IFR-NET — Real-Time Low Visibility Forecasting System
Real-Time Operational Validation Dashboard ● Live Data ● 15K+ Samples

updated:   |   IFR = visibility < 3 miles   |   horizons: +2h / +3h / +6h

IFR-NET is a forecasting and early-warning system for Instrument Flight Rules (IFR) conditions at airports.
Based on a proprietary machine learning model deployable on standard x86-64 hardware, the system estimates the probability of reduced visibility with lead times of 2, 3, and 6 hours using only real-time public METAR observations.

The system currently monitors a set of global airports continuously and automatically to validate model performance under real operational conditions and support future operational decision-making.

CURRENT FORECAST  (+2h / +3h / +6h)
──────────────────────────────────────────────────────────────────────────────────────────
STATION   METAR      VIS   SPREAD    +2h               +3h               +6h           
──────────────────────────────────────────────────────────────────────────────────────────
KJFK      03:51Z  10.0mi     1.0C  (low)    0.8%     (low)    4.2%     (low)   12.3%   
                                     ↳ Top feature: Current Visibility
Latest METAR KJFK 100351Z 24007KT 10SM BKN016 BKN031 BKN130 OVC170 23/22 A2983 RMK SLP097 T02330222=
──────────────────────────────────────────────────────────────────────────────────────────
EGLL      03:50Z   6.2mi     6.0C  (low)    0.2%     (low)    0.8%     (low)    0.5%   
                                     ↳ Top feature: Current Visibility
Latest METAR EGLL 100350Z AUTO 09004KT 9999 NCD 21/15 Q1016=
──────────────────────────────────────────────────────────────────────────────────────────
KSFO      03:56Z  10.0mi     3.0C  (low)    0.0%     (low)    0.0%     (low)    0.0%   
                                     ↳ Top feature: Tasa de Enfriamiento
Latest METAR KSFO 100356Z 29016KT 10SM FEW003 SCT010 14/11 A2990 RMK AO2 SLP125 T01390111=
──────────────────────────────────────────────────────────────────────────────────────────
CYYT      03:00Z   0.4mi     0.0C  (high)  97.8%     (high)  94.6%     (high)  77.0%   
                                     ↳ Top feature: Current Visibility
Latest METAR CYYT 100300Z 05005KT 3/8SM R16/2000V2400FT/N R10/2400V2800FT/N -DZ FG VV002 12/12 A2968 RMK FG8 SLP055=
──────────────────────────────────────────────────────────────────────────────────────────
CYWG      04:00Z  15.0mi     3.0C  (low)    0.2%     (low)    0.7%     (low)    1.2%   
                                     ↳ Top feature: Current Visibility
Latest METAR CYWG 100400Z 16009KT 15SM FEW250 19/16 A2982 RMK CI1 CI TR SLP102 DENSITY ALT 1600FT=
──────────────────────────────────────────────────────────────────────────────────────────
CYUL      04:00Z  15.0mi     1.0C  (low)    3.9%     (low)    4.1%     (low)    5.3%   
                                     ↳ Top feature: Current Visibility
Latest METAR CYUL 100400Z VRB02KT 15SM -RA FEW015 SCT022 BKN045 OVC090 20/19 A2976 RMK SC1SC3SC2AC2 SLP078 DENSITY ALT 900FT=
──────────────────────────────────────────────────────────────────────────────────────────
SCEL      04:00Z   4.3mi    10.0C  (low)    2.7%     (low)   15.8%     (low)    1.7%   
                                     ↳ Top feature: Relative Humidity
Latest METAR SCEL 100400Z VRB02KT 7000 BKN120 BKN150 12/02 Q1017 NOSIG=
──────────────────────────────────────────────────────────────────────────────────────────
SCVM      04:00Z  10.0mi    11.0C  (low)    0.0%     (low)    0.0%     (low)    0.1%   
                                     ↳ Top feature: Current Visibility
Latest METAR SCVM 100400Z 16004KT CAVOK 14/03 Q1017=
──────────────────────────────────────────────────────────────────────────────────────────
SAEZ      04:00Z  10.0mi     3.0C  (low)    0.2%     (low)    0.1%     (low)    1.5%   
                                     ↳ Top feature: Current Visibility
Latest METAR SAEZ 100400Z 13005KT CAVOK 11/08 Q1016 NOSIG=
──────────────────────────────────────────────────────────────────────────────────────────
SPJC      04:00Z   6.2mi     3.0C  (low)    0.3%     (low)    0.2%     (low)    0.9%   
                                     ↳ Top feature: Current Visibility
Latest METAR SPJC 100400Z 14006KT 9999 FEW007 BKN025 21/18 Q1012 NOSIG RMK PP000=
──────────────────────────────────────────────────────────────────────────────────────────
IFR: visibility < 3 miles
REAL-TIME OPERATIONAL VALIDATION since 02-2026
Each forecast is verified against the corresponding observed METAR report
within the forecast time window.
──────────────────────────────────────────────────────────────────
STATION       N    IFR%   AUC+2h   AUC+3h   AUC+6h   BRIER+2h
──────────────────────────────────────────────────────────────────
KJFK       3015    5.4%    0.966    0.950    0.892     0.0298
EGLL       3377    1.3%    0.921    0.891    0.851     0.0135
KSFO       3221    0.2%    0.987    0.971    0.938     0.0022
CYYT       3358   18.3%    0.931    0.904    0.839     0.0790
CYWG       3222    3.4%    0.869    0.844    0.777     0.0256
CYUL       3266    2.9%    0.932    0.916    0.848     0.0267
SCEL       3629    8.3%    0.985    0.972    0.967     0.0349
SCVM       2579   14.5%    0.973    0.958    0.919     0.0438
SAEZ       3121    8.9%    0.950    0.919    0.885     0.0529
SPJC       2813    2.0%    0.947    0.919    0.897     0.0166
──────────────────────────────────────────────────────────────────
AUC = Area Under the ROC Curve  |  Brier = Probabilistic Mean Squared Error
LATEST OBSERVED IFR EVENTS  (+2h, most recent first)
──────────────────────────────────────────────────────────────────────────────────────────
DATE/TIME UTC       ST     VIS(mi)  TAF(mi)   PROB%    TAF   IFR-NET
──────────────────────────────────────────────────────────────────────────────────────────
2026-07-10 03:15    CYYT      0.38      0.2   96.5%     OK        OK
2026-07-10 03:04    SCIE      2.49    N/TAF   23.5%  N/TAF        OK
2026-07-10 02:15    CYYT      0.38      0.2   88.6%     OK        OK
2026-07-10 01:15    CYYT      0.50      6.0   87.1%   MISS        OK
2026-07-10 00:15    CYYT      0.50      7.0   71.7%   MISS        OK
2026-07-09 23:15    CYYT      1.25      7.0   73.2%   MISS        OK
2026-07-09 06:04    SCIE      0.93    N/TAF   49.0%  N/TAF        OK
2026-07-09 05:04    SCIE      0.93    N/TAF   95.6%  N/TAF        OK
2026-07-09 03:04    SCIE      0.62    N/TAF   80.7%  N/TAF        OK
2026-07-09 02:04    SCIE      0.43    N/TAF   15.5%  N/TAF        OK
2026-07-09 01:04    SCIE      2.49    N/TAF   12.5%  N/TAF        OK
2026-07-08 16:04    SCIE      1.86    N/TAF   90.9%  N/TAF        OK
2026-07-08 14:04    SCIE      1.24    N/TAF   69.3%  N/TAF        OK
2026-07-08 13:04    SCIE      1.24    N/TAF   69.3%  N/TAF        OK
2026-07-08 12:04    SCIE      1.24    N/TAF   73.4%  N/TAF        OK
2026-07-08 10:04    SCIE      2.49    N/TAF   43.0%  N/TAF        OK
2026-07-07 04:04    SCIE      2.80    N/TAF    1.3%  N/TAF      MISS
2026-07-06 04:09    KJFK      1.25      7.0   33.3%   MISS        OK
2026-07-06 01:14    SAEZ      2.49      0.3   40.6%     OK        OK
2026-07-05 15:15    CYYT      2.00      0.5   62.1%     OK        OK
2026-07-05 13:09    SCEL      0.12      0.3   88.5%     OK        OK
2026-07-05 12:15    CYYT      1.50      0.5   94.3%     OK        OK
2026-07-05 12:09    SCEL      1.24      0.3   74.5%     OK        OK
2026-07-05 11:15    CYYT      0.12      0.5   83.2%     OK        OK
2026-07-05 11:09    SCEL      2.49      0.3   74.6%     OK        OK
2026-07-05 10:15    CYYT      0.12      0.5   85.1%     OK        OK
2026-07-05 09:15    CYYT      0.25      0.5   87.4%     OK        OK
2026-07-05 09:14    SAEZ      1.24      0.3   96.4%     OK        OK
2026-07-05 08:15    CYYT      0.12      2.0   86.7%     OK        OK
2026-07-05 08:14    SAEZ      0.12      0.3   99.0%     OK        OK
──────────────────────────────────────────────────────────────────────────────────────────
TAF OK = IFR correctly forecast  |  MISS = IFR not forecast  | IFR-NET early warning alert threshold: 10%
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