Tuesday, January 24, 2023

Adjoint operator

Adjoint operator

Adjoint operator on topological vector spaces

Adjoint operator can be easily defined over the general vector spaces. However, defining it with respect to topological vector spaces (TVS) is non-trivial. This post clarifies the conditions for such an adjoint:

  • The topological vector spaces should be locally convex Hausdorff
  • The original operator is weakly continuous

The main reference is [1].

Adjoint operator for general vector spaces

Let XX be a general vector space and XX' be its algebraic dual space, which contains all linear functionals on XX. Similarly for YY and YY'. Let A:XYA: X \longrightarrow Y. The algebraic adjoint A:YXA': Y' \longrightarrow X' is a linear operator defined as follows, for all xXx\in X and yYy'\in Y',
Ay:xXy,AxRA'y': x \in X \longmapsto \langle y', Ax\rangle\in \mathbb{R}
It can also be rewritten
y,AxY,Y=Ay,xX,X(adjoint)\langle y', Ax\rangle_{Y', Y} = \langle A'y', x\rangle_{X', X} \tag{adjoint}
We may drop the space subscripts since it is clear from the context.

Adjoint operator for topological vector spaces

Let (X,τX)(X, \tau_X) be a locally convex Hausdorff space and XX^* be its continuous dual, i.e. the space of continuous linear functionals defined on XX. By Example 8.1.1. d) [1], we know that (X,X)(X, X^*) is a dual pair, i.e. XX distinguishes points of XX^* and vice versa. Note that general topological vector space (X,τX)(X, \tau_X) may not ensure the paired duality of XX and XX^*.

Let ωX=σ(X,X)\omega_X=\sigma(X, X^*) be the coarse topology so that each element in XX^* can be considered as continuous over (X,σ(X,X))(X, \sigma(X, X^*)), this topology is also known as the weak topology on XX. Similarly the topology ωX=σ(X,X)\omega_{X^*}=\sigma(X^*, X) on XX^* is called weak-* topology.

Similar notations can be applied for YY and YY^*.

An operator A:XYA: X\longrightarrow Y is said to be weak continuous if A:(X,ωX)(Y,wY)A: (X, \omega_X) \longrightarrow (Y, w_Y) is continuous. An operator B:YXB: Y^*\longrightarrow X^* is said to be weak-* continuous if B:(Y,ωY)(X,wX)B: (Y^*, \omega_{Y^*}) \longrightarrow (X^*, w_{X^*}) is continuous.

It is easy to see XX^* can be embedded into XX'. So it is natural to define AA^* as a restriction of AA' onto XX^*. More precisely, A:YXA^*: Y^*\longrightarrow X' so that A=AYA^* = A'|_{Y^*}
However, to define A:YXA^*: Y^*\longrightarrow X^*, it necessary that the range of AA^* should be a subset of XX^*. This is not true for a general operator AA. The following theorem tells us that it only happens if AA is weakly continuous.

Theorem 1. (Theorem 8.10.3 [1]) Let X,YX, Y be locally convex Hausdorff spaces. Let XX^* and YY^* be, respectively, the continuous dual space of XX and YY. Let A=AYA^* = A'|_{Y^*}, then A(Y)XA^*(Y^*)\subset X^* iff AA is weakly continuous linear operator.

By this theorem, we may define A:YXA^*: Y^*\longrightarrow X^* satisfying (adjoint)(\text{adjoint}) as soon as AA is weakly continuous.

Remark. Every normed space is locally convex since the unit ball is convex. Moreover, the normed spaces are Hausdorff since every metric space is Hausdorff.

Continuity of adjoint operator

Assume that AA is weakly continuous, so AA^* is well-defined.

Theorem 2. (Theorem 8.10.5 [1]) AA^* is weakly-* continuous and A=AA^{**}=A

Theorem 3. (Theorem 6 page 165 [3]) Let X,YX, Y be locally convex separated spaces and K:YXK: Y^* \longrightarrow X^* a linear map. Then there exists A:XYA: X\longrightarrow Y with K=AK=A^* if and only if KK is weak-* continuous.

Theorem 4. (Corollary 8.11.4 [1]) If XX and YY are normed spaces, AA is continuous iff it is weakly continuous.

Theorem 5. (Theorem 8.11.5 [1]) Let X,YX, Y be normed spaces. If AA is continuous then AA^* is also continuous and A=A||A||=||A^*||.

Theorem 6. (Schauder’s Theorem see Theorem 2 in [4] epage 499 page 485, Theorem 4.19 [2]) Let X,YX, Y be Banach spaces and AA is continuous. AA is compact iff AA^* is compact.

References

[1]: Narici, Lawrence, and Edward Beckenstein. Topological vector spaces. Chapman and Hall/CRC, 2010.
[2]: Rudin, Walter. Functional Analysis
[3]: Wilansky, Albert. Modern methods in topological vector spaces. 1978
[4]: Dunford, Nelson, and Jacob T. Schwartz. Linear operators, part 1: general theory. Vol. 10. John Wiley & Sons, 1988.

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