How is this summation approx valid?

  • Context: Graduate 
  • Thread starter Thread starter sauravrt
  • Start date Start date
  • Tags Tags
    Summation
Click For Summary
SUMMARY

The approximation \(\frac{1}{N}\sum_{n=0}^{N-1}n\sin[4\pi f_o n + 2\phi] \approx 0\) is valid when \(f_o\) is not near 0 or 1/2. This is primarily due to the averaging effect of the sine function, which oscillates between positive and negative values, leading to cancellation. Saurav confirms that unless specific conditions are met, the result will be small, likely not exceeding \(O(N^{-1/2})\), but certainly tending towards \(o(1)\) for randomly chosen \(f_o\) and \(\phi\).

PREREQUISITES
  • Understanding of Fourier series and signal processing
  • Familiarity with trigonometric functions and their properties
  • Basic knowledge of limits and asymptotic notation
  • Experience with mathematical summation techniques
NEXT STEPS
  • Study the properties of the sine function in signal processing
  • Learn about Fourier series and their applications in approximations
  • Explore asymptotic analysis and its relevance in mathematical proofs
  • Investigate the behavior of oscillatory sums in mathematical analysis
USEFUL FOR

Mathematicians, signal processing engineers, and students studying Fourier analysis or oscillatory functions will benefit from this discussion.

sauravrt
Messages
15
Reaction score
0
I came across this approximation in a book. I am not sure why this approximation is valid..

[tex]\frac{1}{N}\sum_{n=0}^{N-1}n.sin[4\pi f_o n + 2\phi] \approx 0[/tex]

[tex]f_o[/tex] is not near 0 or 1/2

Saurav
 
Last edited:
Physics news on Phys.org
Perhaps it's because you are averaging over a sin function, which has average 0?
 
Pretty much. Unless something funny is going on, the positives and the negatives should pretty well cancel out.

If it is -- if you manage to get sin = 1 at each point -- you can get as high as (N - 1)/2. But for randomly-chosen f_0 and phi, I'd expect to get something pretty small. Maybe not O(N^(-1/2)), but certainly o(1).
 

Similar threads

  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 5 ·
Replies
5
Views
1K
  • · Replies 6 ·
Replies
6
Views
2K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 5 ·
Replies
5
Views
2K
  • · Replies 3 ·
Replies
3
Views
2K
  • · Replies 5 ·
Replies
5
Views
3K
  • · Replies 11 ·
Replies
11
Views
2K