum i 1 infty c i lt infty nbsp and N displaystyle N nbsp is equal to the mapping 8 N x i 1 c i x i x y i textstyle N x sum i 1 infty c i x i x y i nbsp for all x X displaystyle x in X nbsp If X is barreled and Y is quasi complete then N is nuclear if and only if N has a representation of the form N x i 1 c i x i x y i textstyle N x sum i 1 infty c i x i x y i nbsp with x i i 1 displaystyle left x i right i 1 infty nbsp bounded in X displaystyle X nbsp y i i 1 displaystyle left y i right i 1 infty nbsp bounded in Y and i 1 c i lt textstyle sum i 1 infty c i lt infty nbsp 8 Properties Edit The following is a type of Hahn Banach theorem for extending nuclear maps If E X Z displaystyle E X to Z nbsp is a TVS embedding and N X Y displaystyle N X to Y nbsp is a nuclear map then there exists a nuclear map N Z Y displaystyle tilde N Z to Y nbsp such that N E N displaystyle tilde N circ E N nbsp Furthermore when X and Y are Banach spaces and E is an isometry then for any ϵ gt 0 displaystyle epsilon gt 0 nbsp N displaystyle tilde N nbsp can be picked so that N Tr N Tr ϵ displaystyle tilde N operatorname Tr leq N operatorname Tr epsilon nbsp 15 Suppose that E X Z displaystyle E X to Z nbsp is a TVS embedding whose image is closed in Z and let p Z Z Im E displaystyle pi Z to Z operatorname Im E nbsp be the canonical projection Suppose all that every compact disk in Z Im E displaystyle Z operatorname Im E nbsp is the image under p displaystyle pi nbsp of a bounded Banach disk in Z this is true for instance if X and Z are both Frechet spaces or if Z is the strong dual of a Frechet space and Im E displaystyle operatorname Im E nbsp is weakly closed in Z Then for every nuclear map N Y Z Im E displaystyle N Y to Z operatorname Im E nbsp there exists a nuclear map N Y Z displaystyle tilde N Y to Z nbsp such that p N N displaystyle pi circ tilde N N nbsp Furthermore when X and Z are Banach spaces and E is an isometry then for any ϵ gt 0 displaystyle epsilon gt 0 nbsp N displaystyle tilde N nbsp can be picked so that N Tr N Tr ϵ textstyle left tilde N right operatorname Tr leq left N right operatorname Tr epsilon nbsp 15 Let X and Y be Hausdorff locally convex spaces and let N X Y displaystyle N X to Y nbsp be a continuous linear operator Any nuclear map is compact 2 For every topology of uniform convergence on L X Y displaystyle L X Y nbsp the nuclear maps are contained in the closure of X Y displaystyle X otimes Y nbsp when X Y displaystyle X otimes Y nbsp is viewed as a subspace of L X Y displaystyle L X Y nbsp 6 See also EditAuxiliary normed spaces Covariance operator Operator in probability theory Initial topology Coarsest topology making certain functions continuous Inductive tensor product binary operation on topological vector spacesPages displaying wikidata descriptions as a fallback Injective tensor product Locally convex topological vector space A vector space with a topology defined by convex open sets Nuclear operators between Banach spaces Nuclear space A generalization of finite dimensional Euclidean spaces different from Hilbert spaces Projective tensor product tensor product defined on two topological vector spacesPages displaying wikidata descriptions as a fallback Tensor product of Hilbert spaces Tensor product space endowed with a special inner product Topological tensor product Tensor product constructions for topological vector spaces Trace class Compact operator for which a finite trace can be defined Topological vector space Vector space with a notion of nearnessReferences Edit Treves 2006 p 488 a b c Treves 2006 p 483 a b Treves 2006 p 490 Schaefer amp Wolff 1999 p 92 a b Schaefer amp Wolff 1999 p 93 a b c Schaefer amp Wolff 1999 p 98 a b c Treves 2006 pp 478 479 a b c d e Treves 2006 pp 481 483 a b c Treves 2006 p 484 a b Treves 2006 pp 483 484 a b c Treves 2006 pp 492 494 Treves 2006 pp 502 508 Treves 2006 pp 479 481 a b Schaefer amp Wolff 1999 p 100 a b Treves 2006 p 485 Bibliography EditDiestel Joe 2008 The metric theory of tensor products Grothendieck s resume revisited Providence R I American Mathematical Society ISBN 978 0 8218 4440 3 OCLC 185095773 Dubinsky Ed 1979 The structure of nuclear Frechet spaces Berlin New York Springer Verlag ISBN 3 540 09504 7 OCLC 5126156 Grothendieck Alexander 1966 Produits tensoriels topologiques et espaces nucleaires in French Providence American Mathematical Society ISBN 0 8218 1216 5 OCLC 1315788 Husain Taqdir 1978 Barrelledness in topological and ordered vector spaces Berlin New York Springer Verlag ISBN 3 540 09096 7 OCLC 4493665 Khaleelulla S M 1982 Counterexamples in Topological Vector Spaces Lecture Notes in Mathematics Vol 936 Berlin Heidelberg New York Springer Verlag ISBN 978 3 540 11565 6 OCLC 8588370 Narici Lawrence Beckenstein Edward 2011 Topological Vector Spaces Pure and applied mathematics Second ed Boca Raton FL CRC Press ISBN 978 1584888666 OCLC 144216834 Nlend H 1977 Bornologies and functional analysis introductory course on the theory of duality topology bornology and its use in functional analysis Amsterdam New York New York North Holland Pub Co Sole distributors for the U S A and Canada Elsevier North Holland ISBN 0 7204 0712 5 OCLC 2798822 Nlend H 1981 Nuclear and conuclear spaces introductory courses on nuclear and conuclear spaces in the light of the duality Amsterdam New York New York N Y North Holland Pub Co Sole distributors for the U S A and Canada Elsevier North Holland ISBN 0 444 86207 2 OCLC 7553061 Pietsch Albrecht 1972 Nuclear locally convex spaces Berlin New York Springer Verlag ISBN 0 387 05644 0 OCLC 539541 Robertson A P 1973 Topological vector spaces Cambridge England University Press ISBN 0 521 29882 2 OCLC 589250 Ryan Raymond 2002 Introduction to tensor products of Banach spaces London New York Springer ISBN 1 85233 437 1 OCLC 48092184 Schaefer Helmut H Wolff Manfred P 1999 Topological Vector Spaces GTM Vol 8 Second ed New York NY Springer New York Imprint Springer ISBN 978 1 4612 7155 0 OCLC 840278135 Treves Francois 2006 1967 Topological Vector Spaces Distributions and Kernels Mineola N Y Dover Publications ISBN 978 0 486 45352 1 OCLC 853623322 Wong 1979 Schwartz spaces nuclear spaces and tensor products Berlin New York Springer Verlag ISBN 3 540 09513 6 OCLC 5126158 External links EditNuclear space at ncatlab Retrieved from https en wikipedia org w index php title Nuclear operator amp oldid 1142203467, wikipedia, 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