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Lecture 3.8: Pythagoras, Parseval, and Plancherel Matthew Macauley Department of Mathematical Sciences Clemson University http://www.math.clemson.edu/~macaule/ Math 4340, Advanced Engineering Mathematics M. Macauley (Clemson) Lecture 3.8:


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Lecture 3.8: Pythagoras, Parseval, and Plancherel

Matthew Macauley Department of Mathematical Sciences Clemson University http://www.math.clemson.edu/~macaule/ Math 4340, Advanced Engineering Mathematics

  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 1 / 6

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Our journey from Rn to Fourier transforms

In the beginning of this class, we started with standard Euclidean space, Rn. The dot product gave us a notion of geometry: lengths, angles, and projections. Our favorite

  • rthonormal basis was {e1, . . . , en}.

Moving on to the space Per2L(C) of piecewise 2L-periodic functions, we defined an inner product, which gave us a notion of geometry: norms, angles, and projections. Our favorite

  • rthonormal basis was
  • eiπnx/L | n ∈ Z
  • .

Let L2(R) be the set of square-integrable functions, i.e., ||f ||2 :=

  • R |f |2dx < ∞. The Fourier

transform of f ∈ L2(R) can be thought of as a “continuous” version of a Fourier series.

Definition

We defined the Fourier transform of f ∈ L2(R) and its inverse transform as

  • f (ω) :=

−∞

f (x)e−iωxdx, and f (x) = 1 2π ∞

−∞

  • f (x)eiωxdω.

Think of ω as angular frequency. Another definition of the Fourier transform was in terms of

  • scillatory frequency, ξ = ω/(2π):
  • f (ξ) :=

−∞

f (x)e−2πiξxdx, and f (x) = ∞

−∞

  • f (x)e2πiξxdξ
  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 2 / 6

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Generalizations of a celebrated theorem of the ancient Greeks

Pythagorean theorem for vectors in Rn

Given a vector v = c1e1 + · · · + cnen, ||v||2 = v, v =

n

  • i=1

c2

i .

Parseval’s identity for Fourier series in Per2L(C)

Given a Fourier series f (x) =

  • n=−∞

cneiπnx/L, ||f ||2 = f , f = 1 2L L

−L

|f (x)|2dx =

  • n=−∞

c2

n.

Plancherel’s theorem for Fourier transforms in L2(R)

If f is square-integrable, then

  • f
  • 2 =

f , f = ∞

−∞

| f (ξ)|2dξ = ∞

−∞

|f (x)|2dx = f , f = ||f ||2.

  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 3 / 6

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Parseval’s identity for Fourier transforms

Plancherel’s theorem says that the Fourier transform is an isometry. It follows from a more general result.

Parseval’s identity for Fourier transforms

If f , g ∈ L2(R), then f , g =

  • f ,

g

  • .

Proof

  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 4 / 6

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Introduction

Parseval’s identity for real Fourier series

If f (x) = a0 2 +

  • n=1

an cos nπx L + bn sin nπx L , then ||f ||2 = f , f := 1 L L

−L

  • f (x)

2dx = 1 2 a2

0 + ∞

  • n=1

a2

n + b2 n .

  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 5 / 6

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An application of Parseval’s identity

Sum of inverse squares

Compute the infinite series

  • n=1

1 n2 = 1 + 1 4 + 1 9 + 1 16 + 1 25 + · · · .

  • M. Macauley (Clemson)

Lecture 3.8: Pythagoras, Parseval, and Plancherel Advanced Engineering Mathematics 6 / 6