kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

This is the GFS model's output only

You're viewing raw atmospheric data from the GFS (Global Forecast System). This is just one model's interpretation and it may disagree with the other models.

Our AI uses this data (along with other models) to create the final forecast. Don't treat this as the definitive answer.

View the Synthesized Forecast Instead

GFS Forecast Data

Global Forecast System

The Global Forecast System is a cornerstone coupled weather prediction model produced by NCEP. Utilizing the advanced Finite-Volume Cubed-Sphere (FV3) dynamic core, the GFS provides comprehensive medium-range forecasting capabilities across the entire globe. While it offers slightly lower horizontal resolution than the NAM, its 127 vertical levels and sophisticated physics allow it to excel at resolving synoptic-scale patterns, jet stream dynamics, and long-range frontal progressions essential for weekly planning in Kentucky.

resolution
13km (0.25°) horizontal, 127 vertical levels
domain
Global coverage
update Frequency
Every 6 hours (00, 06, 12, 18 UTC)
forecast Length
384 hours
physics
Scale-Aware SAS convection, GFDL microphysics, Hybrid EDMF boundary layer
data Assimilation
Hybrid 4D-EnVar with extensive satellite radiance usage

Rain West and South; Dry North and Central

Residents in Western and Southern Kentucky should prepare for a wet day as a slow-moving weather system brings steady rain. The heaviest rainfall is expected in the far western Purchase area, where nearly an inch of rain could fall by the end of the day.

In contrast, the Louisville area, Northern Kentucky, and parts of the Inner Bluegrass will remain mostly dry. While it will be humid and occasionally cloudy, the significant rain will likely stay to your south and west, making it a good day for outdoor activities in those specific regions.

Temperatures across the state will remain warm and summer-like, with most areas reaching the mid-80s. Even with the rain, the lack of strong cold air behind the system means the humidity will persist throughout the evening.

Why is this happening?
Technical explanation of the atmospheric setup

Regional Conditions

PURCHASE

Paducah, Murray, Mayfield
IMPACTFUL
Condition
Rain
Steady Rain Throughout the Day
A soggy day is in store for the Purchase area. Rain will be most persistent during the afternoon hours, potentially affecting the evening commute.
Temperature
High
86°
Low
73°
Feels Like
76°
Precipitation
Chance
80%
Rain
0.75 - 0.85"
Wind
6 mph

NORTHWEST PENNYRILE

Owensboro, Henderson, Morganfield
NUISANCE
Condition
Rain
Scattered Showers Expected
Rain will move through Owensboro and Henderson in waves, with the steadiest rainfall occurring during the middle of the day.
Temperature
High
86°
Low
72°
Feels Like
75°
Precipitation
Chance
80%
Rain
0.3 - 0.4"
Wind
5 mph sustained, gusts to 11 mph

SOUTHWEST PENNYRILE

Hopkinsville, Madisonville, Princeton
IMPACTFUL
Condition
Rain
Moderate Rainfall Likely
Hopkinsville will see steady rainfall, especially in the afternoon. Total amounts could exceed half an inch.
Temperature
High
86°
Low
72°
Feels Like
75°
Precipitation
Chance
80%
Rain
0.5 - 0.6"
Wind
6 mph

BARREN RIVER

Bowling Green, Glasgow, Franklin
IMPACTFUL
Condition
Rain
Rainy Conditions for Bowling Green
A wet day is expected for the Barren River area, with rain starting early and continuing in waves through the afternoon.
Temperature
High
86°
Low
71°
Feels Like
75°
Precipitation
Chance
80%
Rain
0.5 - 0.6"
Wind
6 mph

LOUISVILLE METRO

Louisville, La Grange, Shepherdsville
Condition
Cloudy
Mainly Dry and Humid
Louisville will likely dodge the rain today. While it will stay mostly cloudy and humid, the rain showers will remain well to our south and west.
Temperature
High
86°
Low
72°
Feels Like
75°
Precipitation
Chance
10%
Wind
7 mph sustained, gusts to 19 mph

LINCOLN TRAIL

Elizabethtown, Bardstown, Leitchfield
NUISANCE
Condition
Rain
Rain Arrives in the Afternoon
A dry morning in Elizabethtown will give way to rain showers by early afternoon as the weather system moves in from the west.
Temperature
High
84°
Low
71°
Feels Like
74°
Precipitation
Chance
80%
Rain
0.2 - 0.3"
Wind
6 mph sustained, gusts to 17 mph

LAKE CUMBERLAND

Somerset, Columbia, Monticello
NUISANCE
Condition
Rain
Showers Throughout the Day
Rain will be common around Somerset, with the most significant showers expected late in the evening.
Temperature
High
86°
Low
70°
Feels Like
73°
Precipitation
Chance
80%
Rain
0.3 - 0.4"
Wind
6 mph

NORTHERN KY

Covington, Florence, Independence
Condition
Cloudy
Dry with Passing Clouds
Northern Kentucky will avoid the rain today. Expect a mix of sun and clouds with warm temperatures and a light breeze.
Temperature
High
85°
Low
67°
Feels Like
69°
Precipitation
Chance
10%
Wind
9 mph

BLUEGRASS CORE

Lexington, Georgetown, Winchester
Condition
Cloudy
Mostly Dry for Lexington
A stray afternoon sprinkle is possible in the Inner Bluegrass, but most residents will see a dry day with warm temperatures.
Temperature
High
86°
Low
69°
Feels Like
74°
Precipitation
Chance
10%
Wind
8 mph sustained, gusts to 20 mph

BLUEGRASS FOOTHILLS

Richmond, Danville, Berea
NUISANCE
Condition
Rain
Afternoon Showers for the Foothills
Expect clouds to increase with rain showers developing by mid-afternoon around Richmond and Berea.
Temperature
High
84°
Low
70°
Feels Like
73°
Precipitation
Chance
80%
Rain
0.1 - 0.2"
Wind
5 mph sustained, gusts to 16 mph

NORTHEAST KY

Ashland, Morehead, Grayson
Condition
Cloudy
Warm and Mostly Dry
It will be a warm day in Ashland with temperatures reaching the upper 80s. While a stray shower can't be ruled out, significant rain is unlikely.
Temperature
High
88°
Low
69°
Feels Like
73°
Precipitation
Chance
10%
Wind
7 mph sustained, gusts to 18 mph

SOUTHEAST COALFIELDS

Hazard, Pikeville, Harlan
NUISANCE
Condition
Rain
Mountain Showers and Humidity
Rain will move through the Hazard and Pikeville areas in rounds, accompanied by high humidity and warm temperatures.
Temperature
High
88°
Low
68°
Feels Like
71°
Precipitation
Chance
80%
Rain
0.15 - 0.2"
Wind
6 mph sustained, gusts to 13 mph

Technical Analyses

To generate the forecast, our AI system analyzed multiple atmospheric layers and variables from the GFS model. Each chart below represents a different aspect of the atmosphere—from the jet stream at 30,000 feet down to surface conditions—providing crucial pieces of the weather puzzle.

The AI model extracted key meteorological features from each analysis, identified patterns and conflicts between different atmospheric levels, and synthesized this information into a coherent forecast. For example, surface temperatures might suggest snow, but upper-level warmth could mean rain instead. The model weighs these factors to determine the most likely outcome based on historical precedent.

Below you'll find detailed breakdowns of each atmospheric analysis that contributed to the forecast, including what the model shows and how it influences Kentucky's weather.

Thermodynamics

Stability & Temperatures

How temperature changes with altitude. This determines whether precipitation falls as rain, snow, sleet, or freezing rain based on the vertical temperature profile.

Vertical Temperature Stack

The vertical temperature stack is characterized by a standard adiabatic lapse rate with no inversions present. Surface temperatures are comfortably in the 70s and 80s, well above the freezing level which is currently located above 13,000 feet.

Thermal Boundary Location

A weak moisture boundary is currently stalled along a line from Murray to Somerset, separating the deeper moisture to the south from the drier air near the Ohio River.

Diurnal Trend

The diurnal curve is typical for July, though muted in Western Kentucky due to 80-100% cloud cover. No non-diurnal temperature drops are expected.

Kinematics

Wind & Energy

Wind patterns and atmospheric energy. Frontal passages, jet stream positioning, and vorticity tell us where and when lift will generate precipitation.

Frontal Passage

No formal frontal passage is occurring; the weather is driven by a broad trough of low pressure and embedded shortwave energy.

Jet Stream Support

The jet stream is providing minimal support, with zonal flow aloft over the Ohio Valley and a weak subtropical branch over the Deep South.

Energy Status

A series of weak shortwave troughs are pivoting through the region, evidenced by vorticity peaks between 0.00009 and 0.00011 in the GFS data.

Hydrology

Moisture & Precipitation

Moisture content and precipitation character. This reveals whether the atmosphere is saturated enough to produce precipitation, and what type to expect (steady vs. bursts).

Saturation Status

The atmospheric column is saturated in the west and south. However, a significant dry slot is observed in the 850-700mb layer across North-Central Kentucky, increasing the risk of 'Virga' in Louisville and Northern Kentucky.

Precipitation Character

Precipitation is primarily stratiform (steady) with some localized convective bursts, though the lack of instability (0 CAPE) will prevent lightning.

Flooding Context

The ground is currently within normal saturation limits; rainfall totals of 0.5 to 0.8 inches are expected to be absorbed without hydrologic issues.

GFS Raw Data For
Monday, 7/20/2026
GFS Raw Data For
Tuesday, 7/21/2026
GFS Raw Data For
Wednesday, 7/22/2026
GFS Raw Data For
Thursday, 7/23/2026

Technical Model Notes

The Global Forecast System (GFS) is a global numerical weather prediction model run by NOAA's National Centers for Environmental Prediction (NCEP). Operating on a 13-kilometer horizontal grid with 127 vertical levels, the GFS provides forecast guidance out to 16 days, making it one of the most widely used models worldwide.

The GFS uses the Finite Volume Cubed-Sphere (FV3) dynamical core, which provides improved representation of atmospheric processes compared to previous model generations.