You signed in with another tab or window. Reload to refresh your session.You signed out in another tab or window. Reload to refresh your session.You switched accounts on another tab or window. Reload to refresh your session.Dismiss alert
Copy file name to clipboardExpand all lines: src/09_Operators_Spectra.jl
+48-40Lines changed: 48 additions & 40 deletions
Original file line number
Diff line number
Diff line change
@@ -149,7 +149,7 @@ Or in other words we would like the approximations
149
149
\mu_k (\opA) = \inf_{\substack{s \subset S \\\dim (s) = k}} \max_{0 \neq \varphi \in s} R_{\mathcal{A}}(\varphi)
150
150
= \inf_{\substack{s \subset S \\\dim (s) = k}} \max_{0 \neq \varphi \in s} \frac{\langle φ | \mathcal{A} φ \rangle_\hilbert}{\|φ\|_\hilbert}
151
151
```
152
-
to converge to the smallest members of the spectrum spectrum $\sigma(\mathcal{A})$
152
+
to converge to the smallest members of the spectrum $\sigma(\mathcal{A})$
153
153
(see [below](#Spectra-of-operators) a formal definition of spectrum for operators).
154
154
"""
155
155
@@ -251,7 +251,7 @@ i.e. the largest possible subspace of $\hilbert$, such that applying the operato
251
251
- To illustrate the point of allowing a domain to be smaller than or different from the Hilbert space, we consider the Schrödinger operator of an isolated system, which has the form $\opH=-\Delta+ V$, where $V$ is a potential.
252
252
The natural Hilbert space for this setting is $L^{2}(\mathbb{R}^{d})$.
253
253
Thus to ensure $\opH f \in L^{2} (\mathbb{R}^{d})$ $\forall f \in D(\opH)$, we need to take $D(\opH)=H^{2} (\mathbb{R}^{d} )$, one of the Sobolev spaces we introduced last time.
254
-
Clearly both $D(\opH)= \hilbert =L^{2}\left(\mathbb{R}^{d}\right)$ or $D(H)=\hilbert=H^{2}\left(\mathbb{R}^{d}\right)$ are *not* reasonable as in both cases the Laplacian reduces the regularity.
254
+
Clearly $D(\opH)= \hilbert =L^{2}\left(\mathbb{R}^{d}\right)$ is *not* reasonable as here the Laplacian reduces the regularity.
255
255
"""
256
256
257
257
# ╔═╡ 15012412-d229-45e4-8b12-0dc89d3baaa2
@@ -388,10 +388,50 @@ md"""
388
388
389
389
"""
390
390
391
-
# ╔═╡ 85df6f49-6935-45f0-9526-0b2b4075f3af
391
+
# ╔═╡ 24f5dd6c-3fa5-4486-ad92-c1bbab44b4ce
392
392
md"""
393
393
## Spectra of operators
394
394
395
+
Extending our discussion of the finite-dimensional setting in the [Matrix perturbation theory chapter](https://teaching.matmat.org/error-control/07_Matrix_perturbation_theory.html) we can define:
396
+
397
+
"""
398
+
399
+
# ╔═╡ 59c06a2d-d980-458f-bf7a-44bb4f4a8a80
400
+
md"""
401
+
!!! note "Definition (Resolvent set)"
402
+
Let $\hilbert$ be a separable Hilbert space, $\opA : D(\opA) \rightarrow \hilbert$. The **resolvent set** is
403
+
```math
404
+
\resolvent(\opA)=\{z \in \mathbb{C} \mid (\mathcal{A}-z) : D(\opA) \rightarrow \hilbert \text{ is invertible } {\color{noteblue} \underbrace{\color{black} \text{with bounded inverse}}_{\text{This is new in $\infty$-dimensions}}} \}
\left\|(\opA-z)^{-1} x\right\|\leq C \|x\|\quad \forall x \in \hilbert .
413
+
```
414
+
For $z \in \resolvent(x)$ the **resolvent** $R_{z}(\opA)=(\opA-z)^{-1}$ exists and is bounded.
415
+
416
+
We new that the new aspects in infinite dimensions is the additional requirement for $A - z$ to be bounded. A rationale for this requirement is given below:
417
+
"""
418
+
419
+
# ╔═╡ 8db7d0bc-ff6b-4387-8009-d83e74faaad0
420
+
md"""
421
+
By construction the set $\resolvent(A)$ contains all $z \in \mathbb{C}$ for which $(\opA-z) x=y$ admits a unique solution $x \in D(\opA)$ for a given $y \in \hilbert$.
422
+
Thus, for $(\opA-z) x=0$, only the trivial solution $x=0$ is possible.
423
+
424
+
To obtain eigenvalues we thus have to study the complement, as before
425
+
"""
426
+
427
+
# ╔═╡ 86e5f05a-6562-48c4-80f4-10c7cee0698e
428
+
md"""
429
+
!!! note "Definition (Spectrum)"
430
+
The **spectrum** is $\sigma (\opA) = \mathbb C \setminus \resolvent(\opA)$.
431
+
"""
432
+
433
+
# ╔═╡ 625f255b-85b4-4ada-90bb-bb4c7d4ac597
434
+
Foldable("Rationale for the additional boundedness requirement", md"""
395
435
Having discussed the basic properties of operators, we now turn our attention towards their spectra.
396
436
397
437
- Generalizing from matrices, an eigenpair $(\lambda, \varphi) \in \mathbb{C} \times \hilbert$ of the operator $\opA$ satisfies
@@ -429,40 +469,7 @@ Having discussed the basic properties of operators, we now turn our attention to
429
469
which is a contradiction to $φ$ being non-zero.
430
470
431
471
As in the finite-dimensional case we first construct the *resolvent set*, which includes all the points that cannot be eigenvalues, i.e. the ones where the resolvent exists ($\opA-z$ can be inverted) and also the above aspect of a non-bounded $(\opA-λ)^{-1}$ is excluded:
432
-
"""
433
-
434
-
# ╔═╡ 59c06a2d-d980-458f-bf7a-44bb4f4a8a80
435
-
md"""
436
-
!!! note "Definition (Resolvent set)"
437
-
Let $\hilbert$ be a separable Hilbert space, $\opA : D(\opA) \rightarrow \hilbert$. The **resolvent set** is
438
-
```math
439
-
\resolvent(\opA)=\{z \in \mathbb{C} \mid (\mathcal{A}-z) : D(\opA) \rightarrow \hilbert \text{ is invertible } {\color{noteblue} \underbrace{\color{black} \text{with bounded inverse}}_{\text{This is new in $\infty$-dimensions}}} \}
\left\|(\opA-z)^{-1} x\right\|\leq C \|x\|\quad \forall x \in \hilbert .
448
-
```
449
-
For $z \in \resolvent(x)$ the **resolvent** $R_{z}(\opA)=(\opA-z)^{-1}$ exists and is bounded.
450
-
451
-
"""
452
-
453
-
# ╔═╡ 8db7d0bc-ff6b-4387-8009-d83e74faaad0
454
-
md"""
455
-
By construction the set $\resolvent(A)$ contains all $z \in \mathbb{C}$ for which $(\opA-z) x=y$ admits a unique solution $x \in D(\opA)$ for a given $y \in \hilbert$.
456
-
Thus, for $(\opA-z) x=0$, only the trivial solution $x=0$ is possible.
457
-
458
-
To obtain eigenvalues we thus have to study the complement, as before
459
-
"""
460
-
461
-
# ╔═╡ 86e5f05a-6562-48c4-80f4-10c7cee0698e
462
-
md"""
463
-
!!! note "Definition (Spectrum)"
464
-
The **spectrum** is $\sigma (\opA) = \mathbb C \setminus \resolvent(\opA)$.
465
-
"""
472
+
""")
466
473
467
474
# ╔═╡ 9823dc80-2adb-4e21-9588-fdd7dc1b3545
468
475
md"""
@@ -917,9 +924,9 @@ on which $q_\opA$ can be defined. Notice that we can find a subspace inclusion
917
924
# ╔═╡ 86d8f7b6-68f6-42fd-9564-9c8a82a35e70
918
925
md"""
919
926
To make this explicit, consider an example. We take $\opA = - Δ$ on $L^2(\mathbb{R}^d)$.
920
-
Using partial integration we rewrite
927
+
Using partial integration we rewrite (e.g. for sufficiently regular functions $u$ and $v$):
921
928
```math
922
-
\langle u, -Δ v \rangle = \int_{\mathbb{R}^d} u -Δ v = \int_{\mathbb{R}^d} ∇u ⋅ ∇v.
929
+
\langle u, -Δ v \rangle = \int_{\mathbb{R}^d} u (-Δ v) = \int_{\mathbb{R}^d} ∇u ⋅ ∇v.
923
930
```
924
931
While the LHS is only valid for $u, v \in H^2(\mathbb{R}^d)$,
925
932
the RHS can be easily extended to all $u, v \in H^1(\mathbb{R}^d)$
0 commit comments