Ambiguity in the term 'dimension'?

In summary, the classification of signals as 1D and 2D refers to the dimension of their range space, which is \mathbb{R} and \mathbb{R}^2 respectively. However, when using Fourier series to decompose a signal, the basis used is for a different vector space, the set of all continuous functions.
  • #1
dexterdev
194
1
We used to classify signals as 1D and 2D etc ie one dimensional and two dimensional. For example a periodic square wave signal is 1D and an image is a 2D signal etc (reference - Signals and systems by Simon Haykin and Barry Van Veen, 2nd edition , page 2).

But the same periodic square wave signal can be decomposed using Fourier series to infinite sinusoids with different frequencies. In the linear algebra terms these infinite orthogonal sinusoids forms the basis and the the dimension of a periodic square wave is infinite.

So actually which is the actual dimension or what is dimension?
 
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  • #2
If you represent a "1D" signal as a function ##f(t)##, which could give a value of electric current as a function of time, for example, the domain of the function ##f## is one-dimensional, but the set of all possible signal functions ##f## is infinite-dimensional.
 
  • #3
I think when talking about 1D, 2D waves, the dimension refers to the dimension of the range space which is [itex]\mathbb{R}[/itex] and [itex]\mathbb{R}^2[/itex] respectively. These have dimensions 1 and 2 when talking about the usual vector space of [itex]\mathbb{R}[/itex] or [itex]\mathbb{R}^2[/itex] over [itex]\mathbb{R}[/itex] with the usual operations.

Now when you talk about the Fourier series of the square wave, the cosines and sines are indeed a basis but for a completely different vector space. Now you are looking at the vector space of the set of all continuous functions, not the range space which is [itex]\mathbb{R}[/itex] or [itex]\mathbb{R}^2[/itex].
 

Related to Ambiguity in the term 'dimension'?

1. What is the definition of 'dimension' in science?

The term 'dimension' in science refers to a measurable property or characteristic of an object or system. It can also refer to the number of coordinates needed to describe the position or state of an object in space.

2. How many dimensions are there in the physical world?

The physical world is commonly described as having three dimensions: length, width, and height. However, certain theories in physics, such as string theory, propose the existence of additional dimensions beyond these three.

3. What is meant by 'higher dimensions'?

'Higher dimensions' refers to dimensions beyond the three spatial dimensions (length, width, and height) that we experience in our everyday lives. These dimensions may be difficult to visualize, but they play a crucial role in some scientific theories and models.

4. How does the concept of 'dimension' relate to time?

In physics, time is often considered to be the fourth dimension. This means that an object's position in space can be described using four coordinates: three for space (length, width, and height) and one for time.

5. Can different scientific fields have different interpretations of the term 'dimension'?

Yes, the term 'dimension' can have different meanings and uses in different scientific fields. For example, in mathematics, dimensions can refer to abstract concepts such as vector spaces, while in physics, dimensions are often used to describe the physical properties of objects and systems.

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