Commit graph

5 commits

Author SHA1 Message Date
2eefe64c9b Update seasonal scores from sounding data, document commercial link patterns
Soundings (10,935): October has strongest gradients (-350 N/km) and
65.7% ducting, raised seasonal score 82→88. February ducting (20.2%)
exceeds January (14.8%), raised 32→40.

Commercial links (12,068 samples): 68 GHz shows 3.9 dB diurnal swing,
11 GHz shows 1.7 dB with inverted multipath pattern, 24 GHz remarkably
stable at 0.9 dB. Diurnal sensitivity is non-monotonic with frequency.

RAOB gradients avg -265 N/km vs HRRR -107 (2.5x stronger) — confirms
HRRR misses thin surface ducts that soundings resolve.
2026-04-07 11:45:44 -05:00
3cdd132f24 Data-driven algorithm refinements from full dataset analysis
Analyzed 37,925 HRRR-matched contacts from 58,367 total.

- Remove shallow BL bonus (score 82 for HPBL < 300m): data shows
  medium BL (1000-2000m) produces longest contacts (222 km avg),
  not shallow (210 km). Refractivity fallback now uses default score.

- Refine pressure scoring bins: add <980 mb tier (score 88), steeper
  gradient from low to high. Contacts at <970 mb avg 242.7 km vs
  184.1 km at 990-1000 mb.

- Update algo.md calibration stats (58,367 contacts, 41M HRRR
  profiles, 58,361 terrain profiles) and document dataset bias
  (99.5% Aug-Sep).

- Create updates.md with full binned analysis tables for all factors.
2026-04-07 11:15:49 -05:00
c12f8cf5ed
Use local solar time for time-of-day scoring, add PWAT factor and pressure refinements
Score time-of-day per grid point using longitude/15 solar offset instead of
hardcoded CST/CDT. Add PWAT as 10th scoring factor. Refine pressure thresholds.
Update ML model and training pipeline to use local solar time.
2026-04-01 08:58:21 -05:00
c9112b9280
Recalibrate refractivity thresholds for HRRR gradient distribution
Previous thresholds (-500 to -60) were calibrated for radiosonde data.
HRRR profiles have coarser vertical resolution, with gradients clustering
between -40 and -130 N/km (median -70). Nearly all grid points were
falling through to the default score of 42, wasting the refractivity
factor. New thresholds (-200 to -40) spread across HRRR percentiles.
2026-03-31 16:08:15 -05:00
60461ffe32
Add band configuration module for propagation scoring
Single source of truth for all scoring parameters: weights, thresholds,
seasonal tables, and per-band coefficients for 8 microwave bands
(10G through 241G). Includes ITU-R P.838-3 rain attenuation
coefficients, humidity effects, refractivity scoring thresholds,
and sunrise/tier definitions.
2026-03-30 16:49:21 -05:00