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
Ilya Volodarsky - Analytics for Startups
Hi everyone! My name is Ilya. I’m one of the co-founders at Segment, and I’m here to talk to you about how to set up analytics and the analytics foundation to build your MVP and to measure these primary and secondary metrics. So this is going to be a lit…
Escaping a Venezuelan Prison | Locked Up Abroad
Enjoy your first day release. As I walked through the doors, I couldn’t believe it. It wasn’t just some crazy dream. I might actually get away with this. My stomach’s churning over, tying itself up in knots. I got on the bus. I’m praying that I’m never …
How Should Business Schools Prepare Students for Startups? – Jeff Bussgang and Michael Seibel
Hey, this is Craig Cannon, and you’re listening to Y Combinator’s podcast. Today’s episode is a conversation about business schools and startups with Jeff Busgang, a lecturer at HBS and GP at Flybridge Capital Partners. Jeff called in to talk with YC CEO …
Photosynthesis | Energy and matter in biological systems | High school biology | Khan Academy
Hey everybody! Dr. Sammy here, your friendly neighborhood entomologist. Today, we’re going to talk about photosynthesis. There’s very little life on this planet that could exist without photosynthesis. It is the prerequisite for pretty much everything yo…
Michael Burry just sold all his stocks and the reason why is terrifying
So Michael Burry just did something unthinkable in the world of investing: he sold his entire portfolio of stocks. Every single last one! Now, this action is so unconventional that it deserves your attention. As a professional investor working at an inves…
Peter Lynch Warns About the BIG Danger of Index Funds in Recent Interview (2021)
If you’ve been following this channel, you know Peter Lynch is one of my favorite investors to study. However, Peter Lynch hasn’t given an interview in years. So when he finally gave an interview this past week, it got my full attention. In this intervie…