Technology News

Digitizers now offer continuous Digital Down Conversion via GPU

Spectrum Instrumentation’s complete line of PCIe digitizer cardscan now perform DigitalDown Conversion (DDC)thanks to a low-cost option that uses an external GPU-card for continuous “on-the-fly” processing. DDC is a powerful technique that is commonly used in a wide range of communication systems, like digital radio, radar, mobile telephony, space or satellite communications. In the DDC process,RF or Microwave signals are converted to baseband, which contains the signal of interest. The conversion dramatically reducesthe resultant data set whilealso improving signal quality and measurement accuracy. Spectrum Instrumentation has 48 different PCIe-based digitizers (with sampling speedsfrom 5 MS/s to 10 GS/s) that can run the newDDC function, so customers can select the “Perfect-Fit” model for their application.

DDC with on-board FPGA or external GPU-card?

Most digitizer DDC implementations use on-board FPGA (Field Programmable Gate Array) technology. Theincoming analog signals are converted to digital data before being passed to the FPGA for down conversion. The approach is fast and efficient but comes with limitations. It needs large and expensive FPGA technologyas well aspurposely createdfirmware. Customizing the firmware is also a challenge,requiringspecialist firmware development knowledge and costly software tools.

The approach from Spectrum Instrumentation removes these hurdles. By using the company’s SCAPP (Spectrum’s CUDA Access for Parallel Processing) software development kit, the data acquired by the digitizer can be streamed over the digitizer’s PCIe bus directly to a CUDA-based GPU. The GPU, which can have thousands of cores working in parallel, then allows the processing software to be created using the C/C++ language. This makes for a much easier DDC implementation as customization can be made with normal programming skills. Starting with a tested DDC example delivers immediate results and provides a platform from which further software optimization is possible.

A working example running with 12.8 GB/s streaming rates

The Spectrum Instrumentation digitizer line-up includes PCIe cards in three different platforms (M2p, M4i and M5i).These offer sampling rates from as low as 5 MS/s up to an ultrafast 10 GS/s, with resolutions from 8 to 16bit, and bandwidths from 2.5 MHz to over 3 GHz. The M5i series, shown in figure 1, represents the top-of-the-range, delivering the fastest sampling rates and highest bandwidths, all with 12-bit resolution. Another key feature of the M5i series is their ability to stream data over the PCIe bus at a market-leading rate of 12.8 GB/s!

Figure 1 includesfrequency domain screenshotsof a signal before and after downconversion. Here, an M5i.3337-x16 digitizer card was used to sample a 702 MHz input signal at a rate of 6.4 GS/s. The acquired data wascontinuously streamed directly to an Nvidia RTX A4000 GPU, with 6144 cores, at the maximum transfer speed of 12.8 GB/s. Once there, the working example hasthe various processing blocks needed to carry out the DDC function.This includes a Direct Digital Synthesizer (DDS), lowpass filteringand down sampling. The GPU performs all the necessary DDC tasks. In this instance, it mixes the data with a complex sinusoid (generated by the DDS), applies a moving average, decimates the result (in this case by a factor of 512), passes the decimated data through a Finite Impulse Response (FIR) filter, rescales it and then transfers the processed data to the PC memory for storage (or further processing).

The two frequency domain screenshots show that the signal-to-noise ratio of the down converted (green) signal has improved by nearly 10 dB compared to theoriginal (yellow). Furthermore, the data file has been dramatically reduced by a factor of 512,but still retains all the important information in the signal frequency range of interest. The smaller data file isnow much easier for a conventional PC to store, analyse and display. 

From now on, the new DDC feature is part of the low-cost SCAPP package. This software package is needed to combine new or existing Spectrum digitizers with a GPU-card.


Reeta Dhote

About Author

Reeta dhote is a computer science graduate from Samrat Ashok Technical Insitute, Vidisha and holds a masters degree in computer application. She works as a technology editor and loves to share stories from the technology world.

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