Time-multiplexed systolic-array processors for real-time 2D IIR beam plane-wave filters
Bibliographic record
Abstract
A systolic-array architecture for real-time implementation of M number of independent 2D IIR spatio-temporal frequency-planar beam filters is proposed. The proposed architecture enables M time-multiplexed beam filters to be implemented on hardware using the arithmetic circuit real-estate required for a single beam filter. The architecture is a building block for highly-selective 2D IIR spatio-temporal fan filter banks for real-time broadband plane-wave fan filtering applications in ultrasonic imaging, intermediatefrequency (IF) digital beamforming, directional audio, and sonar imaging. A prototype of the systolic-array for M=4 beam filters is demonstrated using FPGA circuit implementations having W-bit (W=13,14,...,17) finite-precision arithmetic circuits, and is shown to operate in real-time at up to FCLK= 125 MHz on a single Xilinx Virtex-4 sx35 10ff668 device.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".