Fourier Transforms Part 1 Flashcards

1
Q

What is the equation for Fourier Series?

A

f(x) = a0/2 + sum from n=1 to infinity of a(n)cos(2πnx/L)+b(n)sin(2πnx/L)

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2
Q

What is the first step to derive the Fourier transform from the fourier series?

A

Turn the fourier series into a form involving complex exponentials. Use the equations cos(θ) = (exp(iθ)+exp(-iθ))/2, sin(θ) = (exp(iθ)-exp(-iθ))/2i

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3
Q

What do you do after inputting the complex exponentials to the fourier series?

A

Multiply it all out and rearrange to have the exponentials outside the brackets. Set the parts inside the brackets equal to c(n), where c0 = a0/2, c(n>1) = (a(n)-ib(n))/2, c(n<1) = (a(n)+ib(n))/2

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4
Q

What is the final equation for f(x) after the first two steps?

A

f(x) = sum from n=-infinity to infinity of c(n)*exp(i2πnx/L)

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5
Q

What are we concerned with in this equation for f(x) and what does this mean?

A

Need real part of f(x), so f(x) = f(x), so c(-n) = c(n), and c(-n)* = c(n)

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6
Q

What is the orthogonality relationship for the fourier series?

A

1/L * integral from -L/2 to L/2 of exp(i*2π(n-m)x/L) dx = 𝛿(nm)

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7
Q

How do we exploit the orthogonality condition in this case?

A

Multiply both sides by exp(i2πmx/L) and integrate, giving integral from -L/2 to L/2 of f(x)exp(i2πmx/L) dx = sum from n=-infinity to infinity of the integral of exp(i2π(n-m)x/L)c(n)

Last part is equal to 𝛿(nm)

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8
Q

What do we do once we have the orthogonality condition implemented?

A

Summation only non-zero for n=m due to the kronecker delta. Sub this in to find equation for c(m).

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9
Q

What is the equation for c(m)? What does this equation do?

A

c(m) = 1/L * integral from -L/2 to L/2 of f(x) * exp(-i*2πmx/L) dx

This equation maps f(x) to its complex Fourier coefficients

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10
Q

What is the reverse transform for c(m)?

A

f(x) = sum from n = -inf to inf of c(n)exp(i2πnx/L)

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11
Q

What do we do next to define the functions on the entire real axis -inf<0

A
  • Take limit L->inf so periodic nature disappears
  • As L increases, spacing between k values decreases so we can set k = dk = 2π/L
  • 1 = dk*L/2π
  • Insert this into the sum
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12
Q

What do we get in the sum after inserting our new finding?

A

sum over k of dkL/2πc(k)*exp(ikx)

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13
Q

What is the last step in deriving the Fourier transform?

A

-Use equation found before for c(m):
Lc(m) = integral from -L/2 to L/2 of f(x)exp(-i2πmx/L) dx
-Set k = 2πm/L, sub this in and take the limit for L->infinity
-Define Lim as L->inf of L
c(k) as the fourier transform of f(x)

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14
Q

What is the equation for the Forward fourier transform?

A

transform f(k) = integral from -inf to inf of f(x)*exp(-ikx) dx

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15
Q

How do we find the reverse fourier transform?

A
  • use the equation we found before for the sum after defining the function which is not periodic
  • take limit to infinity of right hand side
  • find that f(x) = 1/2π * integral from -inf to inf of dk transform f(k) * exp(ikx)
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