Spectrum

From Atomix


Short definition of Spectrum (Ψ)
Shows how the variance of a signal is distributed with respect to frequency or wavenumber

This is the common definition for Spectrum, but other definitions may be discussed within the wiki.




The spectrum of a signal, say u(t), shows how the variance of this signal is distributed with respect to frequency. If the spectrum of u is Ψu(f), then the spectrum has the property that the variance of u is

u2‾=∫0∞Ψu(f)df  .

and the variance located between two frequencies f1 and f2 is

∫f1f2Ψu(f)df  .

The units of frequency can be cyclic such as Hz (previously called cycles per second), or they can be angular such as rads−1. The units should never be expressed as s−1 because this usage is ambiguous, even though the units of radians is technically dimensionless. The angular measures of frequency is larger than the cyclic measure of frequency by a factor of 2π.


Thus, the units of a spectrum, Ψ are the square of the units of u per unit of frequency, f.

If the signal is a space series, such as u(x), where x is the distance along a direction, then this signal also has a spectrum, but this spectrum provides the distribution of variance with respect to wavenumber, k. The wavenumber can be cyclic [cpm] (cycles per meter) or it can be angular [radm−1]. To avoid ambiguity, one should never express the units of wavenumber as m−1. The same properties apply to wavenumber spectrum, such as

u2‾=∫0∞Ψu(k)dk  .

If the signal u is discretely sampled, then the upper frequency (or wavenumber) limit is reduced from f=∞ to the Nqyquist frequency, f=fN=fs/2, where fs is the sampling rate of the signal.