cover of episode The future of extreme climate events

The future of extreme climate events

2024/11/15
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Noah Diffenbaugh: 我的研究重点是气候系统与人类和生态系统的相互作用。我们关注气候系统中最重要的因素,识别不同自然和人类系统的脆弱性,并研究气候过程对全球变暖的响应。气候变化的影响已经遍及全球各地,从沿海地区到山顶,从赤道到两极,影响到各种环境、城市和农村地区的人类和生态系统。气候变化的影响已经显现,并且对人类造成了影响。我们已经进行了足够多的全球变暖,以至于我们受到了气候变化的影响,从海岸到山顶,从赤道到两极,在各种环境、城市和农村地区,以及人类和生态系统。过去二十年来的科学证据清楚地表明,气候变化不仅在可测量方面已经到来,而且在对我们的影响方面也已经到来。 气候强迫指的是气候系统能量输入的变化,它驱动着气候模式和天气事件,人类排放的温室气体就是一种气候强迫。地球工程,特别是平流层气溶胶注入,旨在通过人为干预来改变地球的辐射平衡,从而减缓全球变暖。虽然地球工程存在风险和不确定性,但鉴于全球变暖的潜在威胁,对其进行研究是有必要的。适应气候变化包括自主适应和主动适应,但由于极端气候事件的频率和强度呈指数级增长,人类在适应方面落后了。极端气候事件的影响正在加速,原因有两个:极端事件的频率和强度呈指数级增长;极端事件对人类的影响也呈指数级增长。此外,对减缓气候变化的投资远大于对适应气候变化的投资。人工智能技术通过利用气候模型模拟和真实世界观测数据,帮助研究人员进行反事实实验,从而更好地预测和理解极端气候事件。 Russ Altman: (问题引导和总结发言人的观点)

Deep Dive

Key Insights

Why are extreme climate events becoming more frequent and severe?

Extreme climate events are increasing exponentially due to global warming, which shifts the mean temperature of the climate system, leading to an exponential increase in the frequency of previously rare events. This is compounded by the fact that the impacts of these extreme events also follow an exponential relationship, meaning larger events cause disproportionately greater damage.

What is climate forcing and why is it significant?

Climate forcing refers to changes in the energy balance of the Earth's climate system, which can be caused by natural factors like solar output variations or volcanic eruptions, as well as human activities like greenhouse gas emissions. These changes force the climate system to adjust, altering weather patterns and increasing the frequency and intensity of extreme events.

How is AI being used in climate research?

AI is being used to analyze climate model simulations and real-world observations, enabling researchers to predict how specific weather conditions would change with global warming. This allows for more precise predictions about extreme events and their impacts, bridging the gap between climate models and real-world data.

Why is adaptation to climate change falling behind?

Adaptation is falling behind because the frequency and severity of extreme climate events are increasing exponentially, and current investments in adaptation are significantly lower than those in decarbonization. Additionally, the impacts of extreme events are disproportionately severe, creating a widening gap between the climate we are experiencing and the measures we have in place to adapt.

What are the risks and potential of geoengineering?

Geoengineering, such as stratospheric aerosol injection, could potentially mitigate global warming by mimicking the cooling effects of volcanic eruptions. However, it is largely untested and could have unforeseen consequences. While it remains a topic of scientific research, its feasibility and safety are still highly debated.

How does global warming affect the frequency of extreme heat events?

Global warming shifts the distribution of temperature, causing an exponential increase in the frequency of extreme heat events. As the mean temperature rises, the likelihood of experiencing previously rare heat extremes also rises exponentially, leading to more frequent and severe heat waves.

What role does AI play in predicting climate impacts?

AI allows researchers to analyze both climate model simulations and real-world data, enabling predictions about how specific weather conditions and extreme events would change with global warming. This enhances the ability to forecast climate impacts and provides a more accurate understanding of future climate scenarios.

Chapters
Climate change significantly affects various regions and ecosystems, impacting human activities. Research connects climate phenomena with localized human impacts, examining issues like floods' effects on insurance and drought's impact on plant life.
  • Climate change impacts are globally widespread, affecting diverse environments and populations.
  • Research focuses on linking climate phenomena with specific human activities and their consequences.
  • Studies explore the effects of floods on insurance, drought on plant water sensitivity, and other similar connections.

Shownotes Transcript

Translations:
中文

Hi, everyone. It's Russ Altman here from the Future of Everything. We're starting our new Q&A segment on the podcast. At the end of an episode, I'll be answering a few questions that come in from viewers and listeners like you.

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we want to understand

what's important about the climate system. So we're often looking at the vulnerability of different natural and human systems in order to identify what matters most. And then we're trying to understand what processes regulate, whether it's heat waves or whether it's the length of dry spells or whatever it may be. Then we want to understand how those physical processes respond to global warming.

This is Stanford Engineering's The Future of Everything, and I'm your host, Russ Altman. If you're enjoying The Future of Everything, please follow the show in whatever app you're listening to. It'll guarantee that you never miss the future of anything.

Today, Noah Diffenbaugh will tell us that climate change is accelerating exponentially and so are its effects on humans and on the environment. It's the future of extreme climate events. Before we get started, a reminder to please follow the show in the app that you're listening to. Go ahead and rate and review it as well.

Well, we hear a lot about how the climate is changing, the temperatures are going up, and this is having effects on the frequency of extreme events. These are events like heat waves, floods, hurricanes, and other storms. We know that these events also affect humans. It changes where we live. It changes where we build our retaining walls and what we think about a house on the coast. It changes our insurance premiums, and it also affects the cost of electricity. Everything seems to be changing.

And it turns out that these changes in weather are increasing at exponential rates. That is to say, it's not just twice what it used to be. It's three, five, ten times what it used to be. Not only that, but the impacts on humanity and humans are also increasing exponentially. That means that we have a lot to do and a lot is going to be changing in the future.

Well, Noah Diffenbaugh is a professor of Earth Systems Science at Stanford University. He's also a fellow at the Woods Institute for the Environment at Stanford. He's an expert in climate change and how it's impacting both our physical systems and also how it's impacting humanity. He'll tell us that we are having exponential increases in the extreme events that we all perceive.

And we're also having an exponential increase in the human consequences of those events. Noah, one of the things you study is the impact of climate change on human activities. And in fact, you're even looking at like which are the ones that are causing the most trouble or the most impact. So where are we seeing the biggest impacts of climate change these days?

Well, you know, at this point, we've had enough global warming that we're really being impacted by climate change everywhere from the coast to the tops of mountains, from the equator to the poles, at the interior of continents, in all kinds of environments, in cities, in cities.

in rural areas, people and ecosystems. What's really clear from the scientific evidence over the last two decades is that not only has climate change arrived in terms of what we can measure

But it's arrived in terms of the impacts on us. And looking at your publications over the last few years, I'm very struck that a lot of them – and forgive me for this gross generalization – but a lot of the papers, and they look fascinating, are a climate phenomenon and how it relates to a human activity. So I think you have written papers, for example, about floods and their impact on insurance. Right.

or plant water sensitivity and how it affects drought and vice versa, how drought affects plant robustness. So how do you do these studies and how do you connect the science of climate change, which is at a global scale typically, with the regional and local effects that we see in terms of these events and these impacts?

Yeah, so I mean, this, you know, what you described is really kind of the, you know, the niche that I have inhabited over the two decades that, you know, I've been a

a practicing climate scientist since I started my first faculty job back in 2004. So, you know, really the intergovernmental panel on climate change is, you know, the UN body that was formed quite a few decades ago now to assess the state of climate change. And it kind of divides the evidence into three large categories and each actually has a working group. So there's what they call the physical science basis,

That's working group one. They have impacts, adaptation, vulnerability. That's working group two. And they have mitigation, which is really about greenhouse gas reductions and now other forms of limiting the amount of climate change. So it's really, what are the causes of climate change? What are the impacts on people and ecosystems? And what can be done to curb the trajectory of climate change?

So that's kind of the way that the larger world divides climate science, climate research. And my interests have always really been at the interface, and in particular, the interface of the physical climate system

and people in ecosystems. So a lot of where I've been focused and, you know, if, if one looks paper by paper or looks at, you know, the current projects on our, on our lab groups webpage, it actually looks like a pretty disorganized, eclectic, discombobulated grab bag of, of things we're working on. But the through line really is that we want to understand the

What's important about the climate system? So we're often looking at the vulnerability of different natural and human systems in order to identify what matters most. And then we're trying to understand what processes regulate, whether it's heat waves or whether it's the length of dry spells or whatever it may be. Then we want to understand how those physical processes respond to global warming.

Gotcha. Okay. And that explains why you'd kind of do these deep dives. One of the things that comes, this is kind of a technical question, but one of the phrases that comes up in your work that I need a little help understanding is this idea of climate forcing. Can you take us through why climate forcing comes up so much in your work and how can we think about what that really means?

Yeah, so I mean, that's not my term. But if you think about a world without climate change, a planet Earth without climate change, and that, you know, most of planet Earth's history has not had humans, but there's been a lot of variation and change on geologic timescales. And so if we have a climate that's just a stationary climate,

Really, what's driving the circulation of the atmosphere, the circulation of the ocean, storms, precipitation, heat waves, all of that is essentially, we have the equations of motion on a rotating sphere, and we have this energy input, this massive energy input from the sun.

Right. So one way to think about, you know, independent of of human caused global warming, you know, all the weather that happens on planet Earth is really the result of this this imbalance in the distribution of energy input and energy output. Right. So at the planetary scale without without human activities, you know, we we tend to.

We're pretty close to being in energy balance at the planetary scale. But in terms of the distribution, if you think of the equator, the pole, for instance, right? So there's a net surplus of energy at the equator.

And there's a net deficit of energy at the pole, right? And this has to do with the tilt of the planet Earth. This has to do with the seasons that result from that. This has to do with the fact primarily that, you know, if you think about a sphere in space, you're going to get a lot more direct energy.

radiation at the equator than you do up at the pole. And then you add in the seasons and you've got, you know, year round at the equator and you've got obviously pretty extreme seasonality at the poles. And you, you know, you put that on a rotating sphere, that energy imbalance, and you basically have the energy and, you know, the atmosphere and the ocean working out this, this energy imbalance. So that's without any, that's the baseline. And then the reality is that the sun varies in terms of how much,

you know, solar output, you got sunspots and that's varying how much solar output there is. You got volcanoes going off, you know, that put, you know, for short time periods, put aerosols up into the stratosphere, you know, Pinatubo being kind of a canonical example of that, but there's, you know, that's been going throughout Earth's history. So you have all these natural forcings, right? And then we have, you know, humans are emitting greenhouse gases, we're emitting, you know, aerosols and

And when we say climate forcing, you know, essentially that's a term. There's a technical definition, but essentially you can think of it as a term for the change in the energy input to the climate system. I see. Because it's the energy input to the climate system and the distribution of energy going in and energy going out that really drives climate.

All the, you know, the regional climate patterns and the weather that we experience. If there's a change to that, for example, from humans emitting carbon dioxide and methane and other greenhouse gases, that's going to force the climate system, right? That's going to change the energy balance of the climate system. And as a result, it's going to change, yeah,

the atmospheric circulation, the ocean circulation, the weather we experience, and in particular, the frequency and intensity of extreme events. Okay, that's really helpful. So climate forcing is about this, like you have this, okay, it's exactly what you said. There's a baseline, there's human activities, and then there's these jolts. And these jolts force things to happen that might otherwise either not happen or wouldn't happen right away or is on the same time scale. I thought when I read it at first that it was about this thing we've been reading about in the newspaper, which is like geothermal engineering,

climate engineering, where you then do things on purpose to alter. And I guess since I just said that, maybe I should ask you about that. Yeah, so that'd be an intentional subset. Okay. Yeah, so you're absolutely right. You know, the idea of... So geoengineering is a pretty broad term and has evolved through time, but...

What certainly has been in the public consciousness a lot recently is the possibility of altering the radiative balance of the planet deliberately.

And I mentioned, you know, Pinatubo, which was a volcano that went off in the early 90s in the tropics and, you know, among other things, created really amazing sunsets along the California coast. But it also actually cooled the planet at the global scale. It affected the

You know, the ratio of direct and diffuse light that plants were absorbing affected plant. It had a lot of effects. And, you know, for a couple of years. Right. So you can think of it about something on the order of a third of a degree of cooling at its peak and that cooling effect lasting for years.

for two to three years. And so that volcano got studied a lot. And it was, that actually was, was following up a lot of research on nuclear winter that happened, you know, in the eighties. And I certainly remember when I was growing up,

hearing about that on the radio. So in addition to studying global warming, scientists have been studying what causes, what are the other effects in addition to greenhouse gases? And so the idea of stratospheric aerosol injection or what you sometimes see as SAI these days is to basically, the original idea was basically to mimic

And you'll even read papers of where the unit is pinotubos, you know, so how many, how many pinotubos of aerosol injection, how many pinotubos of cooling, how many pinotubos of length of cooling. Exactly. Exactly. You essentially have a, a unit of measurement that's a, that's a pinotubo. And, um,

And, you know, I don't want to say you can find that in the SI units or anything like that. Right. You know, you see, you've certainly found, you know, this became a benchmark that was used because it had been, it was so well studied. I had been used to kind of measure, well, what if we were to measure

you know, via aircraft or some other mechanism, inject aerosols into the stratosphere, like what happened during Pinatubo and other volcanoes, what would the effect on Earth's climate be? And it certainly, there's no question that blocking out some of the incoming energy from the sun will decrease the energy going into Earth's climate system and have a net impact.

cooling effect. And we can talk about some of the challenges and some of the potential side effects. But essentially, we've been conducting an uncontrolled experiment altering the concentration of greenhouse gases in Earth's atmosphere, as well as other aerosols and atmospheric constituents that we're emitting. And the idea with geoengineering is to conduct a

you know, to manage the global climate system by managing Earth's radiation budget. So I find this fascinating. And if you're willing, and it sounds like you are, let's go a little bit into this. So obviously people, I'm sure people are saying, well, we should be cautious here because these are big switches we're throwing and like unintended events. And like, oh my goodness, we didn't realize this terrible, terrible thing would happen when we turned on seven Pinatubos.

So there's obviously there's a cautionary thing. But I know from the other writings that you've made, like, for example, with close attention to the Paris Accord, that there is evidence that things are kind of getting worse and they're getting worse, perhaps a little bit faster. That's my summary of a very complex literature. So.

staying on Pinatubo for a minute, does that become a more important and more feasible thing? Because sometimes in the press, this is presented as like crackpots who are trying to do dangerous things and rich guys who want to play with our atmosphere. But maybe from a scientific perspective, you can tell me, like, how serious are these discussions? Well, so, you know, the scientific perspective

literature on it is, you know, goes back a couple decades and actually think about geoengineering more broadly. You know, I did my PhD in the early 2000s and read papers on

you know, mirrors, putting mirrors in space. And so, so this is something that's, that's certainly been explored, not just, you know, theoretically, but, but in the context of, of formal research, including, you know, a lot of, you know, a number of different groups trying to figure out now how to do field research and actually deploying field research. So not just

modeling, not just sophisticated calculations based on our understanding of Earth's atmosphere and ocean and all the components of the climate system, but actually putting aerosols up into the sky and measuring the effects.

Is it possible to do little experiments before you do big experiments? I mean, obviously, I'm guessing it is. But it seems like if you build up a knowledge base and data associated with smaller experiments. And so I wanted to ask you if small experiments are safe and doable, and are they being done? Or are there problems? I can imagine international issues in terms of getting everybody on board. And so it's a complex problem. But can you take

baby steps before you start turning on the big time pinatubos. You can see that I really caught on. I love that idea. Yeah, and this is, you know, the main message is that it's clear that global warming is happening. It's clear it's already impacting us. It's clear for reasons that I'm very happy to explain that, you know, additional increments of mean global warming are going to create increasingly rapid increases

increases in the impacts, right? So there's more than one reason that impacts will accelerate in response to incremental mean global scale warming. I think that's really important for us to be talking about. But what that also means is that we can expect

that we are going to progressively be experiencing more and more stress from the climate system. It's going to keep feeling like it's happening faster and faster because it is going to be happening faster and faster in terms of the impacts on us and the impacts on ecosystems. And what that means is that we, you know, if anyone who wants to try to address climate

that challenge to try to, you know, reduce the damage that we experienced from global warming, there are really a few different dimensions in which that can happen. One is, is the trajectory of greenhouse gas emissions. Greenhouse gas emissions are the, by far the primary cause of, of the global warming and climate change that's happening. And so, you know, the, the more greenhouse gas emissions, the more damage we're going to experience.

That being said, even if the Paris Agreement is successful and we hold global warming to somewhere between 1.5 and 2 degrees, that's still more than what we've already had now. And so there's going to be more global warming and climate change. And that means we're not adapted to what's already happened. We're certainly not adapted to more. And so adaptation is a really important...

And then, you know, the newest dimension, I'd say, is this kind of, you know, manipulation of the climate system. And there's a lot of rhetorical debates about what that should be called in addition to geoengineering or, you know, whether is that a form of adaptation? Is that a form of greenhouse gas mitigation, right? So there's a lot of rhetorical arguments that some of which is kind of inside climate.

the scientific community, but some of which is, you know, you know, goes outside the scientific community. But, but I think the one I don't, I'm not really aware. And I asked this question, a lot of my colleagues, and I haven't found anyone else who's aware of where, you know, humans have conducted

you know, a large scale environmental intervention that's not directed at the root cause of the problem and not had some surprising unexpected consequences that weren't entirely welcome. So, you know, there's, there's just a huge number of examples of rampant growth in the population of this toad or that elk or whatever, right? Like we've got lots of examples where, you know, things have gone haywire and,

That's not to say that this wouldn't work, but it really is uncharted territory. That being said, for those who are concerned that global warming poses existential risks, it's hard to imagine, if that's true, why preventing that level of global warming, why at least researching how to prevent it wouldn't be...

Now, you know, you'll find that I'm, you know, more moderate in terms of my level of my reading of the evidence about the potential for existential catastrophe, catastrophe from global warming. But, you know, I do I do I do understand that if if one.

Sees evidence that global warming threatens the habitability of planet Earth and survival of human civilization, as has been notably said on the record by others. And it's hard to imagine why it wouldn't be worthwhile to investigate whether that could be avoided. This is The Future of Everything with Russ Altman. More with Noah Diffenbaugh, next. ♪

- Welcome back to The Future of Everything. I'm Russ Altman, and I'm speaking with Noah Diffenbaugh from Stanford University. In the last segment, we talked about some of the basics of climate change.

why the climate is going up and how that affects human activities. We also talked a little bit about geoengineering, where humans do things on purpose to try to mitigate global warming and climate change. In this segment, Noah will tell us that adaptation to climate change is something that humans can be good at, but we're actually falling behind these days. He'll also tell us that AI technologies are giving him and his research group the ability to predict extreme events

And so in the future, we may get warnings about heat waves, droughts, and flood surges. So Noah, one of the topics that comes up in your writing is adaptation. And I presume it's adaptation to climate change. But tell me why this is an important concept and how it's evolved over time.

Yeah. So you can think about adaptation as, you know, actions that people, society take to prepare for climate change, to avoid the impacts of climate change, to adapt to the, you know, the emerging impacts of climate change. And, you know, there's a couple of ways you might

do this. One is what in the jargon is called autonomous adaptation. And so the world's changing and we adapt to it, right? And humans obviously have evolved to not just survive, but thrive in a huge range of climate conditions around the world. And so we obviously are a very well-adapted species, right? Where it's one of our, I'd argue, one of our great skills, one of the keys to our success.

So that's like autonomous adaptation. And then you can think about like, you know, active or intentional adaptation where, oh, you know, sea level is projected to rise to this level. And, you know, we're going to adapt by, you know, moving away from the coast or we're going to adapt by building a seawall. We're going to adapt by investing in community resilience, et cetera. Right. And so it got active adaptation.

And I'll say that I started my faculty career 20 years ago. And back then, I was really an adaptation optimist. I mean, I really was confident that if we...

invested in human development, invested in economic development, that all of that ingenuity that's led to us to be able to live from the Sahara to Antarctica and everywhere in between would get unlocked. And that poverty was a big barrier, that lack of other resources was a big barrier, and that investments in unlocking that human potential would make up for the

increase in climate stresses from global warming. And I was definitely wrong. And the evidence that I was wrong is that, you know, I still think poverty is, you know, global poverty is a much bigger issue right now than climate change. And my, you know, that's not me as a scientist, that's me as a, you know, in terms of things that students say, what should I be concerned about? So we can talk about that if you want. But I was definitely wrong about adaptation and that the gap

between what's happening and what we're prepared for is getting bigger, not smaller. And in fact, we now have a lot more understanding of why that is because of research that's happened in the last couple of decades.

And one element of this is that it is really pretty simple in terms of statistics. You know, if you think of not all climate variables have, you know, have a bell curve, you know, distribution, but temperature most locations is pretty Gaussian. And if you just imagine a bell curve and, you know, you shift the mean of the bell curve, you know, to the right towards the warmer. Yep. And the shape of the tail of that bell curve is exponential, right?

So if we just shift that bell curve one degree, we're going to get an exponential increase in the frequency of what used to be the most extreme events. Right. Rare things are way less rare. Yeah. And they don't get more rare. They don't get less rare at...

you know, at linearly, right. Just because of the shape of the distribution. And there's tons of research on what exactly the shape of the distribution is in the tail and all that. And actually it turns out that we get a little bit more acceleration because of the shape of the tail in the hot side of the distribution, lots of areas, lots of research in that area. But, you know, first order, uh,

Just take a one degree of global warming and distribute it evenly around the world, and we should expect an exponential increase in the frequency of extreme hot conditions. Yeah.

Yeah. And that really, I must say it rings for somebody who's lived a while, let's say more than 40 years. It's almost perceptible just obviously in life. Like you don't need to look around too hard to say when I was a kid, this stuff happened and now this other stuff is happening and it's happening way more. Yeah. Yeah. And so that's, that's, that's like factor number one.

But then there's a second factor towards this accelerating impact, which is that in the last decade in particular, there has been a lot of research using empirical analyses, so econometric techniques to analyze the relationship between climate conditions and different human and ecological outcomes.

In real history, right, from the real data, the real observation of what's actually happened. And what that's revealed is that in case after case after case, the relationship between, say, temperature variability or precipitation variability and...

economic damages, whether it's economic growth or financial costs of flooding, insurance liabilities for the U.S. government and the crop insurance program. I'm mentioning three specific papers, but there's violence, intergroup violence, decline in test scores, just

study after study reveals a exponential relationship. So the farther we get out in the tail in terms of the magnitude of the climate event, the greater the impact. So this is a separate- A separate exponent. This is a separate exponent. If I'm hearing you correctly, you have two exponential processes in a positive feedback loop.

Well, yeah, I mean, certainly both contributing to accelerating impact, right? So if you say, well, it's just a degree of global warming. Well, one, we've got more warming over land where we live than over the ocean. So we've got more than a degree of global warming already, more than a degree of regional warming already in a lot of regions. We've got exponential increase in extreme conditions from that. And then we've got exponential impacts from every one of those regions.

extreme events. And so now we're, when people say, wow, it seems like it's, it's accelerating. Well, yeah, it is right for, for reasons that are well understood. And so this is why the, you know, we, we, and then I'll, and I'll give you a third factor in terms of your question about adaptation. So why are we following further behind on adaptation? You know, if you look at investments, you know, in their inflation reduction act, for example, if you look at international climate finance, for example, you know,

So both domestically and internationally, what you'll see is that the investments in decarbonization, the investments in energy that doesn't emit greenhouse gases, which is really, really, really important. So I'm not here to say that's not important. But the investments are about 10 times the investments in adaptation. So decarbonization.

Extreme events are accelerating. Extreme events are the primary cause of impacts. The relationship with extreme events is exponential. It's accelerating. And our investments are, you know,

you know, not we're not making investments to keep up. So even even with a linear increase. Got it. And this is the source of your kind of new pessimism about adaptation. I want to do a switch because I definitely want to hear about how I know your group is using AI to kind of augment many of the things you've done previously and kind of superpower it. So tell me about AI in your work and and what it's enabling.

Yeah, so I have the zeal of the converted, as they say. I'm not a computer scientist. I'm not an AI expert, but I am really lucky to be able to collaborate with experts. And I think maybe the quickest way to articulate it is if you think about experimentation. Experiments are a fundamental pillar of the scientific method, right? And if you think about the global climate system,

Our ability to run thousands of experiments like you could in a lab, we just can't do that. We've got one Earth and we can't run even one controlled experiment on it. And so a lot of what we know is from theory and then from using climate models, which are really sophisticated, highly accurate computational models.

But we're still not running experiments on the real world, right? And so we're basically running the experiments we'd like to run in the real world using large suites of climate models. And then we compare the results of those climate models with

actual observations of the real world. So if you want to know, there was a heat wave here on campus in October and it was 100 degrees hypothetically in October 2024. I mean, how much did global warming contribute to that? And so there's a really sophisticated scientific framework to objectively pose hypotheses and test those hypotheses. But that relies on climate models. We can't run a counterfactual world.

And so what we're doing with AI is, or what AI is enabling us to do, is leverage the real observations of the real world in order to ask that question about the counterfactual. So, you know, to put it

Put it simply, we train the AI on these climate model simulations. So it learns over a range of global warming, you know, how do the weather, the kinds of weather maps you see, you know, on your weather forecast or on the evening news, how does the outcome from those weather conditions change in response to global warming based on these climate model simulations? And then what we're able to do is we're able to take the trained AI

network, the trained AI, and give the real observations of what actually happened, what the actual atmospheric weather pattern was on those days in October here on campus, and then use those real weather conditions and then use the AI to run the experiment about how much the conditions we'd experienced on campus would change with global warming. Right.

And we're able to do that for extreme events. We're also able to do that for things like the global temperature, you know, for different trajectories of greenhouse gas emissions in the future. You know, how much global warming can we expect? So it sounds tell me if this is a fair summary. It sounds like the AI is allowing you to ask a broader range of kind of what if questions. You know, what if what if the past was different, but also what if the if the present was different and.

it sounds like it's also connecting in novel ways, measurables that don't come out of climate models, but that you care about. It kind of can connect them together. Is that right? Yeah, exactly. I mean, I think AI is being used in lots of different ways in climate research right now. And I guess for my research, what I'm really excited about is it's

enabling me for the first time now as I start year 21 of my faculty career, for the first time I'm able to say, you know what, I'm making an actual prediction that is testable in the real world. Right. And so in year 21, I'm now a scientist. That's huge.

Thanks to Noah Diffenbaugh. That was the future of extreme climate events. Thanks for tuning into this episode. You know, we have more than 250 episodes in our back catalogs, so you can listen to interesting conversations about the future of anything.

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