yego.me
💡 Stop wasting time. Read Youtube instead of watch. Download Chrome Extension

The Future of Weather Forecasting | Breakthrough


2m read
·Nov 11, 2024

JOE SIENKIEWICZ: So I started out 28 years ago. Just imagine, forecast information came in the form of paper, piles of paper. It limited the amount of information that we could look at. We see things now in the models that we're actually, in some ways, learning, and confirming using other information, observation satellite data. So things have changed enormously in my career.

NARRATOR: Today forecasters can rely on a vast array of weather sensors on the ground, at sea, in the air, and even space. This information is fed into computer models that build on our deep knowledge of environmental physics.

WILLIAM LAPENTA: The atmosphere is basically a fluid, just like water, fish tank. And fluids are defined by mathematical equations in terms of their structure and how they would evolve with time. So we go for the major terms in an equation, and then we put them into a computer model. And we try to get a solution of how the atmosphere will evolve.

NARRATOR: Dr. William Lapenta is the director of NOAA's nine weather prediction centers. When a tornado is forming or a hurricane is brewing, the accuracy of his models can be a matter of life and death. But because there are so many variables in the atmosphere, no model spits out the right prediction every time. NOAA compensates by running their models dozens of times, introducing random variations in the data. The result is a cluster of possible futures called an ensemble.

WILLIAM LAPENTA: So let's just say that my putt was a hurricane track. OK? So I put once. You see the ball roll and you see it roll a certain way. OK. That's one piece of information. So an ensemble means you would do that many times over, maybe 20 times, maybe 40 times. And the thing is, every time you put it down and stroke it, something changes. So then if the trajectories of the balls are very close to each other, that means you either have a very good model, or there's a high level of predictability in that hurricane track, or both.

These are called spaghetti plots. And it's essentially just deterministic guidance overlaid with a bunch of ensemble guidance. So you can really see a lot of information on one screen. When they're closer together, you know you have higher confidence in your forecast. There's more certainty in your forecast. And then as you go out in time, solutions begin to diverge. We become more uncertain about the forecast. And really just the slightest difference can make a huge change in the forecast.

More Articles

View All
Ray Dalio's Warning for the Economic Crisis and U.S. Recession
The biggest issue is that there’s more spending than we have income, and that’s a problem. So then the question is, where are you going to get the money from, right? Dahlia is probably the world’s most well-known macroeconomic investor, having started Br…
The People Who Were Turned Into Paint
There are four people in this painting. Three of them are made out of paint. The fourth is the paint. The interior of a kitchen was painted in 1815, and like many paintings from that time, one of the colors used in it was mummy Brown, a pigment literally…
Origins of the Cold War
Hi Dr. Kuts. Hello David. How you doing? I’m doing well. I am excited to learn about this thing we call the Cold War. What is a Cold War, and what makes it different than a hot war? So a Cold War, and in this case, is it’s really, um, it might be a te…
Warren Buffett: How To Profit From Inflation (feat. Mohnish Pabrai)
We’re seeing very substantial inflation. It’s very interesting. I mean, we’re raising prices, people are raising prices to us, and it’s being accepted. Take home building. I mean, you know, the cost of—we’ve got nine home builders and, in addition to our …
Mild and medium tension | Forces and Newton's laws of motion | Physics | Khan Academy
You bought a huge canister aluminum can of super hot red peppers, 3 Kg worth, and you hung them from two strings from the ceiling ‘cause you don’t want anyone to get your super hot red peppers. You wanted to know what’s the tension in both of these string…
How Lawn Mower Blades Cut Grass (at 50,000 FRAMES PER SECOND) - Smarter Every Day 196
Hey, it’s me Destin. Welcome back to Smarter Every Day. If you’re like me, you’ve spent a ton of your life on a lawn mower, and you’ve been thinking about how the blade interacts with the blades of grass. So today on Smarter Every Day, we’re going to look…