What the terms orthogonal & basis function denote in case of signals

  • #1
79
0
I am a beginer. I have read that any given signal whether it simple or complex one,can be represented as summation of orthogonal basis functions.


Here, what the terms orthogonal and basis functions denote in case of signals? Can anyone explain concept with an example?


Also,what are the physical implications of basis functions?
 
Last edited:

Answers and Replies

  • #3
34,546
6,253
I am a beginer. I have read that
any given signal whether it simple
or complex one,can be
represented as summation of
orthogonal basis functions.


Here, what the terms orthogonal
and basis functions denote in
case of signals?
One set of basis functions that is used a lot in Fourier series is the set ##\{\sin(t), \sin(2t), \sin(3t), \dots, \sin(nt), \dots\}##. These functions are orthogonal on the interval ##[0, \pi]##, which means that the inner product of any two distinct functions in this set is zero. In other words, ##\int_0^{\pi} \sin(kt) \sin(mt)~dt = 0##, if ##k \neq m##.

The term basis is linear algebra terminology that has to do with vector spaces (or function spaces, which are nearly the same as vector spaces). For a given space, a basis is a set of vectors (or functions) that are (1) linearly independent and (2) span the space.

For a simple example of these concepts, let's take R2, the plane. This space (it's a vector space) has a natural basis, {<1, 0>, <0, 1>}. Every vector in R2 can be written as a linear combination of the two vectors in the basis. For example, <3, 4> = 3<1, 0> + 4<0, 1>. In a similar way, a function that represents a signal can be written as a linear combination of the basis functions.
ramdas said:
How basis functions can be
explained mathematically and what
are the physical implications of it?
 
  • Like
Likes ramdas and berkeman

Related Threads on What the terms orthogonal & basis function denote in case of signals

Replies
5
Views
327
Replies
6
Views
803
Replies
4
Views
2K
  • Last Post
Replies
16
Views
947
Replies
2
Views
505
Replies
1
Views
1K
Replies
2
Views
8K
Replies
3
Views
34K
Replies
6
Views
675
  • Last Post
Replies
4
Views
2K
Top