How to understand climate modelling and why you should care

[Applause]

lewis carroll created the absurd world

of alice in wonderland

he also wrote another story

that was about an equally odd little

place that created a perfect map

the map was so perfect that the scale of

it was one to one

and so it shut out all the sunlight

because it covered the entire town

eventually the townspeople decided that

they didn’t like this map very much and

that they would use the town itself as a

map instead

maps are a type of model

we use them to try and understand more

complicated things

and the towns map is an example of a

model that isn’t very good

the awkwardness of unfolding it aside

this map is pretty useless because it’s

just as complicated as the area it

models and it’s no easier to understand

lewis carroll was a mathematician

and he understood that the fine detail

is not so helpful when we talk about

modeling

a good model

is a simplification of reality and it

omits detail so that we can focus on

what’s relevant

and start to explore understand and

predict the system that we’re looking at

when it comes to climate

models are a really important tool

because we only have one earth

and one climate so we can’t do many real

experiments with it

but with a model we can start to answer

questions

like

what would happen if all the clouds

disappeared

or if we doubled our concentration of

carbon dioxide in the atmosphere

actually that second one is not the best

example because we’re well on our way to

doing that experiment in real life

today i want to demystify the process of

mathematical modeling

and show you how we can wrap our heads

around key climate change terms

like resilience stability and tipping

points

to do this we’re going to build a model

from the ground up

our model is based on conservation of

energy

on some hypothetical planet

and there are two key ingredients for

our model that we’re going to look at

absorbed energy from the incoming solar

radiation

and the emitted energy that’s radiated

back to space

how much of the incoming energy is

actually absorbed depends on what it

hits

so let’s consider the extreme cases

if our hypothetical planet was very cold

we’d expect it to be covered in lots of

ice and snow which would reflect well

keeping the absorbed energy low

i’ll call this the snowball state

if on the other hand our temperature of

our planet was quite high then there’d

be lots of land and deep dark ocean

which would absorb well

i’ll call this the flame ball

now with this thought experiment we’ve

already illustrated one of the key

ingredients of climate change

feedback

the reflection that happens when there’s

lots of ice and snow

reinforces and amplifies the snowball

state

keeping it cold

that is the temperature determines the

energy absorption which in turn

determines the temperature

how the absorbed energy changes between

these two extremes depends on the

underlying physics

and looks like so

the key here

is that it’s not the incoming solar

radiation that’s changing but how much

of it is actually absorbed at different

temperatures

the emitted energy can also be described

well by the underlying physics

a warmer planet

would emit radiation better than a

cooler planet and so the emitted energy

curve looks like this

they’re both just energies so i’m going

to put them both on the same plot

so that we can properly compare the

incoming and the outgoing energy

now when our curves intersect the

absorbed energy and the emitted energy

are equal

and the state is in an equilibrium

this happens at three different

temperatures in our system and each of

these temperatures would produce a very

different looking climate

the first is nice temperate climate and

it would support human life

it has ice caps but it’s not a complete

snowball

so i’ll call this earth-like

the second is a much warmer version

think

lava flowing bushfires running rampant

and i’ll call this the hot house

and the third

is something in between

now these states

are three different versions of the same

hypothetical planet

but only one of them will exist at any

given time

so let’s assume that right now it’s the

earth-like planet state that currently

exists

we’d like to understand the stability of

this climate

and so to start looking at that we

explore what would happen when the

temperature changes slightly and how it

would respond

decreasing the temperature a little bit

the absorbed energy would be greater

than the emitted energy because the red

line is above the blue line

this means more energy would be coming

into the system and so the temperature

would increase

if on the other hand we increased the

temperature slightly

now the emitted energy is greater than

the absorbed energy

which would drive the temperature

lower

for this reason the earth-like state is

currently in a stable state

because

when we give it a nudge it will be

pulled back

to where it was before

like a ball in a valley

when it’s pushed it comes back

and for this reason it’s also called an

attractor

if it were the hot house version of the

planet that currently existed

well

that’s also a stable attracting state

that’s in a valley

both of these states have resilience

because it would take quite a

substantial change in temperature

for their climate to to really shift

in between two valleys

there must be a hill

and a ball on top of the hill would be

unstable because any small change to it

would cause it to roll down the hill

in our case

this planet’s climate

if the temperature changed ever so

slightly it would be forced into one of

the alternate planets

we can summarize all this information on

a single line

this line shows the different versions

of the planet and their stabilities

let’s now assume that there is an alien

species that lives on our earth-like

planet

and this species is able to somehow

change the emitted energy from their

planet

by say changing the greenhouse gas

concentration

if they increase the greenhouse gas

concentration

well then more of the radiated energy

would be trapped in the atmosphere

and the greenhouse gas effect would get

worse

with less energy being emitted

our emitted energy curve the blue curve

will shift down

the intersections it makes with the red

curve

will change and the earth-like state

will move to the right

increasing its temperature

if the aliens continue to increase

greenhouse gas concentration

well

less energy will be emitted

so the blue curve will move down

the intersections will change

the earth-like planet will move to the

right

increasing its temperature even more

and if they continue to do this

right up until the earth-like state

collides and overlaps with the unstable

state

well now

their climate

is half stable

like a valley on one side and a hill on

the other

if the temperature is decreased

that’s fine it will come back to where

it was before

but

if the temperature is increased

this planet’s climate will run away to

the hot house

and this this is the key because this is

a tipping point

any further increase in greenhouse gas

concentration

will cause the earth-like state to be

destroyed

and only the hot house will remain

because at this level of emissions that

top summary curve that we see

there’s only one version of the planet

and it’s much much warmer

okay so the aliens

recognize their mistake they quickly

draw down carbon from the atmosphere and

reduce their greenhouse gas emissions

more energy can now be emitted so the

blue curve will move back up

the temperature of their planet

will cool

a little

but the earth-like state just because it

exists now doesn’t mean that they get to

occupy it

they’re stuck in the hot house

because remember the hot house is stable

and resilient

so if they want to move out of it it’s

going to take a lot of effort

they’re going to have to reduce their

greenhouse gas concentration

down

beyond even where it was when they first

started putting greenhouse gases into

the atmosphere

until they reach another tipping point

and only then

will they be able to cross back into the

ice cap detractor

this is called hysteresis it means that

crossing these tipping points is

irreversible

a tipping point is the straw that broke

the camel’s back

it’s a large-scale drastic change in a

system that can’t be unwound just by

removing one straw

in our earth’s climate system tipping

points such as the amazon rainforest

dieback permafrost loss and greenland

ice sheet disintegration can all be

thought of in a similar manner to our

model

there’s a good state to be in and a bad

state to be in

and

the transition from one state to another

may take place over decades or even

centuries

but once that collapse has started it

may be virtually impossible to stop

the climate is complicated

and a lot more complicated than just

absorption and emission of energy

but by reducing it to just these two

factors

we’ve been able to derive genuine

insight

into one of the climate’s main driving

factors

it’s the simplicity of this model that

let us do that

and we know that simple models like this

are good

because they’ve worked really well in

the past

in fact a model quite similar to this

was actually used to understand the

carbon dioxide’s role in our own

planet’s atmosphere and temperature

climate models have come a long way from

the simple

energy balance models that we’ve seen

today

but state of the art modeling still

can’t produce a one-to-one map of the

climate

and that’s okay

because that true future the one-to-one

map

is not so helpful to us

what’s far more valuable are the

alternate futures that modeling can show

us by considering various socioeconomic

responses and possible outcomes of our

actions

this isn’t just theoretical right now

climate scientists are modeling an

entire array of possible pathways

to help us find the best possible route

to limiting global warming to one and a

half degrees above pre-industrial levels

the good news

is that the most recent ipcc report and

the models that they refer to

show us

that avoiding catastrophic tipping

points is still possible there’s still

time

but critically

we can only do it if we stay on the

pathways that these models

our maps are giving us

they won’t be perfect of course

but unlike the town in the lewis carroll

story

these maps are really good

thank you

[Music]

[Applause]

you

[掌声]

刘易斯卡罗尔创造

了爱丽丝梦游仙境的荒诞世界,

他还写了另一个故事

,关于一个同样奇怪的小

地方创造了一张完美的

地图,地图是如此完美,以至于它的比例

是一对一的

,所以它被拒之门外 所有的阳光,

因为它覆盖了整个城镇

最终镇民们决定

他们不太喜欢这张地图

,他们会使用城镇本身作为

地图,而不是

地图是

我们使用它们来尝试理解更

复杂的一种模型 things

and the towns map 是一个模型的例子

,它不是很好

把它放在一边很尴尬

这张地图非常没用,因为它和

它所建模的区域一样复杂,

而且理解

lewis carroll 是一个

数学家并不容易 他明白,

当我们谈论建模时,精细的细节并没有太大帮助。

一个好的模型

是对现实的简化,它

忽略了细节,这样我们就可以专注

于相关的事情

并开始 探索 了解和

预测我们在气候模型方面正在研究的系统

是一个非常重要的工具,

因为我们只有一个地球

和一个气候,所以我们不能用它做很多真实的

实验,

但我们可以从一个模型开始 回答

一些问题,

比如

如果所有的云层都

消失了,

或者如果我们

将大气中的二氧化碳浓度增加一倍会发生什么,

实际上第二个并不是最好的

例子,因为我们今天

在现实生活中做这个实验的路上很好,

我 想要揭开数学建模过程的神秘面纱,

并向您展示我们如何

围绕关键气候变化术语(

例如弹性稳定性和临界

点)

进行研究,我们将从头开始构建一个模型

我们的模型基于保护

一些假设的星球上的能量

,我们的模型有两个关键成分

,我们将研究

从入射太阳辐射中吸收的能量

和发射的能量 被辐射

回太空

的能量

实际上被吸收了多少取决于它所击中的东西,

所以让我们考虑一下极端情况,

如果我们假设的行星非常冷,

我们预计它会被大量的冰雪覆盖,

这会很好地反映

保持低吸收的能量,

我称之为雪球状态,

如果另一方面,

我们星球的温度相当高,那么

会有很多陆地和深黑色的

海洋可以很好地吸收

我称之为火焰球

现在通过这个思想实验,我们

已经说明

了气候变化

反馈

的关键成分之一 当有大量冰雪时发生的反射会

加强和放大雪球

状态,

使其保持寒冷

,即温度决定

能量吸收,而能量吸收反过来

确定温度

这两个极端之间吸收的能量如何变化取决于

基础物理

,看起来像所以

这里的关键

是它 变化的不是入射的太阳

辐射,而是

在不同温度下实际吸收了多少

辐射的能量也可以

通过基础物理学很好地描述,

较温暖的行星

会比较冷的行星更好地发射辐射

,因此发射的能量

曲线看起来像这样

它们都只是能量,所以我

要把它们放在同一个图上,

这样当我们的曲线相交时,我们可以正确比较

输入和输出的

能量,

吸收的能量和发射的能量

相等

并且状态处于 这种平衡

发生

在我们系统的三个不同温度下,

每个温度都会产生非常

不同的气候。

第一个是温带气候,

它将支持人类生活

它有冰盖,但它不是一个完整的

雪球,

所以我会打电话给 这个类似地球

的第二个是一个更温暖的版本,

想想

熔岩流动的丛林大火猖獗

,我称之为热屋和热屋

rd 介于两者之间

这种气候的稳定性

,因此我们开始

研究当温度略有变化时会发生什么

,以及它

会如何响应

降低温度一

点点吸收的能量将

大于发射的能量,因为

红线高于 蓝线

这意味着更多的能量将

进入系统,因此如果另一方面我们稍微提高温度,那么温度

会升高

现在发射的能量

大于吸收的能量

,这将导致温度

降低

,因此地球- like 状态

目前处于稳定状态,

因为

当我们轻推它时,它会

被拉回到之前的状态

like 山谷中的球

被推动时它会返回

,因此,

如果它是当前存在良好的行星的温室版本,它也被称为吸引子,它

也是山谷中的稳定吸引状态

这两个状态都具有弹性

因为它们的气候要在两个山谷之间真正转变需要

相当大的温度变化,

所以必须有一座小山,

而山顶上的一个球将是

不稳定的,因为它的任何微小变化

都会导致它滚下

在我们的例子中,

这颗行星的气候

如果温度变化如此

轻微,它将被迫进入

另一个行星之一

我们可以在一条线上总结所有这些信息

这条线显示了行星的不同

版本及其稳定性

现在让我们假设 有一个外星

物种生活在我们的类地

星球上

,这个物种能够通过say chan以某种方式

改变他们星球上发出的能量

测量温室气体

浓度

如果它们很好地增加了温室气体

浓度,

那么更多的辐射能量

将被困在大气中

,温室气体效应会

随着更少的能量排放而变得更糟

我们的排放能量曲线 蓝色曲线

向下移动 如果外星人继续增加温室气体浓度,那么红色

曲线

会改变,类地状态

将向右移动,

温度

会升高

  • 类行星将向右移动,

使其温度进一步升高

,如果它们继续这样做

,直到类地球状态

与不稳定状态发生碰撞并重叠,

现在

它们的气候

就像一侧的山谷一样稳定一半,而

如果温度降低

,那很好,它会回到以前的位置

如果 温度升高

这个星球的气候会跑向

温室

,这是关键,因为这是

一个临界点

,温室气体浓度的任何进一步增加

都会导致类地球状态被

破坏

,只有温室会保留下来

因为在这个排放水平上

,我们看到的顶部汇总曲线

只有一个版本,

而且温度要高得多,

所以外星人

认识到他们的错误,他们迅速

从大气中吸收碳并

减少温室气体排放,

现在可以使用更多的能量 被发射出来,所以

蓝色曲线将向上移动

,他们星球的温度

会稍微降温,

但类地状态仅仅因为它

现在存在并不意味着他们可以

占据它,

他们被困在炎热的房子里,

因为记住 温室是稳定

和有弹性的,

所以如果他们想搬出它,

他们将需要付出很多努力,

他们将不得不减少他们的

温室气体浓度 进入

甚至超过他们刚

开始将温室气体排放

到大气中时的位置,

直到它们达到另一个临界点

然后他们才能穿越回

冰帽贬低者,

这被称为滞后,这意味着

越过这些临界点是

不可逆转

的引爆点是压垮骆驼的那根稻草

这是一个系统的大规模剧烈变化,

仅通过

移除

我们地球气候系统中的一根稻草就无法解开,

例如亚马逊雨林

枯死永久冻土流失和格陵兰

冰盖解体可以

用与我们的模型类似的方式来思考,

有一个好的状态,也有一个坏的

状态,

从一个状态到另一个状态的转变

可能会发生几十年甚至

几个世纪,

但一旦崩溃已经 开始

几乎不可能

停止 气候是复杂的,

而且比仅仅

吸收和排放能量要复杂得多 gy

但通过将其简化为这两个

因素,

我们能够真正

洞察气候的主要驱动

因素之一,

正是这个模型的简单性

让我们能够做到这一点

,我们知道像这样的简单模型

很好,

因为它们 过去工作得非常好

事实上,一个与此非常相似的模型

实际上被用来理解

二氧化碳在我们自己

星球的大气和温度

气候模型中的作用,与我们看到

的简单的

能量平衡模型相比,已经有很长的路要走

今天,

但最先进的建模仍然

无法生成一对一的气候地图

,这没关系,

因为真正的未来一对一的

地图对我们没有太大帮助,

更有价值的是

替代未来 该模型

可以通过考虑各种社会经济

反应和我们行动的可能结果来向我们展示

这不仅仅是理论上的 现在

气候科学家正在对

一系列可能的途径

进行建模 帮助我们找到

将全球变暖限制

在比工业化前水平

高出一度半的最佳途径

仍然是

时间,

但至关重要的是,

我们只有在

我们的地图为我们提供的这些模型提供的路径上才能做到这一点,

它们当然不会完美,

但与刘易斯卡罗尔故事中的城镇不同,

这些地图非常好,

谢谢

[音乐]

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