Puff Cast

ML-enhanced wind forecasts for Chesapeake Bay

Updated: Apr 4, 10:31 AMHRRR init: 9:00 AMRefreshed hourly
StationNow+1h+3h+6h+12h
Thomas Point Light
TPLM2
12 kt
10:00 AM
4 kt
NWS: 10 kt
10:00 AM
7 kt
NWS: 11 kt
12:00 PM
11 kt
NWS: 12 kt
3:00 PM
11 kt
NWS: 16 kt
9:00 PM
Annapolis
APAM2
5 kt
9:00 AM
4 kt
NWS: 4 kt
10:00 AM
3 kt
NWS: 8 kt
12:00 PM
5 kt
NWS: 9 kt
3:00 PM
5 kt
NWS: 10 kt
9:00 PM
Solomons Island
SLIM2
8 kt
9:00 AM
8 kt
NWS: 7 kt
10:00 AM
8 kt
NWS: 8 kt
12:00 PM
9 kt
NWS: 8 kt
3:00 PM
9 kt
NWS: 8 kt
9:00 PM
Cambridge
CAMM2
7 kt
9:00 AM
2 kt
NWS: 8 kt
10:00 AM
5 kt
NWS: 8 kt
12:00 PM
8 kt
NWS: 10 kt
3:00 PM
6 kt
NWS: 11 kt
9:00 PM
<5 kt5-10 kt10-15 kt15-20 kt20+ kt

Forecast Funnels

How did predictions converge as each hour approached?

StationTime12h pred6h pred3h pred1h predActual
Thomas Point LightApr 4, 10:00 AM9 kt
-3.4
8 kt
-4.5
8 kt
-4.1
4 kt
-8.5
12 kt
Thomas Point LightApr 4, 9:00 AM8 kt
-6.6
5 kt
-9.7
4 kt
-11.5
15 kt
AnnapolisApr 4, 9:00 AM3 kt
-1.8
3 kt
-1.8
4 kt
-0.9
5 kt
Solomons IslandApr 4, 9:00 AM9 kt
+0.9
9 kt
+1.5
8 kt
-0.3
8 kt
CambridgeApr 4, 9:00 AM4 kt
-3.3
5 kt
-1.9
3 kt
-4.7
7 kt
Thomas Point LightApr 4, 8:00 AM9 kt
-3.8
6 kt
-7.0
3 kt
-9.6
13 kt
AnnapolisApr 4, 8:00 AM3 kt
-0.8
2 kt
-1.4
4 kt
+0.4
4 kt
Solomons IslandApr 4, 8:00 AM8 kt
+3.8
8 kt
+3.5
7 kt
+3.2
4 kt
CambridgeApr 4, 8:00 AM4 kt
-2.5
4 kt
-2.0
3 kt
-3.7
6 kt
Thomas Point LightApr 4, 7:00 AM7 kt
-7.6
7 kt
-8.1
5 kt
-9.8
3 kt
-12.5
15 kt
AnnapolisApr 4, 7:00 AM2 kt
-0.8
3 kt
-0.2
2 kt
-0.8
4 kt
+1.2
3 kt
Solomons IslandApr 4, 7:00 AM5 kt
+1.0
4 kt
+0.6
7 kt
+2.8
6 kt
+1.8
4 kt
CambridgeApr 4, 7:00 AM4 kt
-0.5
3 kt
-1.4
4 kt
-0.8
3 kt
-2.0
5 kt
Thomas Point LightApr 4, 6:00 AM7 kt
-0.1
7 kt
+0.3
5 kt
-1.8
3 kt
-4.4
7 kt
AnnapolisApr 4, 6:00 AM4 kt
+2.1
3 kt
+1.3
2 kt
+0.5
4 kt
+2.4
2 kt
Solomons IslandApr 4, 6:00 AM5 kt
-1.9
6 kt
-1.3
7 kt
-0.3
6 kt
-1.0
7 kt
CambridgeApr 4, 6:00 AM5 kt
+0.7
3 kt
-1.1
4 kt
-0.3
3 kt
-1.9
5 kt
Thomas Point LightApr 4, 5:00 AM9 kt
+2.7
10 kt
+4.3
5 kt
-0.8
3 kt
-3.5
6 kt
AnnapolisApr 4, 5:00 AM4 kt
+2.2
3 kt
+1.5
3 kt
+1.0
4 kt
+2.9
2 kt
Solomons IslandApr 4, 5:00 AM8 kt
+3.4
7 kt
+2.6
7 kt
+3.2
6 kt
+1.7
4 kt

Model Accuracy (backtest, 12h lead)

StationPuff CastRaw NWSImprovement
Annapolis1.4 kt4.4 kt70%
Cambridge2 kt3 kt34%
Solomons1.9 kt2.5 kt25%
Thomas Point2.4 kt3.1 kt19%