Hello Suppose you have sensors regularly laid out in a cross shape. with each sensor sampling a time series. Is there any meaningful way to look at the frequency spectrum of this data?
1.5D DFT
Started by ●May 21, 2009
Reply by ●May 21, 20092009-05-21
>Hello >Suppose you have sensors regularly laid out in a cross shape. with each >sensor sampling a time series. Is there any meaningful way to look atthe>frequency spectrum of this data? >"define","compute", etc are better than "look at" here.
Reply by ●May 22, 20092009-05-22
On May 21, 5:20�pm, "alexryu" <ryu.a...@gmail.com> wrote: Yes, the results could be very meaningful, if you consider the array and its subsequent processing to be a beamformer. Consider the cross shaped array to be lying on the x-y plane. Then consider a planar pressure wave of a single frequency arriving perpendicular to the array from the z direction. If you were to repeatedly take FFTs of each sensor, you'd find that the results out of all the '0' bins over time are a replica of the waveform impinging on the 'broadside' direction of the array. If the waveform were arriving from a different direction, then one or another of the FFT bin outputs would give you a replica of that waveform. So you can interpret outputs as being 'spatial' frequencies. That's the 'easy' answer, but it's really a lot more complicated than that. I would suggest you look at just the 1D case first (i.e.: a line array) to see how you can get 'spatial' frequencies that depend on various look directions. Furthermore, if the arriving waveform consists of more than one frequency, then you'll get look directions that are a function of frequency. This is highly undesirable in many sonar systems. There are several ways of dealing with the problem, such as using phase shifts (i.e.: time delays) to modify beam direction, or splitting the input data into narrow frequency bins and then beamforming each frequency separately, etc. You might want to look into some beamforming papers, such as: L. J. Rennie, �The TAP III Beamforming System,� IEEE J. Oceanic Engineering, vol. OE-6, no. 1, Jan. 1981, pp. 18-25. Kevin
Reply by ●May 22, 20092009-05-22
Oops. I meant to write: take the FFT of the line array in the 'x' direction, and the FFT of the line array in the 'y' direction. As I said, I think it's a lot easier to understand if you start with just one line array and figure out how and why it will give you spatial frequencies when you repeatedly FFT the inputs to the line array (bin '0' will give you the waveform impinging from the broadside or perpendicular direction to the array over time). Kevin