Definition 5.2.1 (Inner product): for f, g ∈ C(ℝ/ℤ;ℂ) (modeled as continuous,
ℤ-periodic functions ℝ → ℂ), define
⟪f, g⟫ = ∫ x in [0,1], f x * conj (g x) dx.
Instances For
Orthogonality for continuous, 1-periodic complex-valued functions.
Equations
- periodicOrthogonal f g = (periodicInnerProduct f g = 0)
Instances For
Definition 5.2.2 (Orthogonality and the L^2 metric): for
f, g ∈ C(ℝ/ℤ;ℂ) (modeled as continuous, 1-periodic functions ℝ → ℂ),
(i) f and g are orthogonal iff ⟪f, g⟫ = 0; and
(ii) d_{L^2}(f,g) = (∫_[0,1] ‖f(x) - g(x)‖^2 dx)^(1/2).
Instances For
Definition 5.2.3 (L^2-convergence): for a sequence (f_n) in
C(ℝ/ℤ;ℂ) and f ∈ C(ℝ/ℤ;ℂ), (f_n) converges to f in L^2 when
d_{L^2}(f_n, f) → 0 as n → ∞.
Equations
- periodicL2ConvergesTo fSeq f = Filter.Tendsto (fun (n : ℕ) => periodicL2Metric (fSeq n) f) Filter.atTop (nhds 0)
Instances For
The constant function x ↦ 1 is continuous and 1-periodic.
The function x ↦ exp(2πix) is continuous and 1-periodic.
The 1-periodic function induced by the constant function x ↦ 1.
Equations
- constOnePeriodicFunction = ⟨fun (x : ℝ) => 1, continuous_periodic_constOne⟩
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The 1-periodic function induced by x ↦ exp(2πix).
Equations
- expTwoPiIPeriodicFunction = ⟨fun (x : ℝ) => Complex.exp (2 * ↑Real.pi * Complex.I * ↑x), continuous_periodic_expTwoPiI⟩
Instances For
Helper for Example 5.2.3: the endpoint value exp(-2πi) equals 1.
Example 5.2.3: let f(x) = 1 and g(x) = exp(2πix). Then ⟪f, g⟫ = 0.
The L^2 norm on continuous, 1-periodic complex-valued functions induced by
the inner product ⟪f, g⟫ = ∫_[0,1] f \overline{g}.
Equations
- periodicL2Norm f = √(periodicInnerProduct f f).re
Instances For
Helper for Example 5.2.6: the self-inner product of exp(2πix) equals 1.
Helper for Example 5.2.6: the real part of the self-inner product is 1.
Example 5.2.6: for f(x) = exp(2πix), one has ‖f‖_2 = 1.
Helper for Lemma 5.2.7a: rewrite Re ⟪f,f⟫ as an interval integral of normSq.
Helper for Lemma 5.2.7a: a nonzero periodic function is nonzero at some point of the unit interval.
Helper for Lemma 5.2.7a: if a periodic function is nonzero, then Re ⟪f,f⟫ is
strictly positive.
Helper for Lemma 5.2.7a: vanishing real part of the self-inner product is equivalent to the function being zero.
Helper for Lemma 5.2.7a: ‖f‖_2 = 0 is equivalent to vanishing real part of
the self-inner product.
Lemma 5.2.7a (Basic properties of ‖·‖_2 (a), non-degeneracy): for
f ∈ C(ℝ/ℤ; ℂ) (modeled as a continuous, 1-periodic function ℝ → ℂ),
‖f‖_2 = 0 iff f is the zero function.
Helper for Lemma 5.2.7b: continuity on [0,1] gives L² membership on the restricted measure.
Helper for Lemma 5.2.7b: Hölder with p = q = 2 on [0,1] for norm-products.
Helper for Lemma 5.2.7b: each Hölder L² factor is exactly periodicL2Norm.
Lemma 5.2.7b (Basic properties of ‖·‖_2 (b), Cauchy--Schwarz): for
f, g ∈ C(ℝ/ℤ; ℂ) (modeled as continuous, 1-periodic functions ℝ → ℂ),
|⟪f, g⟫| ≤ ‖f‖_2 ‖g‖_2.
Helper for Lemma 5.2.5a: conjugation commutes with integration over [0,1].
Lemma 5.2.5a (Properties of the inner product (a), Hermitian): if
f, g ∈ C(ℝ/ℤ; ℂ) (modeled as continuous, 1-periodic functions ℝ → ℂ), then
⟪g, f⟫ = \overline{⟪f, g⟫}.
Helper for Lemma 5.2.5b: rewrite ⟪f,f⟫ as the integral of normSq.
Helper for Lemma 5.2.5b: the real part of ⟪f,f⟫ is an interval integral
of normSq.
Helper for Lemma 5.2.5b: a nonzero periodic function is nonzero at some point in one fundamental domain.
Helper for Lemma 5.2.5b: a nonzero value on [0,1] forces strict
positivity of Re ⟪f,f⟫.
Helper for Lemma 5.2.5b: the imaginary part of ⟪f,f⟫ vanishes.
Lemma 5.2.5b (Properties of the inner product (b), Positivity): if
f ∈ C(ℝ/ℤ; ℂ) (modeled as a continuous, 1-periodic function ℝ → ℂ), then
⟪f, f⟫ is real and nonnegative, and ⟪f, f⟫ = 0 iff f is the zero function.
The sum of two continuous, 1-periodic complex-valued functions is continuous and
1-periodic.
A scalar multiple of a continuous, 1-periodic complex-valued function is continuous
and 1-periodic.
The pointwise sum in C(ℝ/ℤ; ℂ) modeled as continuous, 1-periodic functions
ℝ → ℂ.
Equations
- addPeriodicFunction f g = ⟨↑f + ↑g, ⋯⟩
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Scalar multiplication in C(ℝ/ℤ; ℂ) modeled as continuous, 1-periodic functions
ℝ → ℂ.
Equations
- smulPeriodicFunction c f = ⟨c • ↑f, ⋯⟩
Instances For
Helper for Lemma 5.2.7c: pointwise expansion of
(f + g) * conj (f + g).
Helper for Lemma 5.2.7c: expansion of ⟪f + g, f + g⟫ into diagonal and
cross terms.
Helper for Lemma 5.2.7c: diagonal terms satisfy
Re ⟪u, u⟫ = ‖u‖_2^2.
Helper for Lemma 5.2.7c: the real parts of the cross terms are bounded by
2 ‖f‖_2 ‖g‖_2.
Helper for Lemma 5.2.7c: the real part of ⟪f+g, f+g⟫ is bounded by
(‖f‖_2 + ‖g‖_2)^2.
Lemma 5.2.7c (Basic properties of ‖·‖_2 (c), triangle inequality): for
f, g ∈ C(ℝ/ℤ; ℂ) (modeled as continuous, 1-periodic functions ℝ → ℂ),
‖f + g‖_2 ≤ ‖f‖_2 + ‖g‖_2.
Helper for Lemma 5.2.7d: orthogonality is preserved when swapping arguments by Hermitian symmetry.
Helper for Lemma 5.2.7d: the sum of the real parts of the two cross terms vanishes under orthogonality.
Helper for Lemma 5.2.7d: the real part of ⟪f+g, f+g⟫ equals the sum of
the squared L^2 norms when ⟪f, g⟫ = 0.
Lemma 5.2.7d (Basic properties of ‖·‖_2 (d), Pythagoras): for
f, g ∈ C(ℝ/ℤ; ℂ) (modeled as continuous, 1-periodic functions ℝ → ℂ),
if ⟪f, g⟫ = 0, then ‖f + g‖_2^2 = ‖f‖_2^2 + ‖g‖_2^2.
Helper for Lemma 5.2.7e: pointwise scaling of normSq under scalar multiplication.
Helper for Lemma 5.2.7e: nonnegativity of the real part of ⟪f,f⟫.
Helper for Lemma 5.2.7e: the real part of ⟪cf,cf⟫ scales by ‖c‖².
Lemma 5.2.7e (Basic properties of ‖·‖_2 (e), homogeneity): for
f ∈ C(ℝ/ℤ; ℂ) (modeled as a continuous, 1-periodic function ℝ → ℂ) and
c ∈ ℂ, ‖cf‖_2 = ‖c‖ ‖f‖_2.
Helper for Lemma 5.2.5c: the product integrand defining ⟪u, v⟫ is integrable
on [0,1].