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Wintry Machine Learning Mauler 1/30-2/1

if this latest threat goes down the toilet its probably over for most of NC to see any snow this winter. This cold pattern is going to break down and even if it gets back to cold in March, that cold isnt January cold.
I really wish y'all would stop saying stuff like this with no bases at all other than emotion. Because February as it stands today actually looks great
 
I hate snow...and everything to do with it. No model can beat Google...its the best

View attachment 190100
It sure jumps with its precip maps ( unfortunately east) every run, to be the King. Gonna look bad/ egg in face if those dark greens get back to the coastal plain/ piedmont region over the next few cycles.

It will have to win this hands down to get me to buy into it's reputation. I put a lot of faith in what Bouncey and you say about it's record. So I'm paying very close attn.
 
Honestly not too late for WeatherNext2 to resolve upper level features a little different and swing back west some. Still 3 days out, but if it's gonna happen it's got to start adjusting with 0z run imo. Also, it could crap the bed this time, it's not 100% accuracy, yet
 
Honestly not too late for WeatherNext2 to resolve upper level features a little different and swing back west some. Still 3 days out, but if it's gonna happen it's got to start adjusting with 0z run imo. Also, it could crap the bed this time, it's not 100% accuracy, yet

Euro AI upper low position has me still intrigued, I’m not ready to sell this one yet. Too many variables involved to put confidence in any one solution right now.


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Here is the weathernext taking RDU from nearly 1" QPF ~84 hours out from onset
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...to just over 0.5" ~60 hours out
1769543406781.png

...and then filling back in about 24 hours out

1769543705880.png


I cherry picked a location that was on the fringe of greater QPF because, well, that's where most of NC stands with this coastal. Not here to say "its trending back" or "its trending away" (which it is at the moment, and that can't be ignored). I am just here to say the thing is good but not indestructible and small QPF changes can go a long way for a lot of people.

GSP goes from 1.25 to 1 to just under 1. These are small changes, yes, but again, anticipating high ratio snow means small QPF changes have a greater impact. Let's just see where it goes.
 
Is that just pattern-honing
Here is the weathernext taking RDU from nearly 1" QPF ~84 hours out from onset
View attachment 190106

...to just over 0.5" ~60 hours out
View attachment 190107

...and then filling back in about 24 hours out

View attachment 190109


I cherry picked a location that was on the fringe of greater QPF because, well, that's where most of NC stands with this coastal. Not here to say "its trending back" or "its trending away" (which it is at the moment, and that can't be ignored). I am just here to say the thing is good but not indestructible and small QPF changes can go a long way for a lot of people.

GSP goes from 1.25 to 1 to just under 1. These are small changes, yes, but again, anticipating high ratio snow means small QPF changes have a greater impact. Let's just see where it goes.

Impressive that it picked up on that dry slot and amplitude at all. It would have detrimentally impacted the CRPS marginal scoring to go exactly dry out at that range of probabilities within the noise. What I'm not seeing are areas that were predicted dry at T-84 that subsequently increased significantly. That's what we're dealing with now.

 
if this latest threat goes down the toilet its probably over for most of NC to see any snow this winter. This cold pattern is going to break down and even if it gets back to cold in March, that cold isnt January cold.
LOL. 12Z Euro has a threat in 8.5 days
 
Is that just pattern-honing


Impressive that it picked up on that dry slot and amplitude at all. It would have detrimentally impacted the CRPS marginal scoring to go exactly dry out at that range of probabilities within the noise. What I'm not seeing are areas that were predicted dry at T-84 that subsequently increased significantly. That's what we're dealing with now.

well no but that's not the point, i am just saying it is possible for it to make changes that give pretty different results at this range. i understand it isn't the same situation. not denying the trend.
 
are we treating the weathernext as gospel because it nailed one storm

i know it doesn't seem or feel like it because of ptype but last week's mechanisms were kind of primitive, lets rise moist air over cold dome ooga booga. i don't think it took anything particularly inventive to get a grip on that.

not trying to wishcast my way into something or denying it's been impressive. watching it decay our system has been deflating. but it is at the dry end of a guidance envelope that adjusted favorably and under normal circumstances we'd approach it like a dry outlier. just wondering if it's being over-indexed.
 
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WPC Extended Discussion now out. https://www.wpc.ncep.noaa.gov/discussions/hpcdiscussions.php?disc=pmdepd&version=0&fmt=reg Relevant portion:

"
In this anomalously cold pattern, there is potential for wintry
precipitation into the Gulf Coast states late week as upper trough
translation leads into northern Gulf frontal wave genesis. Wave
progression downstream and trough/closed low development aloft is
now increasingly likely to set the environment to produce a
significant Eastern Seaboard Coastal Winter storm expected to
rapidly deepen while lifting over the western Atlantic off the
Southeast Saturday and Mid-Atlantic/New England Sunday. Uncertainty
has improved but remains with the exact track of the low which
impacts the onshore wintry precipitation focus and footprint.
However,
the growing consensus at this time is for heavy snow potential
from the eastern Carolinas/Mid-Atlantic through coastal southern
New England. The forecast strength of the deep low suggests high
winds/waves and coastal flooding would also be expected."
 
The GFS is gonna beat Google AI. All my years of bashing it, putting it down. It's getting ready to deliver the Holy Grail of all Central NC snowstorms, that will be talked about for Generations.

Seriously though, I googled GFS Verification score. Look at what ole AI had to say about the GFS. "OUTPERFORM ECMWF". Like who wrote this?

AI Overview


Skill Scores Forecast Models Including AIGS and Graph Cast ...
The Global Forecast System (GFS) model provides high-accuracy, 0.25-degree resolution weather forecasts 4 times daily, with 95-96% accuracy up to 12 hours, 85-95% for 3 days, and 65-80% for up to 10 days. Recent upgrades (FV3 core) have significantly improved its performance, allowing it to frequently outperform the European (ECMWF) model in specific, short-term extreme weather scenarios and tropical cyclone tracking.
 

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The GFS is gonna beat Google AI. All my years of bashing it, putting it down. It's getting ready to deliver the Holy Grail of all Central NC snowstorms, that will be talked about for Generations.

Seriously though, I googled GFS Verification score. Look at what ole AI had to say about the GFS. "OUTPERFORM ECMWF". Like who wrote this?

AI Overview


View attachment 190119
The Global Forecast System (GFS) model provides high-accuracy, 0.25-degree resolution weather forecasts 4 times daily, with 95-96% accuracy up to 12 hours, 85-95% for 3 days, and 65-80% for up to 10 days. Recent upgrades (FV3 core) have significantly improved its performance, allowing it to frequently outperform the European (ECMWF) model in specific, short-term extreme weather scenarios and tropical cyclone tracking.
I have faith, the GFS lives!
 
Honestly not too late for WeatherNext2 to resolve upper level features a little different and swing back west some. Still 3 days out, but if it's gonna happen it's got to start adjusting with 0z run imo. Also, it could crap the bed this time, it's not 100% accuracy, yet
If we see another eastward jog like this with the coastal low in the next WeatherNext2 run then the odds of this occurring are very slim. It will make small adjustments that amount to fine tuning the general pattern it has hooked on to but not enough to bring the coastal low back unless something very unexpected happens.
 
Right now it's GFS and Canadian with a monster storm, WeatherNext, UK and ICON are huge misses, and Euro and Euro AI are somewhere in the middle.
I don’t trust the gfs worth damn after last weekend. For me It showed 10 plus inch snows and almost no ZR run after run after run until the morning before. And by go time it folded like a cheap suit to the euro with a few inches of snow and a ragging ice storm. I never truly believed it but for obvious reasons was praying it was right for once. I don’t normally bash a model showing a big snow for people, but just letting you guys know how poorly it preformed just days ago.
 
Now that I've thought about it a little more.
I wonder if we're seeing the same thing we did back in Jan 2018 in regards to with multiple lows and convective feedback issues, possibly? The GFS/GEM are similar but the GEM wants to crank up a low on the convective cluster while the GFS is cranking the northern low of the two.

Damn, also noticed the low pressure up north where the GFS has a weak one in Alberta, while the GEM has it in the Dakotas. Yikes. (Gotta slow that puppy down!) (Retrogression, do your magic)

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