FPGA-based real-time simulation of state-space models using floating-point cores
Why this work is in the frame
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Bibliographic record
Abstract
The numerical simulation of power and electromechanical systems necessitates sub-microsecond calculation timesteps if the considered system is characterized by low time constants. Migrating the computational load to an FPGA have shown to suit well the real-time simulation needs of such systems. However, many challenges remain to concretize the broad adoption of FPGA technology for the real-time simulation context. In this paper, we present a general framework for the effective practice of FPGA modeling when the state-space approach is used. The computations are performed with the help of floatingpoint cores and the framework guaranties time-steps below 1 us. An FPGA-based implementation of a BLDC motor is presented as an illustrative example.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| 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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it