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CFAR Parameter Tuning¶ The three CFAR parameters control detector behavior: num_guard : guard cells Prevents signal leakage into the noise estimate Too small: signal leaks into the training region, raising the threshold and causing missed detections Too large: fewer training cells and a poorer noise estimate Rule of thumb: set this to about 0.5 to 1.0x the preamble length num_train : training cells Estimates the local noise floor Too small: noisy threshold and more false alarms or missed detections Too large: threshold does not adapt quickly enough to noise changes Rule of thumb: set this to about 3 to 5x the preamble length pfa : probability of false alarm Controls detection sensitivity Too high, for example 1e-2: many false alarms Too low, for example 1e-10: missed weak packets Rule of thumb: start with 1e-5 for per-lag PFA, then adjust based on the system-level false-alarm rate Remember the relationship between per-lag and system-level false-alarm rates from earlier in the chapter