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Laying out a mesh

In theoretical work and in programs, the definition $Z=e^{i\omega \Delta t}$is often simplified to $\Delta t = 1$,leaving us with $Z=e^{i\omega}$.How do we know whether $\omega$is given in radians per second or radians per sample? We may not invoke a cosine or an exponential unless the argument has no physical dimensions. So where we see $\omega$ without $\Delta t$,we know it is in units of radians per sample.

In practical work, frequency is typically given in cycles or Hertz, f, rather than radians, $\omega$(where $\omega = 2\pi f$). Here we will now switch to f. We will design a computer mesh on a physical object (such as a waveform or a function of space).  We often take the mesh to begin at t=0, and continue till the end $t_{\rm max}$ of the object, so the time range $t_{\rm range} = t_{\rm max}$.Then we decide how many points we want to use. This will be the N used in the discrete Fourier-transform program. Dividing the range by the number gives a mesh interval $\Delta t$.

Now let us see what this choice implies in the frequency domain. We customarily take the maximum frequency to be the Nyquist, either $f_{\rm max} = .5 /\Delta t$ Hz or $\omega_{\rm max} = \pi /\Delta t$ radians/sec. The frequency range $f_{\rm range}$ goes from $-.5/\Delta t$ to $.5/\Delta t$.In summary:

In principle, we can always increase N to refine the calculation. Notice that increasing N sharpens the time resolution (makes $\Delta t$ smaller) but does not sharpen the frequency resolution $\Delta f$, which remains fixed. Increasing N increases the frequency range, but not the frequency resolution.

What if we want to increase the frequency resolution? Then we need to choose $t_{\rm range}$ larger than required to cover our object of interest. Thus we either record data over a larger range, or we assert that such measurements would be zero. Three equations summarize the facts:
   \begin{eqnarray}
\Delta t \ f_{\rm range} &=& 1 \\ \Delta f \ t_{\rm range} &=& 1 \\ \Delta f \ \Delta t &=& {1 \over N}\end{eqnarray} (7)
(8)
(9)

Increasing range in the time domain increases resolution in the frequency domain and vice versa. Increasing resolution in one domain does not increase resolution in the other.


previous up next print clean
Next: INVERTIBLE SLOW FT PROGRAM Up: FT AS AN INVERTIBLE Previous: The Nyquist frequency
Stanford Exploration Project
10/31/1997