MarketNormalized frequency (signal processing)
Company Profile

Normalized frequency (signal processing)

In digital signal processing (DSP), a normalized frequency is a ratio of a variable frequency and a constant frequency associated with a system. Some software applications require normalized inputs and produce normalized outputs, which can be re-scaled to physical units when necessary. Mathematical derivations are usually done in normalized units, relevant to a wide range of applications.

Examples of normalization
A typical choice of characteristic frequency is the sampling rate (f_s) that is used to create the digital signal from a continuous one. The normalized quantity, f' = \tfrac{f}{f_s}, has the unit cycle per sample regardless of whether the original signal is a function of time or distance. For example, when f is expressed in Hz (cycles per second), f_s is expressed in samples per second. Some programs (such as MATLAB toolboxes) that design filters with real-valued coefficients prefer the Nyquist frequency (f_s/2) as the frequency reference, which changes the numeric range that represents frequencies of interest from \left[0, \tfrac{1}{2}\right] cycle/sample to [0, 1] half-cycle/sample. Therefore, the normalized frequency unit is important when converting normalized results into physical units. A common practice is to sample the frequency spectrum of the sampled data at frequency intervals of \tfrac{f_s}{N}, for some arbitrary integer N (see ). The samples (sometimes called frequency bins) are numbered consecutively, corresponding to a frequency normalization by \tfrac{f_s}{N}. The normalized Nyquist frequency is \tfrac{N}{2} with the unit th cycle/sample. Angular frequency, denoted by \omega and with the unit radians per second, can be similarly normalized. When \omega is normalized with reference to the sampling rate as \omega' = \tfrac{\omega}{f_s}, the normalized Nyquist angular frequency is . The following table shows examples of normalized frequency for f = 1 kHz, f_s = 44100 samples/second (often denoted by 44.1 kHz), and 4 normalization conventions: ==See also==
tickerdossier.comtickerdossier.substack.com