Tag Archives: REFS Model

THIS WEEK’S WEATHER

Friday Forecast Update

Posted Friday 07/11/25 @ 9:44 AM — The stalled front has pushed offshore but an easterly wind flow and disturbances moving up along the boundary may spark some showers and thunderstorms that move from southeast to northwest late this afternoon.

Water Vapor image with superimposed RAP model parameters. Vorticity along the edge of the boundary may induce some showers/thunderstorms in South Jersey that move northwestward into Philadelphia after 4 PM. (Click on image for a larger view.)

Here’s the latest available REFS

REFS (06z) forecast for 5 PM. The REFS (and especially the RRFS) has a tendency to over-predict convective rain. However, this forecast is supported by the NBM and ECMWF-AI. The Canadian HRDPS shows highly isolated showers, much less coverage than shown above. The NAM-NEST shows isolated showers in Delaware and Chester counties about 6-8 PM. I guess we’ll see.

Friday and Weekend Outlook

Posted Thursday 07/10/25 @ 5:40 PM — It’s been raining along the central NJ Shore much of the afternoon, as expected, the rain did not make it northwestward into Philadelphia. (The REFS over-predicted a northwestward extent.)

The Friday and the weekend looks to be drier than past days. Low clouds and patchy fog early Friday morning will give way to sunshine. An easterly wind flow will keep temperatures in the mid to upper 80s on Friday but it will still be humid with dew points in the low 70s.

Some models have widely scattered pop-up storms late afternoon and early evening Friday; most areas dry.

Saturday may have some low clouds in the morning, breaking way for sunshine through high clouds by late morning and afternoon. There’s a chance of scattered thunderstorms Saturday evening, especially further west from the city.
Sunday may have considerable cloudiness and some showers/thunderstorms to our west in the afternoon as a warm front takes shape to our south.

I’m using the term “may” here in my forecast for a reason— the weather pattern is quite diffuse and with the high humidity, any random triggers that develop can make a ‘dry’ forecast go bad.

Additionally, the weekend’s easterly/southeasterly wind flow will bring some uncertainty to the forecast regarding temperatures and the potential of wind convergence causing showers.

Things may clarify by tomorrow.


Thursday Forecast Update

Posted Thursday 07/10/25 @ 11:09 AM — This morning’s REFS does show some shower/thunderstorm activity somewhat further north, into Philadelphia, by this evening. Pop up storms possible later in the afternoon.

06z REFS forecast rainfall through 8 PM Thursday. (Click on image for a larger view.)

Posted Thursday 07/10/25 @ 8:23 AM —A quasi-stationary frontal boundary remains over our area. Moisture moving up from the southwest will result in considerable cloudiness, but with the lack of sunshine, instability from daytime heating will be reduced. That means less chance of showers and thundershowers today, especially from northern parts of Philadelphia and northward.

8 AM Current satellite water vapor image with superimposed RAP model 500-1000 mb thickness lines (yellow), jet level wind streamlines (orange contour-arrows) potential vorticity (fine violet contours) and superimposed MRMS radar. Areas in northwest PA have broken out into sunshine, but our area remains in the moist flow near the frontal boundary. Eventually by Friday and the weekend, the back edge of the moisture will move eastward. (Click on image for a larger view.)

The current Canadian GDPS with “AI Spectral Nudging” captures the northwest extent of the showers today—

00z GDPS with “AI Spectral Nudging” shows convective precipitation (yellow green) and clouds (grey black) at 2 PM. The northwest extent is very close to the REFS and only shows clouds northwest and west of the city. While not showing at 2 PM, much of S Jersey will see more showers and thunderstorms (Click on image for a larger view.)

Here’s the latest past 72 hours MRMS precipitation estimate—

MRMS rain-gauge measured rainfall combined with rain-gauge calibrated and interpolated radar-based summary of ACTUAL RAINFALL RECEIVED. Color shading is in inches. Line contour numbers are in mm. (25.4 mm= 1 inch)      (Click on image for a larger view.)
Wednesday’s Storms Update

Posted Wednesday 07/09/25 @ 11:38 AM — The latest HRRR (12z) and REFS/RRFS (06z) are available. The storms and rain will follow a similar timing as Tuesday, with some rain and storms popping up in western suburbs as well as South Jersey by 3-4 PM.


Additional storms form and move across the area from 4 PM through 1 AM Thursday morning. The heaviest activity will be just south and east of the city, near Swedesboro and Bridgeport NJ.

06z REFS total rainfall forecast. The heaviest rain will fall in the areas of the strongest storm activity. The white arrow is the expected path of the storm activity. (Click on image for a larger view.)

Let’s jump right to the “Severity Comparison Chart”

Severity Parameter
(HRRR)
Sept 1 , 2021
Tornado Outbreak
(example of highly severe)
Recent
4-1-23
Tornadoes
(Example of severe)
Yesterday
 07-09-25
Tornadoes

Today
07-09-25

12z
HRRR
&
Impact

Notes
CAPE
Joules/kg
3500-4200
⚑⚑⚑⚑
2100
⚑⚑
2680
⚑⚑
3650
⚑⚑⚑⚑
S Jersey
Helicity
m^2/s^2
1350
⚑⚑⚑⚑⚑
655
⚑⚑
403
360
 
Vertical Shear
1/sec
40-46
⚑⚑⚑
40-45
⚑⚑⚑
20
32
⚑⚑
 
Precipitable Water 2.7″
⚑⚑⚑⚑
0.83”
2.6″
⚑⚑⚑⚑
2.6″
⚑⚑⚑⚑
Heavy rain potential
Lifted Index
º K
minus 6º
⚑⚑
minus 9.3º
⚑⚑⚑
Minus 8.3º
⚑⚑
Minus 8.2º
⚑⚑
 
HRRR Hail
inches
1.9
⚑⚑
1.4
1.8
⚑⚑
1.7″
⚑⚐
 
Peak Wind Gusts
mph
40-50
⚑⚑
40-50
⚑⚑
51.6mph
⚑⚑
35-41mph NJ area
Storm Motion Shear Vector
Alignment
Aligned – ~ 90º
⚑⚑
Almost aligned
⚑⚑
Somewhat aligned
Poorly 
aligned
 
250 mb
Jet Stream Wind
mph
63
135
⚑⚑
41
61 
 
Severity Parameters Impact: ⚑ indicates favors Severity ⚐ indicates Possible Severity
↓ indicates works against Severity ⇩ Significant, but less impact


Many of the severity parameters are similar to those yesterday and it will be difficult to predict in advance whether the storms will be as severe. With temperatures lower and less sunshine today, my guess is for the storms not to be quite as bad. But these things are difficult to predict. There’s more jet stream energy today and much more vertical shear, making it more likely that any storms will maintain their punch.


Wednesday’s Storms

Posted Wednesday 07/09/25 @ 8:38 AM — Just enough time this morning for a quick update. Yesterday’s short wave pulled down a indistinct frontal boundary to just south of Philadelphia.

Several waves will develop along this boundary, causing thunderstorms to again develop and move through. The main area today will be Philadelphia and just south. Northern suburbs may not see much activity. Chester, Delaware counties and southern NJ will be the main target areas to watch. Heavy rain again a possibility.

00z REFS forecast for 4 PM (1 hour rainfall forecast) Meaning that this precipitation starts between 3 and 4 PM. (Click on image for a larger view.)

I’ll update later this morning with new models.


Tue 7:12 PM —Forecast Review — The storms that came through this evening were impressive and stronger than I would have guessed based on forecast severity parameters which were high in CAPE and Precipitable Water (PWAT) and Lifted Index. and somewhat middle of the road in Vertical Shear and Helicity. (All based on the HRRR forecast values.) As mentioned yesterday, the trigger was a “potent” short wave.

However, my update (below) posted at 3:51 PM showed very impressive vertical motion ahead of the line of storms to our west, and the greater strength of the storms was less of a surprise when they moved in.

Several tornadic signatures showed on radar. Here’s one that was impressive in upper Montgomery county—

This PHL Terminal Doppler Radar (courtesy of Weathertap.com) shows a likely tornado in the white box, based on radar signature. (Click on image for a larger view.)

Another tornadic signature in eastern Montgomery county may or may not be an actual tornado.—

This PHL Terminal Doppler Radar (courtesy of Weathertap.com) shows a possible tornado in the white box, based on radar signature. (Click on image for a larger view.)

What was really impressive was the experimental REFS model which was accurate with its timing of the lead storms in Philadelphia and the subsequent storms that are still lingering. The HRRR, our current high resolution operational model, really got the timing of today’s storms wrong.

The REFS is scheduled to become operational in early 2026, if NOAA is allowed to do its wonderful job. The REFS and the RRFS will be replacing several older, less-skillful “legacy” models such as the NAM and HREF and HIRESW-ARW models.

More about this on my RRFS page.

“Tracking” Storms?? What does that really mean??

As I’ve said here before, I avoid the using the expression “tracking” the storms. The TV people use this all the time. Storms, and especially thunderstorms, are dynamic processes. They can form at a point almost instantly. They’re not a train that arrives at a scheduled time. There’s nothing to “track”. Case in point are the storms that just formed over Center City after 4 PM.

PHL Airport Terminal Doppler Radar at 4:10 PM Click to animate (Click on image for a larger view.)

The appearance of these storms between 4-5PM suggests the REFS is doing a great job with thunderstorms.


Tuesday’s Storms Update

Posted Tuesday 07/08/25 @ 3:51 PM — At 3:45 PM, radar and hourly updated RAP model shows a line of storms far west of the city with significant upward vertical motion (vertical velocity pressure, Omega) ahead of the line. This signifies likelihood of significant strengthening of storms as they approach our area—

Radar 3:45 PM with RAP model Omega overlay. Significant vertical upward motion predicted ahead of the storms (X) suggests likelihood of intensification. (Click on image for a larger view.)

The latest REFS (experimental) shows some storms develop here as early as 5 PM, but the main batch of storms arrive near the city between 6 and 8 PM.

12z REFS 1 hour rain and standard deviation (contours) at 5 PM Not sure if this is still forecasting a bit early. (Click on image for a larger view.)

For comparison I’ve resurrected an old table with some significant storm histories. The highlighted column is today’s severity parameters and allows you (and me) to compare with today’s values.

Severity Parameter
(HRRR)
Sept 1 , 2021
Tornado Outbreak
(example of highly severe)
Recent
4-1-23
Tornadoes
(Example of severe)
Recent 08-07-23
18z HRRR Bow Echo
07-08-25
Today’s
18z
HRRR
&
Impact

Notes
CAPE
Joules/kg
3500-4200
⚑⚑⚑⚑
2100
⚑⚑
2600
⚑⚑
2680
⚑⚑
Helicity
m^2/s^2
1350
⚑⚑⚑⚑⚑
655
⚑⚑
726
⚑⚑
403
Vertical Shear
1/sec
40-46
⚑⚑⚑
40-45
⚑⚑⚑
30
20
Precipitable Water 2.7″
⚑⚑⚑⚑
0.83”
2.1″
⚑⚑

2.6″
⚑⚑⚑⚑
Heavy rain potential
Lifted Index
º K
minus 6º
⚑⚑
minus 9.3º
⚑⚑⚑
minus 9.9º
⚑⚑⚑
Minus 8.3º
⚑⚑
HRRR Hail
inches
1.9
⚑⚑
1.4
1.8
⚑⚑

1.8
⚑⚑
Peak Wind Gusts
mph
40-50
⚑⚑
40-50
⚑⚑
65mph
⚑⚑
51.6mph
⚑⚑
NJ area
Storm Motion Shear Vector
Alignment
Aligned – ~ 90º
⚑⚑
Almost aligned
⚑⚑
aligned
⚑⚑
Somewhat aligned
250 mb
Jet Stream Wind
mph
63
135
⚑⚑
74
41
Severity Parameters Impact: ⚑ indicates favors Severity ⚐ indicates Possible Severity
↓ indicates works against Severity ⇩ Significant, but less impact

I just want to add that the HRRR shows the heaviest storms moving north and south of the immediate PHL area. Not true of the REFS and RRFS. Something to watch.

A note for those of you who are visiting this site from “X“.
Due to the highly unbalanced political environment on X, I’ve considerably cut back auto-posting there. To receive all of my forecast postings, I suggest following me on mastodon.social or bluesky.social


Tuesday’s Storms Update

One More Thing: the latest Canadian GDPS “with AI nudging” also suggests earlier timing, as early as 4PM, similar to the REFS below.

Posted Tuesday 07/08/25 @ 7:28 AM — A potent short wave and front will move through Tuesday evening. Ahead and along with this disturbance will be strong dynamics that promises more wide spread heavy rainfall and the potential for somewhat more severe storms than Monday.

In terms of timing, the REFS (experimental) still shows some showers/storms as early as 3-5 PM in the western suburbs, then moving eastward. The latest RRFS (experimental) continues to be about two hours later, with storms approaching the immediate PHL area around 6-7 PM.


The latest HRRR shows storms approaching the immediate PHL area around 6-8 PM, somewhat earlier in western suburbs.

06z HRRR forecast “simulated radar” at 8 PM Tuesday. (Click on image for a larger view.)

In terms of severity, greatest likelihood is in western sections about 5-7 PM. Heavy rain possible throughout the area.


Tuesday Storms

Posted Monday 07/07/25 @ 7:59 PM — Just wanted to add that the GFS shows some storms in Harrisburg moving through our area around midnight. Not shown in REFS or RRFS forecasts for tonight (Monday).

Posted Monday 07/07/25 @ 7:33 PM — The storms developed in many (but not all) areas around Philadelphia this afternoon. Here’s the MRMS rainfall totals—

MRMS rain-gauge measured rainfall combined with rain-gauge calibrated and interpolated radar-based summary of ACTUAL RAINFALL RECEIVED. Color shading is in inches. Line contour numbers are in mm. (25.4 mm= 1 inch)      (Click on image for a larger view.)

Tuesday should be mostly sunny hot and VERY humid again. A slight dip in the jet stream and a potent ‘short wave’ will approach, causing the development of widespread showers and thunderstorms beginning about 4 PM. Additionally, we’ll be near the right entrance region of a jet streak, enhancing available energy.

The latest GFS shows this potent area of upward motion around this short wave.

18z GFS forecast for 5PM showing strong concentration of upward vertical velocity pressure. Strong, possibly severe storms are possible. (Click on image for a larger view.)

The REFS did well today and I’ll stick with its forecast for Tuesday.

12z REFS forecast rain with standard deviation (contours) at 6 PM Tuesday. (Click on image for a larger view.)

The REFS has showers breaking out west of the city as early as 3 PM, but widespread showers and thunderstorms are expected by 4-6 PM.

(It should be mentioned the the latest RRFS has the storms moving in about 2 hours later than the REFS shown above. )

Several hours of widespread rainfall are expected with storms moving into NJ by 5-6 PM. Localized areas of 1-3″ of rain expected. Unlike today’s storms which were mostly heavy rain, Tuesday’s storms will have somewhat higher vertical wind shear and areas of elevated helicity. Some severe storms possible, especially into South Jersey and Delaware.


Monday Update

Posted Monday 07/07/25 @ 10:10 AM — The moisture associated with the remnants of tropical depression Chantal have started to move across our area today. Any sunshine will induce instability and thunderstorm formation. Here’s the latest REFS hourly rain forecast at 1 PM, 3 PM and 5 PM today—

06z REFS hourly rainfall with standard deviation (contours) 1 3 5 PM today. (Click on image for a larger view.)

Most of the activity will be in the afternoon hours and taper off by 9 PM.

Showers will be scattered, but any storm will be slow moving and capable of dropping heavy rainfall. Precipitable water forecasts are as high as they get around here, 2-3″ – 2.5″ in some areas. Flooding type rains are possible.

RRFS forecast precipitable water at 4 PM. As high as they get outside of the tropics. (Click on image for a larger view.)

Originally Posted Sun 5:37 PM —The remnants of tropical depression Chantal are located in North Carolina and the moisture and energy of this weak system is expected to move over our area on Monday.

5 PM Current satellite water vapor image with superimposed RAP model 500-1000 mb thickness lines (yellow), Mean Sea Level Pressure isobars (black contours) potential vorticity (fine violet contours) with superimposed MRMS RADAR. Water Vapor Imagery reveals emitted water vapor infrared TEMPERATURE, NOT REFLECTED LIGHT from CLOUDS. Current position of CHANTAL is indicated as {L} (Click on image for a larger view.)

Some showers are breaking out in Delaware at this time (Sunday evening) and some showers may make into Delaware County and just south of the city by 8 PM.

More numerous showers and thunderstorms will develop on Monday. Shear and helicity values are weak. The main issue with these showers and storms will be the possibility heavy, slow moving rainfall. The showers will be scattered.

For Monday, a few scattered showers are possible in the morning, but the real deal will be during the afternoon where daytime heating will induce these showers and storms. 2PM to 8 PM will be the likely time slot with showers peaking around 4PM – 5 PM Monday. It will be warm (mid 80s) and VERY humid.

Here’s the latest REFS forecast for 5 PM

12z REFS forecast for 5 PM Monday. Previous 1 hour precipitation with standard deviation (contours)(Click on image for a larger view.)

Daytime hours on Tuesday look to be dry until about 4 to 8 PM, when showers and storms move in from the southwest. It will be very warm and VERY humid on Tuesday


THIS WEEK’S WEATHER

Friday Forecast & Weekend Outlook

Posted Thursday 06/12/25 @ 5:49 PM — A cold front will slowly slip through tonight into Friday morning. Most models are keeping the rain to near zero in the immediate Philadelphia area on Friday.

The REFS captures this well—

Today’s 12z REFS total rainfall through Friday evening. The rain stays to our north and south. (Click on image for a larger view.

Scattered light rain with periods of just clouds for Saturday as waves of low pressure move along this stalled frontal boundary. Sunday just looks to be cloudy with little in the way of showers. The timing of these waves will likely change. Stay tuned.


Thursday and Weekend Outlook

Posted Thursday 06/12/25 @ 9:11 AM — High temperatures for today will be near 90º in much of the area. Dew points near 65º will make the heat index (apparent temperature) about 1º higher than shown below.

NBM high temperatures expected 3-4 PM Thursday. (Click on image for a larger view.)

A cold front will slowly sink south of our area on Friday and will then become stationary. Some showers are expected from Allentown and northward with this front early Friday morning. While it will be cloudy here in our immediate area, no showers are current forecast here on Friday. (That may change.)

Some thinning of the clouds later Friday afternoon with some sun possible.

Weekend: A cooler easterly wind flow will develop behind this cold front with plenty of clouds.

Waves of low pressure will form along this front during the weekend. Periods of showers are expected, but timing these showers will be difficult.

The GFS has been consistently maintaining relatively low rainfall around the immediately Philadelphia area with much of the showers to our far northwest and to our south over the weekend. Total rainfall for the weekend only about 0.30″ (NBM) and 0.05″ (GFS).

06z GFS total rainfall forecast through 8 AM Monday. (Click on image for a larger view.)

But, it’s really too early to identify timing and exact locations of the heavier showers with any degree of certainty.

I’ll update later today.


Tuesday
Tue 7:09 PM —Forecast Review —The experiment with the short wave prediction from the experimental RRFS didn’t wasn’t a success. As late as 2 PM, the RRFS hourly was still showing showers to develop over Philadelphia from a short wave.
Both the 17z and 18z RRFS was showing significant dynamics (upward vertical velocity) at 5 PM, although the 18z had backed off a bit. Nonetheless, the forecast for rain didn’t verify. (Click on image for a larger view.)

At about the same time, the radar showed something trying to get going, but ultimately the forecast was a bust.

Radar at 5 PM showing something trying to develop in Philadelphia, but nothing really happened.. (Click on image for a larger view.)

These sorts of meteorological ‘experiments’ I thoroughly enjoy, even when the outcome is a bust. There’s always another day’s weather.

I should acknowledge that the RRFS is known to over-play this sort of convective rain forecast. Indeed, it’s one of the things they’ve been tinkering with to get the RRFS model ready for prime time release. The model is still considered experimental.

If and when they do release the model as operational, it will be likely known as RRFS-a. RRFS-b is already being explored, probably with a changed core from the current FV3 to a MPAS core. See my RRFS page for more info.

Posted Tuesday 06/10/25 @ 12:23 PM — Last night’s REFS correctly predicted the heavy rain that sprung up this morning over Philadelphia and northern sections. Last night’s (00z) HRRR really missed this forecast. I’m finding the experimental REFS increasingly useful and skillful.

Sticking with the REFS and the RRFS, the last two runs continue to show a break in the rain, but another short wave is expected to move through between 3 and 5 PM this afternoon with another round of showers, possibly some low level thundershowers. Let’s see if this happens.

REFS forecast at 4:59 PM shows short wave at 700 mb. Shading is relative humidity at 700 mb. (Click on image for a larger view.)

Tonight and Tuesday

Posted Monday 06/09/25 @ 6:03 PM — It was reasonably dry around here after 11 AM.

For the Phillies game this evening, it appears that the scattered showers originally expected this evening likely won’t materialize.

The rain will wait until after midnight to move in.

Rain ends Tuesday morning, by 10-11 AM in the city. About 0.35-0.40 inches of rain expected later tonight into Tuesday morning.

While the rain is expected to end Tuesday morning, several models show a ‘short wave’ moving through Tuesday afternoon about 3-6 PM with showers and possibly some thunder. Wednesday looks good!

RRFS forecast for 4 PM. 500 mb height contours (blue) show the undulation due to the short wave moving through. (Click on image for a larger view.)

Monday Forecast Update

Posted Monday 06/09/25 @ 9:22 AM — The latest ECMWF continues with light scattered showers through the day.

However, the latest RRFS, REFS and Canadian HRDPS forecasts no rain after 11 AM through the afternoon and based on current radar, I’m leaning in that direction. So low clouds with some breaks possible mid to late afternoon in western suburbs. Some widely scattered showers are possible as early as 6 PM. Light to moderate rain moves in tonight.

Latest Radar (~9 AM) shows exiting showers. Just an area to watch is is moderately strong upward 300mb vertical motion area indicated by (?) (Click on image for a larger view.)

Originally Posted Sun 4:49 PM —Some of the uncertainty with this weekend’s forecasts will spill into Monday.

The showers that did move in this afternoon (forecast best by the European AI-Single model as well as the regular ECMWF, and disappointingly forecast by the HRRR, RRFS, REFS, GFS and NAM-NEST) will continue to develop this evening and into Monday morning.

Radar GIF 3 PM Sunday More rain than forecast by several models. (Click on image for a larger view.)

The models are suggesting that the showers/rain taper late morning Monday with most (but not all) areas dry Monday afternoon. Rain redevelops Monday evening and night.

Here’s the latest ECMWF forecast for Monday afternoon, which shows the next element to affect our weather– another upper level low with a flow of cooler air.

ECMWF forecast for Monday at 4 PM. Upper level low in Canada, a dip in the jet stream with cooler air and the beginnings of low pressure expected to develop over the Ohio Vallye moving towards us for Tuesday. Rain expected Tuesday, possibly moderate rain. (Click on image for a larger view.)

Moderate rain on Tuesday, then things improve. Unfortunately, there’s a hint that we’ll see rain part of next weekend.