Wikipedia / Negative frequency
Wikipedia / Negative frequency
In mathematics, the concept of signed frequency (negative and positive frequency) can indicate both the rate and sense of rotation; it can be as simple as a wheel rotating clockwise or counterclockwise. The rate is expressed in units such as revolutions (a.k.a. cycles) per second (hertz) or radian/second (where 1cycle corresponds to 2πradians).
Example: Mathematically, the vector has a positive frequency of +1 radian per unit of time and rotates counterclockwise around a unit circle has a negative frequency of −1 radian per unit of time, which rotates clockwise instead.
Sinusoids
Let be an angular frequency with units of radians/second. Then the function has slope , which is called a negative frequency. But when the function is used as the argument of a cosine operator, the result is indistinguishable from . Similarly, is indistinguishable from . Thus any sinusoid can be represented in terms of a positive frequency. The sign of the underlying phase slope is ambiguous.
The ambiguity is resolved when the cosine and sine operators can be observed simultaneously, because leads by cycle (i.e. radians) when , and lags by cycle when . Similarly, a vector, , rotates counter-clockwise if , and clockwise if is also preserved in the complex-valued function:
whose corollary is:
In that resolves the ambiguity. In the second term looks like an addition, but it is actually a cancellation that reduces a 2-dimensional vector to just one dimension, resulting in the ambiguity. can have only one sign. What the false response does is enable the inverse transform to distinguish between a real-valued function and a complex one.
Applications
Simplifying the Fourier transform
Perhaps the best-known application of negative frequency is the formula:
the result is called the Fourier transform.
For instance, consider the function:
And:
Note that although most functions do not comprise infinite duration sinusoids, that idealization is a common simplification to facilitate understanding.
the negative frequency the residual oscillations cause the integral to converge to zero. This idealized Fourier transform is usually written as:
For realistic durations, the divergences and convergences are less extreme, and smaller non-zero convergences (spectral leakage) appear at many other frequencies, but the concept of negative frequency still applies. Fourier's original formulation (the sine transform and the cosine transform) requires an integral for the cosine and another for the sine. And the resultant trigonometric expressions are often less tractable than complex exponential expressions. (see Analytic signal, , and Phasor)
Sampling of positive and negative frequencies and aliasing
See also
Notes
Further reading
Lyons, Richard G. (Nov 11, 2010). Chapt 8.4. Understanding Digital Signal Processing (3rd ed.). Prentice Hall. 944 pgs. .