kywx
Kentucky AI Weather Engine

Kentucky AI Forecasting Beta

Wed, Mar 18
Fri, Mar 20
Forecast For

Thursday, March 19

Updated Mar 19, 7:02 AM EDT
Confidence
95%

How Did We Do?

Comparing our AI forecast to actual observations from Thursday, March 19, 2026.

Temperature
±6.6°F
Average Error
Precipitation
±0.00"
Average Error
Wind Speed
±2.4mph
Average error

Regional Assessments

Purchase Area

Paducah, Murray, Mayfield
Temperature
Forecast
71° / 42°
Actual
76° / 40°
Error: -5°F high, 2°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 15 mph
Actual
4 / 14 mph
Mesonet Stations HCKM, BAND

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Temperature
Forecast
69° / 40°
Actual
75° / 37°
Error: -6°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 14 mph
Actual
5 / 18 mph
Mesonet Stations FRNY, RPTN, GRHM, DIXO

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Temperature
Forecast
70° / 40°
Actual
75° / 37°
Error: -5°F high, 3°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 15 mph
Actual
5 / 19 mph
Mesonet Stations PRNC, PGHL, ERLN, CADZ, CCTY

Barren River

Bowling Green, Glasgow, Franklin
Temperature
Forecast
68° / 39°
Actual
73° / 34°
Error: -5°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 16 mph
Actual
4 / 16 mph
Mesonet Stations FARM, WDBY, EWPK

Louisville Metro

Louisville, La Grange, Shepherdsville
Temperature
Forecast
66° / 39°
Actual
70° / 40°
Error: -4°F high, -1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
6 / 15 mph
Actual
7 / 18 mph
Mesonet Stations LGRN

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Temperature
Forecast
66° / 37°
Actual
73° / 36°
Error: -7°F high, 1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 16 mph
Actual
5 / 17 mph
Mesonet Stations CRMT, BLRK, CCLA, BRND, HARD

Lake Cumberland

Somerset, Columbia, Monticello
Temperature
Forecast
64° / 35°
Actual
72° / 30°
Error: -8°F high, 5°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 12 mph
Actual
3 / 15 mph
Mesonet Stations PCWN, CMBA, GRDR, WOOD, GRBG

Northern Kentucky

Covington, Florence, Independence
Temperature
Forecast
62° / 36°
Actual
70° / 37°
Error: -8°F high, -1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
6 / 18 mph
Actual
5 / 18 mph
Mesonet Stations HHTS, HUEY

Inner Bluegrass

Lexington, Georgetown, Winchester
Temperature
Forecast
63° / 35°
Actual
68° / 36°
Error: -5°F high, -1°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
8 / 20 mph
Actual
6 / 19 mph
Mesonet Stations LXGN, SPIN

Bluegrass Foothills

Richmond, Danville, Berea
Temperature
Forecast
62° / 35°
Actual
69° / 37°
Error: -7°F high, -2°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
7 / 20 mph
Actual
5 / 16 mph
Mesonet Stations LGNT

Northeast Kentucky

Ashland, Morehead, Grayson
Temperature
Forecast
60° / 33°
Actual
68° / 27°
Error: -8°F high, 6°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
5 / 12 mph
Actual
2 / 14 mph
Mesonet Stations MRHD, CHTR

Southeast Kentucky

Hazard, Pikeville, Harlan
Temperature
Forecast
60° / 31°
Actual
71° / 29°
Error: -11°F high, 2°F low
Precipitation
Forecast
0"
Actual
0"
✓ Within forecast range
Wind Speed
Forecast
4 / 10 mph
Actual
2 / 15 mph
Mesonet Stations BMBL, QKSD, BNVL, VEST, RFVC, RFSM, PBDY

Mild Spring Sun After a Chilly Start

High pressure will dominate the Commonwealth on Thursday, bringing a clear and unseasonably warm afternoon. After a chilly morning with valley frosts in the east, temperatures will recover into the 60s and lower 70s.

Why is this happening?
Technical explanation of the atmospheric setup
Confidence Assessment

High agreement exists between all global and mesoscale models regarding the dry airmass and the general temperature range. Only minor timing differences regarding cloud clearing prevent a perfect score.

Get Personalized Forecasts

Choose which region in Kentucky you're interested in and we'll always show you that one first. You can change your selected region by clicking the "Star" icon on any regional forecast.

Purchase Area

Paducah, Murray, Mayfield
Bright and Spring-Like
Sunny
71°/ 42°

Northwest Pennyrile

Owensboro, Henderson, Morganfield
Sunny and Mild
Sunny
69°/ 40°

Southwest Pennyrile

Hopkinsville, Madisonville, Princeton
Warm and Bright
Sunny
70°/ 40°

Barren River

Bowling Green, Glasgow, Franklin
Pleasant and Sunny
Sunny
68°/ 39°

Louisville Metro

Louisville, La Grange, Shepherdsville
Sunshine Breaks Through
Sunny
66°/ 39°

Lincoln Trail

Elizabethtown, Bardstown, Leitchfield
Mild Afternoon Sun
Sunny
66°/ 37°

Lake Cumberland

Somerset, Columbia, Monticello
Calm and Clear
Sunny
64°/ 35°

Northern Kentucky

Covington, Florence, Independence
Clouds to Afternoon Sun
Cloudy
62°/ 36°

Inner Bluegrass

Lexington, Georgetown, Winchester
Sunny Bluegrass Afternoon
Sunny
63°/ 35°

Bluegrass Foothills

Richmond, Danville, Berea
Breezy Morning, Bright Afternoon
Sunny
62°/ 35°

Northeast Kentucky

Ashland, Morehead, Grayson
Valley Frost to Sunny Skies
Sunny
60°/ 33°

Southeast Kentucky

Hazard, Pikeville, Harlan
Frosty Start, Clear Afternoon
Sunny
60°/ 31°

Possible Outcomes

Weather forecasting involves uncertainty. Below are two scenarios representing the range of possible outcomes: the "Boom" scenario shows the worst-case/highest-impact result if conditions align unfavorably, while the "Bust" scenario shows the best-case/lowest-impact result if the forecast doesn't materialize as expected.

💥

The 'Boom' Scenario

If the ridge centers more quickly and boundary layer mixing reaches the 800mb level earlier, afternoon highs could over-perform by 2-3 degrees, pushing the western Purchase area into the mid-70s.

💨

The 'Bust' Scenario

If a weak shortwave currently over the Great Lakes drags a thicker moisture deck further south into the I-64 corridor, morning clouds could linger through 2:00 PM, holding temperatures in the upper 50s for the Bluegrass and Northern Kentucky.

Model Disagreements

When models disagree, a call must be made to determine the most likely outcome. This decision is based on a combination of factors including model performance, historical data, and the models general accounting of each climatic region of Kentucky.

The Northern KY Virga Dispute

The ECMWF persists in showing a weak, moisture-starved shortwave clipping Northern Kentucky with light sprinkles, while the NAM and GFS keep the region entirely dry due to a deep layer of low-level dry air.

ECMWF
VS
NAM
VS
GFS
Why GFS Wins

Model soundings across all platforms show massive dewpoint depressions (20-30F) below 5,000 feet, which will likely evaporate any precipitation before it reaches the surface, making the ECMWF's measurable QPF unlikely.

Affected Regions
NORTHERN KYNORTHEAST KY

Technical Analysis

This section provides a deep, physics-based explanation of the weather. Our AI system analyzed multiple atmospheric layers and variables from all available models to synthesize this technical overview.

Below you'll find detailed breakdowns of the atmospheric dynamics that are driving today's forecast, including thermodynamics, kinematics, and hydrology.

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.

Thermal Profile Overview

A standard post-frontal profile is in place with a strong radiation inversion at daybreak. This will give way to a well-mixed boundary layer by mid-afternoon with lapse rates approaching dry adiabatic below 850mb.

Thermal Boundary

The effective freezing line is located well north of the Great Lakes; no freezing surface temperatures are expected outside of early morning valley drainage in Eastern KY.

Diurnal Trend

Strongly diurnal. Temperatures are expected to rise between 25 and 35 degrees from morning lows to afternoon peaks due to high solar angle and low dewpoints.

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

None. Kentucky remains in a stable, post-frontal high-pressure airmass.

Jet Stream Support

The primary jet core remains well to the north near the Canadian border, placing Kentucky in a region of broad subsidence on the anticyclonic side of the flow.

Energy Status

A weak, moisture-starved shortwave trough is pivoting through the Northeast US, but its influence is limited to scattered mid-level clouds across the northern tier of the state.

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 column is largely unsaturated. Mid-level relative humidity is below 30%, and large surface dewpoint depressions preclude any risk of fog or measurable precipitation.

Precipitation Character

Mostly dry. Any precipitation from the northern shortwave would be virga or transient sprinkles in the far north.

Flooding Context

No hydrologic concerns. Low humidity and sunshine will facilitate surface evaporation.

Celestial Almanac

Moon Phase

New Moon

0% Illumination
Moonrise
8:04 AM
Moonset
--:--
Purchase Area
Sunrise
8:00 AM
Sunset
8:06 PM
Civil Dawn
7:34 AM
Civil Dusk
8:32 PM
Northwest Pennyrile
Sunrise
7:54 AM
Sunset
8:00 PM
Civil Dawn
7:28 AM
Civil Dusk
8:26 PM
Southwest Pennyrile
Sunrise
7:56 AM
Sunset
8:01 PM
Civil Dawn
7:30 AM
Civil Dusk
8:27 PM
Barren River
Sunrise
7:52 AM
Sunset
7:57 PM
Civil Dawn
7:26 AM
Civil Dusk
8:23 PM
Louisville Metro
Sunrise
7:49 AM
Sunset
7:54 PM
Civil Dawn
7:23 AM
Civil Dusk
8:21 PM
Lincoln Trail
Sunrise
7:49 AM
Sunset
7:55 PM
Civil Dawn
7:23 AM
Civil Dusk
8:21 PM
Lake Cumberland
Sunrise
7:44 AM
Sunset
7:50 PM
Civil Dawn
7:18 AM
Civil Dusk
8:16 PM
Northern Kentucky
Sunrise
7:44 AM
Sunset
7:49 PM
Civil Dawn
7:17 AM
Civil Dusk
8:16 PM
Inner Bluegrass
Sunrise
7:44 AM
Sunset
7:49 PM
Civil Dawn
7:18 AM
Civil Dusk
8:15 PM
Bluegrass Foothills
Sunrise
7:43 AM
Sunset
7:48 PM
Civil Dawn
7:17 AM
Civil Dusk
8:15 PM
Northeast Kentucky
Sunrise
7:37 AM
Sunset
7:42 PM
Civil Dawn
7:10 AM
Civil Dusk
8:08 PM
Southeast Kentucky
Sunrise
7:39 AM
Sunset
7:44 PM
Civil Dawn
7:13 AM
Civil Dusk
8:10 PM

Dive Deeper Into the Models

This forecast is a synthesis of raw data from the NAM, GFS, ECMWF, and GEM models. These models provide detailed atmospheric analyses including 500mb vorticity, precipitation rates, and more. You can take a look at the raw model data by clicking the links below.