Math 2.0

Integral equations Fredholm equations and Fredholm theory Theorem

Compactness of integral operators

Builds on Continuous kernelHilbert–Schmidt integral operatorCompact operatorArzelà–Ascoli theoremFinite-rank operatorApproximation of a kernel by degenerate kernels

Statement

Let a<ba < b.

  1. Let K ⁣:[a,b]×[a,b]→ℂK \colon [a, b] \times [a, b] \to \C be a continuous kernel. Then the operator (Tf)(x)=∫abK(x,y)f(y) dy(T f)(x) = \int_a^b K(x, y) f(y) \, dy maps C[a,b]C[a, b] to itself and is a compact operator on C[a,b]C[a, b] with the sup norm.
  2. Let (X,μ)(X, \mu) be a σ\sigma-finite measure space and let K∈L2(X×X,μ⊗μ)K \in L^2(X \times X, \mu \otimes \mu). Then the Hilbert–Schmidt integral operator (Tf)(x)=∫XK(x,y)f(y) dμ(y)(T f)(x) = \int_X K(x, y) f(y) \, d\mu(y) is a compact operator on L2(X,μ)L^2(X, \mu), and ∥T∥≤∥K∥L2(X×X)\norm{T} \le \norm{K}_{L^2(X \times X)}.

Remarks

For part 1, let ff run over the unit ball of C[a,b]C[a, b]. Then ∣Tf(x)∣≤(b−a)max⁡∣K∣\abs{Tf(x)} \le (b - a) \max \abs{K}, and ∣Tf(x)−Tf(x′)∣≤(b−a)max⁡y∣K(x,y)−K(x′,y)∣\abs{Tf(x) - Tf(x')} \le (b - a) \max_y \abs{K(x, y) - K(x', y)}, which is small when xx and x′x' are close, by uniform continuity of KK. So the image of the unit ball is bounded and equicontinuous, and the Arzelà–Ascoli theorem shows that it is relatively compact.

For part 2, the Cauchy–Schwarz inequality gives ∣Tf(x)∣2≤∫X∣K(x,y)∣2 dμ(y)⋅∥f∥2\abs{Tf(x)}^2 \le \int_X \abs{K(x, y)}^2 \, d\mu(y) \cdot \norm{f}^2, and integrating in xx gives the norm bound. Approximating KK by degenerate kernels in L2L^2 then writes TT as a norm limit of finite-rank operators, and such a limit is compact.

Example: the Volterra operator (Vf)(x)=∫0xf(y) dy(Vf)(x) = \int_0^x f(y) \, dy on L2[0,1]L^2[0, 1] has the square-integrable kernel equal to 11 for y≤xy \le x and 00 otherwise, so it is compact.

The integrability of the kernel matters. On L2(ℝ)L^2(\R), the convolution (Tf)(x)=∫ℝe−∣x−y∣f(y) dy(Tf)(x) = \int_\R e^{-\abs{x - y}} f(y) \, dy has a kernel that is not in L2(ℝ2)L^2(\R^2). This TT is not compact: it commutes with translations, so the images of the translates of a fixed nonzero function have no convergent subsequence.

Going deeper

For a student

Compactness is what makes integral equations of the second kind behave like finite linear systems. Once the operator is known to be compact, Fredholm's theorem and the spectral theory of compact operators apply, and for symmetric kernels so does the Hilbert–Schmidt theorem.

Reading path

To understand this page from the ground up, read these 90 pages in order. The foundations come first.

  1. Bernstein polynomial definition
  2. Compact operator concept
  3. Compact space concept
  4. Continuous kernel concept
  5. Degenerate kernel concept
  6. Dense set concept
  7. Element definition
  8. Extended real number line object
  9. Finite-rank operator concept
  10. Hausdorff space concept
  11. Hilbert–Schmidt integral operator concept
  12. Limit point of a set definition
  13. Orthonormal basis concept
  14. Proposition concept
  15. Real numbers object
  16. Sequence definition
  17. Set bounded above definition
  18. Square-integrable kernel concept
  19. Uniform metric on bounded functions example
  20. Set definition
  21. Limit of a function definition
  22. Conjunction definition
  23. Disjunction definition
  24. Implication definition
  25. Predicate definition
  26. Real sequence definition
  27. Subsequence definition
  28. Supremum definition
  29. Empty set object
  30. Family of sets definition
  31. Ordered pair definition
  32. Continuity at a point definition
  33. Intersection definition
  34. Union definition
  35. Existential quantifier definition
  36. Universal quantifier definition
  37. Bounded sequence definition
  38. Limit of a sequence definition
  39. Monotone sequence definition
  40. Cartesian product definition
  41. Continuous function definition
  42. Epsilon-delta definition of continuity statement
  43. Union of a family of sets definition
  44. Subset definition
  45. Uniqueness quantifier definition
  46. Every sequence has a monotone subsequence statement
  47. Convergent sequence definition
  48. Monotone convergence theorem for sequences statement
  49. Pointwise convergence definition
  50. Binary relation definition
  51. Uniform continuity definition
  52. Topological space definition
  53. Bolzano–Weierstrass theorem statement
  54. Uniform convergence definition
  55. Uniform continuity on a set definition
  56. Sequential compactness definition
  57. Function definition
  58. Subspace topology definition
  59. Continuous functions on a closed bounded interval are uniformly continuous statement
  60. Preimage of a set definition
  61. Restriction of a function definition
  62. Metric space definition
  63. Weierstrass approximation theorem statement
  64. Convergence of a sequence in a metric space definition
  65. Open ball definition
  66. Subspace metric definition
  67. Diameter of a set definition
  68. Metric topology definition
  69. Epsilon characterisation of Cauchy sequences statement
  70. Totally bounded set definition
  71. Open set definition
  72. Complete metric space definition
  73. Continuous map of topological spaces definition
  74. Open sets of a metric space statement
  75. Open cover definition
  76. Open sets characterised by neighbourhoods statement
  77. Compact space definition
  78. Continuity at a point of a topological space definition
  79. Completeness of the space of bounded continuous functions statement
  80. Epsilon-delta continuity in metric spaces statement
  81. Compact set definition
  82. Lebesgue number lemma statement
  83. Sup norm on bounded continuous functions example
  84. Compactness and sequential compactness agree in metric spaces statement
  85. Equicontinuity definition
  86. Stone–Weierstrass theorem statement
  87. Compact iff complete and totally bounded statement
  88. Approximation of a kernel by degenerate kernels statement
  89. Arzelà–Ascoli theorem statement
  90. Compactness of integral operators statement

Where this leads

1 page builds on this one.

Further reading

  1. Web https://en.wikipedia.org/wiki/Compact_operator
About this page
TagMF77N00SK8
URIm2://MF77N00SK8
Kindstatement, theorem
WritingW0 stub
MSC45P05, 47G10, 47B07
StatusThis copy of the site has no build data. Run m2 status MF77N00SK8.
AboutCompact operator, Hilbert–Schmidt integral operator
UsesContinuous kernel, Hilbert–Schmidt integral operator, Compact operator, Arzelà–Ascoli theorem, Finite-rank operator, Approximation of a kernel by degenerate kernels

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