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Griffin Fostergriffin.foster@astro.ox.ac.uk Single Station Correlator(UNI)
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Griffin Fostergriffin.foster@astro.ox.ac.uk A Widefield Imager Science: Large field, short time resolution imaging for transient events. Daily/Weekly sky survey Engineering: Scalable FPGA based correlator design GPU image processing backend Prototype for large-N EoR arrays and SKA-Low Names: SEPCAM (SEPnet CAMera) LASI (LOFAR All Sky Imager) UNI (UnNamed Imager) …
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Griffin Fostergriffin.foster@astro.ox.ac.uk Instrument Overview RSP x24 GPU Imaging Node FX Correlator LOFAR HBA Real Time Imager Post- Processing /Storage Server x192 FFT ANT 0 ANT 192 Cornerturn (192 Antennas x 1024 Channels) CH 0 CH 1023 CMAC
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Griffin Fostergriffin.foster@astro.ox.ac.uk Correlator Specifications FPGA Based (UniBoard) 96 dual-pol HBA antennas → 18624 baselines 4 bit correlation 15-30 MHz Bandwidth 1024 FFT Channels Integration times ~10 ms Minimal modification to LOFAR station
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Griffin Fostergriffin.foster@astro.ox.ac.uk UniBoard Developed at ASTRON 8 × Altera Stratix IV 40nm FPGA, type EP4SGX230KF40C2, 1288 multipliers, 1517 pins One front node → all back nodes mesh 14 layers 8 × 2 DDR3 modules 4 × 4 10GbE links in 4 × 4 8-bit LVDS out Estimated maximum power consumption 280 W
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Griffin Fostergriffin.foster@astro.ox.ac.uk Correlator Design Back Node FPGA 48 antpols/BN 4 BNs XAUI TX CLK @ 4 x Data CLK Low Band FFT EQ/4b Quant Cornerturn 48 antpol X Engine Xeng Out LVDS Mesh Front Node FPGA 256 Channels/FN 4 FNs CLK @ 4 x Data CLK LVDS Mesh FN1 FN2 FN3 BN1 BN2 BN3 Mux 192 antpol X Engines Vacc Xeng Out Daterates: Input @ 25 MHz BW: 76.8 Gbps Output: 141 MB per integration Processing: 6984 MACs @ 200 MHz: 1.4 TMACs At 25 MHz BW complete correlation possible with 1 UniBoard UniBoard
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Griffin Fostergriffin.foster@astro.ox.ac.uk RSP Interface AP 0 AP 1 AP 2 AP 3 BP RCU data RCU ctrl LCU Inter board interface (IBI) ring CEP serdes RCU data RCU ctrl RCU data RCU ctrl RCU data RCU ctrl Current RSP Design: Connected to adjacent RSP boards via a 4 lane(2.5 Gbps per lane) XAUI interface Utilizing: Beamlets: 195312.5 Hz × 248 × 4 × 24b = 4.65 Gbps Crosslets: 195312.5 Hz × 96 × 4 × 18b = 1.35 Gbps Overhead: 0.025 Gbps Total: 6.025 Gbps Modified RSP Firmware Design: Signal Channel correlator dropped, utilize 2 lanes for the beam ring and 2 for UNI. Requires a passive connector to split/combine XAUI CX-4 interface Utilizing: Beamlets: 195312.5 Hz × 248 × 4 × 24b = 4.65 Gbps Overhead: 0.025 Gbps Total: 4.675 Gbps RSP Board CX-4 XAUI Connector
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Griffin Fostergriffin.foster@astro.ox.ac.uk Firmware Design Options 12b Voltage samples 1 12.5 MHz BW/ XAUI Lane Simplest firmware modification 8b Voltage samples (quant) 1 18.75 MHz BW/ XAUI Lane Maximize BW/ XAUI lane, require EQ control interface 1 Limited band selection 18b Subband samples 2 8.5 MHz BW/ XAUI Lane Simpler firmware modification 8b Subband samples (quant) 2 18.75 MHz BW/ XAUI Lane Maximize BW/ XAUI lane, require EQ control interface 2 Selectable band, quantization required
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Griffin Fostergriffin.foster@astro.ox.ac.uk Fast Transient Imaging Channelized data is independent and is easily parallelized, GPUs offer a good solution Short timescale images can be crude, thus traditional imaging steps can be simplified/ignored But short timescale images must be formed faster then the integration time, the wide field of view also introduces a number of challenges. RFIcalib Array Model Sky Model Antenna Model phase φ 0 grid/w-projfft facet clean phase φ 1 phase φ n CompareThreshold Prev. Image 1 s Image 10 s image Storage GPU FX Detections grid/w-projfftclean grid/w-projfftclean
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Griffin Fostergriffin.foster@astro.ox.ac.uk Widefield Sky Survey Longer timescale transient events New viewable sky survey every few days Take advantage of the fast transient pipeline by using the post RFI, calibrated data Perform secondary integration/data compression Follow a more traditional imaging pipeline Analysis will focus on rare, bright, transient events which occur on timescales of minutes to days
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Griffin Fostergriffin.foster@astro.ox.ac.uk Where we are at Firmware: Main modules (FIR,FFT,X Engine) currently being written LOFAR RSP modifications and passive XAUI splitter done by ASTRON UniBoard: First round of boards(7) have been produced and shipped to institutes Imaging: Collaborators working on GPU imaging pipeline Widefield imaging techniques in development on prototype array in Medicina Related: AARTFAAC (Super Terp Correlator, ASTRON/U Amsterdam)
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