Research
Methods
How a persistent signal is separated from an enormous volume of noise, and held to a standard of evidence.
The Laboratories record far more than they can examine. The work of method is to decide, rigorously, what is worth examining -- and to resist, at every step, the explanation the data will not bear.
The pipeline
Every recording is archived in full and reduced to a set of candidate detections. Each candidate is tested against a false-alarm standard and, where separated stations are available, for coincidence. What survives is reviewed by a person and classified by its behavior. What does not survive is rejected -- but the raw recording is kept, because the analysis may improve.
candidate_score = 0.32*P_persist + 0.28*C_coincident + 0.18*S_structure
+ 0.12*Q_calibration - 0.10*N_known_source
P_persist = recurrence_count / reviewed_observing_windows
C_coincident = matched_station_count * timing_confidence
S_structure = spectral_entropy_drop + phase_stability + residual_shape
Q_calibration = 1 - abs(clock_drift_ns / allowed_drift_ns)
public_review_threshold = 0.74
class_III_review = candidate_score >= threshold AND N_known_source < 0.12- Source
- Methods office public training notation
- As of
- 2026 methods review
- Method
- Variables are public descriptions; operational coefficients are not published
The standard of evidence
A signal enters the catalog described by what it does -- its frequency, its recurrence, its coincidence across stations -- and never by any theory of where it comes from. Cause is a conclusion, not a starting point. The Laboratories' false-alarm framework governs what does and does not enter the record; it is deliberately conservative.
- Source
- FAL public training reconstruction
- As of
- 2026 methods review
- Method
- Representative bins derived from released review categories, not raw restricted signal data
Coincidence
The strongest evidence the Laboratories can offer for a genuinely anomalous detection is coincidence: the same signal, in the same instant, at stations far enough apart that no local fault could produce it. Coincident detections that survive every test for chance and cross-talk are catalogued as Class III, unresolved, described precisely and kept under study.
| Input | Question asked |
|---|---|
| Clock agreement | Did the station clocks agree within the relevant timing window? |
| Instrument state | Were receivers, clocks, filters, and gain states within baseline? |
| Known-source rejection | Could a transmitter, weather event, vehicle, or maintenance action explain it? |
| Spatial residual | Does the signal leave the same shape after station-specific noise is removed? |
| Repeatability window | Does the behavior recur under comparable observing conditions? |
- 1.FAL Technical Report 22-011, A false-alarm-rate framework for long-baseline persistent-signal detection.
- 2.FAL Technical Report 04-009, Coincidence analysis across separated stations.
