Hi Danny,

GPU’s may be starting to rival FPGA’s in processing power for correlators. 
However, are GPU’s restricted to long word correlation, say 32-bit floating 
point, whereas in FPGA I’m assuming the bit length is variable, so you may 
choose say 4-bit integer correlation – which would match to a 4-bit ADC.

If you can’t adapt the word length for GPU correlators, then the FPGA 
technology still has an edge, because as far as correlation is concerned, I’m 
not sure if going to word lengths longer than 4-bit is resourceful use of 
silicon real estate?

What is your view on that?

I did include a section on correlators in the document on security screening 
imaging  https://ieeexplore.ieee.org/document/9154708 and some of your selected 
publications in the references – thank you.

Cheers,
Neil

From: Danny Price <[email protected]>
Sent: 20 July 2020 14:44
To: Neil Salmon <[email protected]>; [email protected]
Subject: RE: [casper] references to recent cross-correlator technology 
developments

Hi Neil,

The correlation is indeed done in real time using stream processing frameworks 
for most interferometer telescopes. Conversion from (very sparse) visibilities 
to images is generally done offline (this can be very time consuming!).

There are a few real-time imaging systems: the EPIC correlator that Jack 
mentioned, and the realfast system on the VLA 
(https://science.nrao.edu/facilities/vla/observing/realfast) are good examples.

Cheers,
Danny

On 20 July 2020 at 9:55:06 pm, Neil Salmon 
([email protected]<mailto:[email protected]>) wrote:
Hi Danny,

Thank you for these references.

For security screening systems the name of the game is real-time, ie an image 
in less than 1 second. However, I see a great many references to GPU based 
correlators. I was used to seeing these devices as off-line correlators, as in 
software correlators. Are the GPUs being used by the radio astronomy community 
as real-time correlators, or as software correlators?

Many thanks,
Neil

From: Danny Price <[email protected]<mailto:[email protected]>>
Sent: 20 July 2020 12:21
To: [email protected]<mailto:[email protected]>
Subject: Re: [casper] references to recent cross-correlator technology 
developments

Hi Neil,

To add to Jack's post, allow me to plug some overview articles that may be of 
interest. The first, https://arxiv.org/abs/1702.00442, was for an introduction 
for a special issue of JAI on DSP in radio astronomy in 2016. Table 1 
summarises some of the larger correlators: the references therein may be of 
use. Jack (et al)'s CASPER article in said JAI special issue is also a font of 
references: https://arxiv.org/abs/1611.01826. The full special issue article 
listing is up here: https://www.worldscientific.com/toc/jai/05/04.

More recently, here's my book chapter on real-time stream processing in radio 
astronomy, https://arxiv.org/abs/1912.09041, which delves a bit deeper into 
technical details for common approaches.

In terms of cutting edge, there are various groups working with the Xilinx 
RFSoC components for next-gen systems -- you will no doubt have seen some 
traffic on this list. The ASKAP telescope group have plans to use an Alveo 
Xilinx U280 accelerator card for high time resolution imaging + dedispersion, 
which is an alternative to the GPU correlator.

GPU correlators are still the most widespread for O(100) antennas. There's some 
discussion on GPU correlator performance in J. Kocz et al 2014 
(https://arxiv.org/abs/1401.8288); for O(100) inputs a GPU correlator will 
likely be memory bandwidth bound.

Cheers,
Danny

On 18 July 2020 at 7:54:49 pm, Neil Salmon 
([email protected]<mailto:[email protected]>) wrote:
I need references on recent developments in cross-correlator technology for an 
IEEE paper on the subject of aperture synthesis imaging in the area of security 
screening of people for concealed weapons. Typical requirements for this 
application are cross-correlators that can process in real-time signals from 
hundreds of receiver channels with around 1 GHz of RF bandwidth. As none of 
this technology is commercially available off-the-shelf I’m dependent on the 
radio astronomy community to get the latest information of correlator 
development. This might be just technical knowhow on the building of 
correlators, or communities who would be willing to supply for a fee 
correlators to a security screening technology development company.

Could anyone provide me with any references of papers on recent correlator 
development that I could include in this paper?

Many thanks,
Neil
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