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NOAA releases 20th Annual "Arctic Report Card". The last 10 years have been the hottest 10 years on record

Servus

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See, you're impervious to anything external to your own opinion. You're a solipsist.
You're making stuff up again. I accept that I could be wrong. Can you say the same? You seem to be the one who can't handle someone having conclusions that differ from yours.
 
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Perpetual Student

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Once again... I've heard everything you have to say from several people over a long course of years.
If that is the case you have had plenty of time to find the flaw in the data, to accurately point out the error and formulate a data based, scientifically sound rebuttal.
 
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MarcusGregor

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I'm saying the data could be wrong. Or misunderstood.
But is it wrong? Anything "could be" anything. Why are you saying that? Do you have any data or knowledge about how this data was collected to make the conclusion that it is, in fact, wrong or misunderstood? If not, then you are indeed just being incredulous.
 
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Servus

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@Servus
That you don't buy it is indeed clear. Now, I would like to know why you think so.

What don't you buy?
That humans are digging up coal, pumping up oil, gas etc?
That oil and coal contain carbon?
That burning the carbon in the coal and oil produces CO2,
That CO2 mainly absorbs radiation around 15 µm wavelength?
That 15µm radiation heats up the atmosphere?
That we can measure temperatures?
that temperatures are rising globally?
Oh goodie, another one who keeps asking the same answered question over and over again.
 
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Servus

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But is it wrong? Anything "could be" anything. Why are you saying that? Do you have any data or knowledge about how this data was collected to make the conclusion that it is, in fact, wrong or misunderstood? If not, then you are indeed just being incredulous.
Nah, just doubtful.
 
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truthuprootsevil

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In 2006, when the US National Oceanic and Atmospheric Administration, or NOAA, released the first-ever Arctic Report Card, scientists already knew the top of the world was in trouble.

It’s now much worse, according to the 20th edition of the report, which tracks the health of the polar region across multiple indicators.

The last 10 years have been the Arctic’s hottest 10 on record. Warm Atlantic waters have pushed into the central Arctic Ocean, hastening the loss of sea ice. With less ice to reflect sunlight back into space, and faster-melting snow, the region is primed to warm further. And as Arctic permafrost thaws, it releases more heat-trapping carbon dioxide into the atmosphere.

  • From October 2024 to September 2025, Arctic-wide surface air temperatures were the warmest in at least 125 years. (Hydrologists typically measure the year from Oct. 1 to Sept. 30 to better align with seasonal rainfall and snowmelt cycles.)
  • Precipitation over the same period was the highest since 1950. Overall, the atmosphere over the Arctic is becoming more moisture-laden, causing more extreme precipitation events, including atmospheric rivers that can cover large expanses with rain or snow.
  • The yearly peak coverage of sea ice in March was the smallest observed in 47 years of satellite records, while summer sea ice coverage was 28% smaller than two decades ago.
  • The ice isn’t just shrinking; it’s also getting younger and thinner. The oldest, thickest ice in the Arctic — the kind that stays frozen for four years or more — has declined by more than 95% since the 1980s.
  • As permafrost thaws, it appears to be releasing iron and other elements into rivers and streams. This may explain why over 200 watersheds in Alaska have turned orange in the past decade, a phenomenon called rusting.

The report card itself.

Yes it is hotter!

Ministers used to preach from a particular scripture that is no longer in the Bible concerning the winter and summer months being hard to discern. They preached that the seasons were not going to be recognizable, this was before the 1970s. This was doing a Time when children was required by parents to sit and listen and that's exactly what I did, besides I was always interested in what was concerning the Lord and prophecy especially in the book of Revelation, actually the first book I read as a child.

Well that too is occurring

Climate change is making summers longer and winters shorter – EnvironmentJournal Climate change is making summers longer and winters shorter

Summers are getting longer each year, and it isn't all fun and games https://share.google/CxPGiuIxu5rIobUWr
 
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Perpetual Student

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Oh goodie, another one who keeps asking the same answered question over and over again.
Strange. I haven't seen any answer to any of these questions.
 
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Servus

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If that is the case you have had plenty of time to find the flaw in the data, to accurately point out the error and formulate a data based, scientifically sound rebuttal.
I've been at this long enough to know what's a waste of time.
 
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Job 33:6

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Yeah even though the earth has been full of animals for thousands of years, somehow the farts from livestock is having a detrimental effect on the climate.
Ag land involves a lot more than "animal farts". Obviously if you cut down millions or billions of trees and you replace them with corn stalks or soy beans, that's going to make a massive difference across 10-15% of the surface of the earth. You think a few soy bean plants can store the same amount of CO2 as a 500 year old oak tree?

Yes, animal excretions also produce methane, it is a real component. Chickens for example, make up roughly 1/3 or all birds on planet earth. This is no small number of animals we are talking about, there is a reason we call it "Big Ag".

Fertilizers. Obviously that's a major component. Pesticides, herbicides, rodenticides, PFAS, nitrous oxide emissions from fertilizers, nitrates are a huge issue globally and are well known to kill people at elevated concentrations.

Farm machinery, tractors, combines, vehicle emissions.

Soil erosion and emissions produced by that. Soil erosion is a major issue in agriculture activities and the release of emissions trapped therein.

Manure storage, manure storage tanks, piles, lagoons.

Farming isn't just a bunch of random animals walking around in the woods. It is a major global industrialized activity. Maybe you're not a farmer and aren't aware of this, but for those of us who do work in agriculture, it is very evident and clear that we have a major impact on the environment.

Again, farming is obviously important. We need food. But that doesn't mean that it is always the cleanest operation in terms of impacts to our surroundings. And everyone who works in agriculture is well aware of this.

It's like landfills. Everyone needs landfills. Everyone has trash that goes out by the road every Wednesday. And it disappears and we're happy. Obviously this is a good thing. Landfills are amazing.

But, that doesn't make landfills environmentally friendly. So, as responsible adults, we take steps to clean up after ourselves. And that's all the climate change issue really is underneath it all. It's people debating whether or not they want to spend money to clean up their trash. Only the trash is in a gas form through emissions, rather than a solid form in a landfill.
 
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Servus

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Ag land involves a lot more than "animal farts". Obviously if you cut down millions or billions of trees and you replace them with corn stalks, that's going to make a massive difference across 10-15% of the surface of the earth.

Yes, animal excretions also produce methane, it is a real component. Chickens for example, make up roughly 1/3 or all birds on planet earth. This is no small number of animals we are talking about, there is a reason we call it "Big Ag".

Fertilizers. Obviously that's a major component. Pesticides, herbicides, rodenticides, PFAS, nitrous oxide emissions from fertilizers, nitrates are a huge issue globally and are well known to kill people at elevated concentrations.

Farm machinery, tractors, combines, vehicle emissions.

Soil erosion and emissions produced by that. Soil erosion is a major issue in agriculture activities and the release of emissions trapped therein.

Manure storage, manure storage tanks, piles, lagoons.

Farming isn't just a bunch of random animals walking around in the woods. It is a major global industrialized activity. Maybe you're not a farmer and aren't aware of this, but for those of us who do work in agriculture, it is very evident and clear that we have a major impact on the environment.

Again, farming is obviously important. We need food. But that doesn't mean that it is always the cleanest operation in terms of impacts to our surroundings. And everyone who works in agriculture is well aware of this.

It's like landfills. Everyone needs landfills. Everyone has trash that goes out by the road every Wednesday. And it disappears and we're happy. Obviously this is a good thing. Landfills are amazing.

But, that doesn't make landfills environmentally friendly. So, as responsible adults, we take steps to clean up after ourselves. And that's all the climate change issue really is underneath it all. It's people debating whether or not they want to spend money to clean up their trash. Only the trash is in a gas form through emissions, rather than a solid form in a landfill.
There are billions of wild animals doing what farm animals do. Devouring farting and pooping all over the earth. As for growing crops what's supposed to be the alternative?
 
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Job 33:6

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There are billions of wild animals doing what farm animals do. Devouring farting and pooping all over the earth. As for agriculture what's supposed to be the alternative?
Well, since you asked, one thing that helps ag activities in terms of limiting our impact on climate, are the tree plantings or riparian buffers. Which are well known to limit runoff, entrain and absorb nutrients and limit nitrates, and absorb CO2.

You could use fertilizers more efficiently, till more efficiently.

Many farmers install digesters that break down CO2.

Obviously many farmers, especially in texas are now using windmills and wind energy more often that has a lower carbon footprint.

There are many things that farmers can do, and indeed many are engaged in taking these steps everyday. That's why the US government gives farmers billions of dollars each year for conservation.

And that's just Agriculture. Every industry has its own options.

But the point being, people do absolutely have a footprint on earth. Every person here has a trash can in their kitchen. And waste doesn't stop at just the trashcan, it is liquids that go into our septic, gases that go into the air, and more. And it's just a matter of how grumpy people get when you inform them that they need to quit being lazy and take out the trash once in awhile. And with climate change, the trash is piling up and no one wants to be an adult about it.

You don't need to get rid of agriculture to solve climate issues. Just like you don't need to get rid of oil/gas or cars. You just have to clean up the mess that they make, that's all. But these industries make big bucks, and if they can avoid spending money on cleaning up behind themselves, you can sure bet they will. Especially oil and gas companies, they are notorious for fighting against clean up efforts.
 
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Perpetual Student

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It's sad how many insults you guys resort to, because you can't tolerate anyone disagreeing with the view you hold.
Servus,
I need to explain something to you. We don't want global warming to be true.
Consider having your blood group tested. Did you want to have any specific blood group? Of course not. What you wanted is accuracy. Because being wrong about it could have deadly consequences in case of an emergency.

It's the same with Global Warming. We don't want it to be true. But all our theoretical knowledge, like the oxidation reaction of coal, the absorption spectrum of CO2, the formation of hurricanes and so and so on, all point toward it to be true and to lead to a big lot of suffering for us humans. And all know data point toward the same thing: it is happening, our climate models are accurate and it will be deadly for a lot of people. Heck, people have already died from it.

And there is another thing to consider. Think of indoor smoking. A smoker who smokes inside isn't only poisoning himself, he is also damaging the health of all other people in that room, including non smokers.
That is why it matters. Your, mine, all our behaviours influence other people. And just like one single cigarette doesn't kill you, one single car ride doesn't cause global warming. But 8 billion people burning fossils fuels, day after day does.

That is why it matters so much. You want to smoke and poison yourself? Go for it. But the moment you jeopardize someone else's health with your smoke, you need to be stopped. And of course the same counts for me, for al CF members and for all 8 billion people on the third rock from the Sun. And we want these 8 billion people to live a happy healthy life. I don't want a smoker smoking in the same room as your grand kids. I want your grand kids to live a happy fulfilling life. But that requires action now. Because in the case of Global Warming we are all "the smoker in the room".
 
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sjastro

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The signature that differentiates AGW from climate variations is in the data.

1784060185793.jpeg


By all means explain how this is not caused by AGW, in the meantime a science friendly explanation is given here.

 
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Servus

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@Servus

The signature that differentiates AGW from climate variations is in the data.

View attachment 381422

By all means explain how this is not caused by AGW, in the meantime a science friendly explanation is given here.

I don't have as much trust in the the methodology, the reliability of the data, and the conclusions drawn from those trends as others. I'm sure you'd like me to spend an hour cranking out a detailed essay on that for a handful of anonymous people to read, but I don't have any "I absolutely have nothing else better to do" time available at present.
 
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MarcusGregor

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I don't have as much trust in the the methodology, the reliability of the data, and the conclusions drawn from those trends as others. I'm sure you'd like me to spend an hour cranking out a detailed essay on that for a handful of anonymous people to read, but I don't have any "I absolutely have nothing else better to do" time available at present.
You've made it clear that your extent of knowledge leads you to the rock-solid argument against anthropogenic global warming being, "nuh, uh!"
 
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essentialsaltes

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There are billions of wild animals doing what farm animals do.
On a mass basis, domesticated animals must greatly outweigh wild animals. Billions of people need billions of animals.

AI Overview (Google "how many domesticated animals for livestock are there by species")

Globally, there are roughly 38 domesticated livestock species. According to the Food and Agriculture Organization (FAO), the standing global livestock population is estimated at over 46 billion animals. [1, 2]
Estimated global standing populations for the most common agricultural livestock species include:
    • Chickens: ~29 billion heads
    • Cattle: ~1.5 billion heads
    • Sheep: ~1.2 billion heads
    • Goats: ~1 billion heads
    • Pigs: ~1 billion heads
    • Horses: ~60-61 million heads
    • Ducks: ~1.2 billion heads
    • Turkeys: ~600 million heads

There are 200 million domesticated water buffalos, and 4,000 wild ones. Common wild animals like deer or rabbits (who breed like rabbits) are in the tens or hundreds of millions. Photogenic megafauna are asterisks.
 
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Servus

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On a mass basis, domesticated animals must greatly outweigh wild animals. Billions of people need billions of animals.

AI Overview (Google "how many domesticated animals for livestock are there by species")

Globally, there are roughly 38 domesticated livestock species. According to the Food and Agriculture Organization (FAO), the standing global livestock population is estimated at over 46 billion animals. [1, 2]
Estimated global standing populations for the most common agricultural livestock species include:
    • Chickens: ~29 billion heads
    • Cattle: ~1.5 billion heads
    • Sheep: ~1.2 billion heads
    • Goats: ~1 billion heads
    • Pigs: ~1 billion heads
    • Horses: ~60-61 million heads
    • Ducks: ~1.2 billion heads
    • Turkeys: ~600 million heads

There are 200 million domesticated water buffalos, and 4,000 wild ones. Common wild animals like deer or rabbits (who breed like rabbits) are in the tens or hundreds of millions. Photogenic megafauna are asterisks.
On one hand there's the complaint about too many animals and then outcries over any species becoming endangered or extinct. The lamenting that x number of animals no longer roam the earth. We have too many animals! We're losing too many animals! Is this just some PETA vegan driven thingy?
 
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sjastro

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I gave a layperson explanation of lower stratospheric cooling in this thread which is an AGW signature.
I got ChatGPT-5.5 to bring it up to a science level explanation without the mind boggling models as it was originally explained to me.

Why stratospheric cooling supports anthropogenic global warming​

One of the clearest fingerprints of anthropogenic global warming is the simultaneous warming of the troposphere and cooling of the stratosphere.

The troposphere is the lowest part of the atmosphere, where we live and where almost all weather occurs. Above it lies the tropopause, followed by the stratosphere. As concentrations of greenhouse gases increase, most of the troposphere warms while most of the stratosphere cools.

This contrasting vertical pattern was predicted by Syukuro Manabe and Richard Wetherald in 1967 using an early radiative–convective climate model. Their calculations showed that increasing atmospheric CO₂ would warm the surface and troposphere but cool the stratosphere. Satellite observations beginning in 1979, together with radiosonde and other measurements, subsequently detected this general pattern.

It is important, however, not to claim that CO₂ is responsible for every part of the observed lower-stratospheric temperature record. Ozone depletion was the principal cause of the strong lower-stratospheric cooling observed between 1979 and the mid-1990s. Rising greenhouse-gas concentrations also contributed, while volcanic aerosols, changes in stratospheric water vapour and changes in atmospheric circulation produced additional variations. As ozone depletion slowed after the Montreal Protocol, the global lower-stratospheric cooling trend became less pronounced. Greenhouse-gas-induced cooling is especially clear in the middle and upper stratosphere.

The atmosphere without greenhouse gases​

Begin with an idealised Earth whose atmosphere is transparent to infrared radiation.

Incoming solar radiation consists mainly of ultraviolet, visible and near-infrared wavelengths. Some is reflected, but much is absorbed by the surface. The warmed surface then emits thermal infrared radiation, with characteristic wavelengths determined by its temperature.

For a perfect blackbody, the total emitted energy flux is approximately

F = σT⁴

where:
  • F is the emitted energy per square metre,
  • σ is the Stefan–Boltzmann constant,
  • T is absolute temperature.
The real Earth is not a perfect blackbody, and atmospheric absorption is highly dependent on wavelength, but this equation expresses the basic fact that a warmer body emits more infrared energy.

If the atmosphere contained no infrared-absorbing gases, much of the surface radiation would escape directly to space. Earth’s surface would consequently be considerably colder than it is today.

Adding carbon dioxide​

Carbon dioxide absorbs infrared radiation in particular wavelength bands, especially around 15 micrometres. These wavelengths correspond to changes in the molecule’s bending and vibrational states.

The commonly used statement that a CO₂ molecule “absorbs an infrared photon and then reradiates it in every direction” is a useful first approximation, but it is not a complete description of what happens in the troposphere.

At tropospheric pressures, an excited CO₂ molecule usually collides with surrounding nitrogen, oxygen and other molecules before it independently emits a photon. These collisions transfer energy between molecular vibration and ordinary molecular motion. Conversely, collisions can excite CO₂ molecules, allowing them to emit infrared radiation.

Absorption, emission and molecular collisions therefore establish an approximate state of local thermodynamic equilibrium. The atmosphere emits infrared radiation according to its local temperature as well as its chemical composition.

Adding CO₂ increases the atmosphere’s infrared optical depth. At wavelengths absorbed strongly by CO₂, radiation escaping to space no longer originates mainly from near the surface. It comes from progressively higher atmospheric levels.

Because temperature normally decreases with altitude through the troposphere, these higher layers are colder and initially emit less radiation to space. The outgoing infrared flux therefore decreases while incoming solar energy remains approximately unchanged.

Earth consequently gains energy:

Energy imbalance = absorbed solar radiation − outgoing infrared radiation

The surface and troposphere then warm until the increase in infrared emission restores approximate equilibrium at the top of the atmosphere.

This “higher effective emission altitude” description is more accurate than imagining greenhouse gases simply trapping or repeatedly reflecting heat.

Why the stratosphere behaves differently​

The stratosphere is governed much more strongly by radiation than by convection. Its principal heating source is the absorption of solar ultraviolet radiation by ozone. Its principal cooling mechanisms include infrared emission by CO₂, ozone and water vapour.

The radiative temperature tendency of an atmospheric layer may be represented schematically as

ρcₚ ∂T/∂t = −∂Fₙₑₜ/∂z + Qₛₒₗₐᵣ + Qdynamic

where:
  • ρ is air density,
  • cₚ is the specific heat capacity,
  • Fₙₑₜ is the net infrared radiative flux,
  • Qₛₒₗₐᵣ is heating from absorbed solar radiation,
  • Qdynamic represents heating or cooling caused by atmospheric motion.
A layer cools when it loses more energy by radiation and atmospheric motion than it gains by absorption.

Infrared radiative transfer can also be represented schematically by

Radiative heating ∝ κν[Jν − Bν(T)]

where:

  • κν is the absorption and emission coefficient at frequency ν,
  • is the infrared radiation arriving from the surrounding atmosphere,
  • Bν(T) is the radiation emitted according to the layer’s temperature.
If local emission is greater than absorption, then Jν − Bν(T) is negative and the layer cools. Increasing the CO₂ concentration increases κν, strengthening that net cooling wherever emission exceeds absorption.

The infrared radiation entering the stratosphere from below comes largely from the cold upper troposphere. Increasing CO₂ produces only a limited increase in the infrared energy absorbed there, because much of the relevant CO₂-band radiation has already been absorbed and re-emitted at lower levels.

At the same time, additional stratospheric CO₂ makes the stratosphere a more effective infrared emitter. Because there is little atmosphere above it, a significant fraction of this radiation escapes directly to space.

The result is that increased CO₂ generally increases stratospheric infrared energy loss more than it increases stratospheric infrared absorption. The stratosphere therefore cools until its lower temperature reduces its infrared emission sufficiently to restore radiative equilibrium.

Thus, the same additional CO₂ has different effects at different altitudes:

Troposphere: increased infrared opacity raises the effective emission altitude and warms the surface–troposphere system.

Stratosphere: increased CO₂ strengthens infrared emission to space, producing net radiative cooling.

There is no contradiction. A greenhouse gas does not intrinsically “warm” every region containing it. Its effect depends on the radiation arriving at that region, the local temperature, the atmospheric density and the probability that emitted radiation can escape to space.

The role of ozone​

Ozone must be included when discussing the lower stratosphere.

Ozone absorbs ultraviolet solar radiation and converts it into thermal energy. A reduction in ozone therefore means less absorption of solar ultraviolet radiation and less stratospheric heating.

Human-produced chlorofluorocarbons and related ozone-depleting substances caused substantial ozone losses during the late twentieth century. This was the dominant cause of lower-stratospheric cooling between 1979 and the mid-1990s, particularly at high southern latitudes.

Consequently, the observed lower-stratospheric temperature trend contains at least two major anthropogenic influences:
  1. cooling caused by increasing greenhouse gases;
  2. cooling caused by human-induced ozone depletion.
Ozone recovery can now partially oppose greenhouse-gas cooling in some parts of the lower stratosphere. This helps explain why lower-stratospheric temperatures have not decreased smoothly or uniformly every year.

Why this is a fingerprint of greenhouse-gas forcing​

A long-term increase in solar output would provide more energy to the entire climate system. It would tend to warm the surface and troposphere while also increasing stratospheric heating, particularly because ozone absorbs solar ultraviolet radiation.

Greenhouse-gas forcing produces a different vertical pattern:

surface warming → tropospheric warming → stratospheric cooling

This predicted pattern is observed across the atmosphere. Detection-and-attribution studies compare the complete geographical and vertical pattern—not merely one temperature record—with the patterns expected from greenhouse gases, ozone depletion, volcanic eruptions, solar variability and internal climate fluctuations.

When observations from the middle and upper stratosphere are included, the human-caused temperature fingerprint becomes substantially easier to distinguish from natural variability because the anthropogenic cooling signal is large while natural temperature variability at those levels is comparatively small.

The result does not literally eliminate every possible solar influence. The approximately 11-year solar cycle produces measurable but relatively small and oscillating stratospheric effects. It does, however, strongly rule out changes in solar output as the principal explanation for the sustained modern warming.

Milankovitch cycles are even less suitable as an explanation. They alter the seasonal and geographical distribution of sunlight over periods of roughly tens to hundreds of thousands of years. They cannot account for a rapid, globally coherent temperature change occurring over several decades.

Tropospheric warming accompanied by stratospheric cooling is therefore not merely evidence that Earth is warming. It identifies the physical mechanism more specifically. It is the vertical temperature pattern expected from increasing greenhouse gases, together with the known effects of anthropogenic ozone depletion, and it is inconsistent with the pattern expected if recent warming were driven principally by an increasingly bright Sun.
 
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sjastro

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Finally my simple explanation brought up to modelling level by ChatGPT-5.5 and used by climate scientists.

Tropospheric Warming and Stratospheric Cooling as a Modelled Fingerprint of Anthropogenic Climate Change​

The simultaneous warming of the troposphere and cooling of the stratosphere is an important fingerprint of anthropogenic climate forcing. Different causes of climate change produce different vertical, geographical and temporal patterns of atmospheric temperature change.

Manabe and Wetherald predicted this response in 1967 using a one-dimensional radiative–convective model. Increasing CO₂ warmed the surface and troposphere while cooling the stratosphere. Modern climate science now examines this response using line-by-line radiative-transfer models, radiative–convective models, general circulation models, chemistry–climate models and statistical detection-and-attribution methods.

Radiative-transfer modelling​

Thermal infrared radiation is described by the radiative-transfer equation:

μ ∂Iν/∂τν = Iν − Bν(T)

where:

  • is spectral radiance;
  • τν is optical depth;
  • Bν(T) is the Planck function;
  • μ describes the direction of radiation.
Optical depth depends on absorber concentration, pressure, temperature and spectral absorption coefficients:

dτν = Σᵢ kν,ᵢ qᵢρ dz

CO₂ absorbs and emits strongly in the infrared band centred near 15 μm. Increasing CO₂ raises atmospheric optical depth, including in the less-saturated wings of this band.

The radiative temperature tendency of an atmospheric layer is determined by the divergence of the net radiative flux:

∂T/∂t |rad = g/cₚ · ∂Fnet/∂p

A layer warms when it absorbs more radiation than it emits and cools when its net radiative energy loss increases.

This is more accurate than describing CO₂ as simply absorbing a photon and reradiating it randomly. Climate models calculate the complete upward and downward spectral fluxes through every atmospheric layer.

Tropospheric warming​

Increasing CO₂ initially reduces outgoing longwave radiation at the top of the atmosphere. At wavelengths affected by CO₂, radiation escaping to space originates from a higher effective emission level.

Because temperature normally decreases with altitude in the troposphere, this higher level is colder and emits less infrared radiation. The planetary energy imbalance can be written as

N = ASR − OLR

where:

  • ASR is absorbed solar radiation;
  • OLR is outgoing longwave radiation;
  • N is the net energy gain.
After CO₂ increases, OLR initially falls while absorbed solar radiation changes little, so N becomes positive. The surface and troposphere then warm until increased infrared emission restores approximate balance.

A simplified global response is

N = F − λΔT

where F is the imposed forcing, λ is the climate-feedback parameter and ΔT is the temperature response.

The greenhouse effect is therefore not permanent heat storage. It is a change in atmospheric opacity that requires the surface–troposphere system to warm before outgoing radiation again balances absorbed sunlight.

Stratospheric cooling​

The stratosphere behaves differently because it is much more strongly controlled by radiation and much less by convection.

Its temperature equation may be represented schematically as

∂T/∂t = QSW/cₚ + QLW/cₚ + Qdyn/cₚ

where:

  • QSW is solar heating, principally from ozone absorption of ultraviolet radiation;
  • QLW is longwave infrared heating or cooling;
  • Qdyn includes circulation, wave and adiabatic effects.
The infrared contribution can be written conceptually as

QIR = Qabs − Qemit

Increasing CO₂ increases both infrared absorption and emission. The important quantity is their difference.

Much of the infrared radiation entering the stratosphere from below originates from the relatively cold upper troposphere and tropopause. Additional stratospheric CO₂ does not therefore receive an unlimited increase in infrared energy from below.

At the same time, CO₂ in the stratosphere can emit radiation upward into space. Because relatively little absorbing atmosphere lies above it, a significant fraction of this radiation escapes.

Over much of the stratosphere, increasing CO₂ enhances infrared emission more than absorption:

ΔQIR < 0

The stratosphere consequently cools until its reduced temperature lowers infrared emission enough to restore radiative equilibrium.

Thus, the same increase in CO₂ produces different responses:

Troposphere: increased opacity reduces outgoing infrared radiation and causes warming.

Stratosphere: increased emissivity strengthens net infrared energy loss and causes cooling.

A greenhouse gas does not necessarily warm every layer containing it. Its effect depends on the local temperature, radiation field, optical depth and probability that emitted radiation can escape to space.

The role of ozone​

Not all lower-stratospheric cooling can be attributed directly to CO₂.

Ozone heats the stratosphere by absorbing solar ultraviolet radiation. If ozone decreases, shortwave heating also decreases:

ΔO₃ < 0 ⇒ ΔQSW < 0

Human-produced chlorofluorocarbons and related substances caused substantial ozone depletion during the late twentieth century. Ozone loss was the dominant cause of the strong lower-stratospheric cooling observed from 1979 to approximately the mid-1990s.

Increasing greenhouse gases also contributed, particularly in the middle and upper stratosphere. As ozone depletion slowed and ozone began to recover, lower-stratospheric cooling became less pronounced in some regions and periods.

The observed stratospheric record therefore contains several influences:

  • CO₂-induced infrared cooling;
  • ozone depletion and recovery;
  • volcanic aerosols;
  • stratospheric water vapour;
  • changes in atmospheric circulation;
  • natural variability.
Chemistry–climate models are needed to separate these effects.

General circulation and chemistry–climate models​

General circulation models solve discretised forms of the conservation equations for momentum, mass, energy, water and atmospheric tracers.

A schematic atmospheric temperature equation is

DT/Dt − α/cₚ · Dp/Dt
= Qrad/cₚ + Qlatent/cₚ + Qturb/cₚ


Radiative schemes calculate solar and infrared fluxes in multiple spectral bands. Convection, clouds, turbulence and gravity-wave drag are represented through parameterisations where they cannot be explicitly resolved.

Chemistry–climate models additionally calculate or prescribe reactions involving ozone, oxygen, chlorine, bromine, methane and nitrous oxide. They represent ozone destruction, ozone recovery, polar stratospheric clouds and volcanic sulfate aerosols.

The models therefore do not assume that CO₂ alone controls lower-stratospheric temperature. They calculate the combined radiative, chemical and dynamical response.

Controlled model experiments​

Attribution is established using ensembles of controlled experiments.

Pre-industrial control runs​

External forcing is held approximately constant. These simulations estimate internal climate variability.

Historical all-forcing runs​

Models include reconstructed changes in greenhouse gases, aerosols, ozone, solar output, volcanic aerosols and land use.

Natural-only runs​

Only solar and volcanic forcings vary.

Greenhouse-gas-only runs​

Well-mixed greenhouse gases vary while other major forcings are held fixed.

Ozone and aerosol experiments​

These isolate the effects of ozone depletion, ozone recovery and anthropogenic aerosols.

Large ensembles​

Simulations are repeated with slightly different initial conditions:

Xᵣ(t) = μforced(t) + εᵣ(t)

where μforced is the externally forced response and εᵣ is internal variability.

Averaging many ensemble members suppresses uncorrelated variability and reveals the modelled forced signal.

The greenhouse-gas-only experiments produce tropospheric warming and widespread stratospheric cooling. Ozone-depletion experiments produce particularly strong lower-stratospheric cooling. Natural-only experiments do not reproduce the observed long-term vertical pattern.

Comparison with satellite measurements​

Satellites measure microwave or infrared radiance rather than temperature at one exact altitude. Retrieved temperature products represent broad atmospheric layers described by weighting functions:

Tsat = ∫ W(p)T(p)dlnp

A lower-stratospheric satellite channel can contain some upper-tropospheric contribution. Because the upper troposphere is warming while the stratosphere is cooling, this must be included in model–observation comparisons.

Climate scientists therefore apply the same satellite weighting functions to model output:

Tmodel,sat = H[Tmodel]

where H represents the instrument response and sampling.

Satellite records must also be corrected for orbital drift, calibration changes, satellite replacement and changes in observation time. Results are consequently compared across several independent satellite, radiosonde and reanalysis datasets.

Detection and attribution​

Observed temperature changes are statistically compared with modelled fingerprints:

y = βGHG XGHG + βO₃ XO₃ + βnat Xnat + ε

where:

  • y is the observed temperature-change pattern;
  • Xi is the modelled response to forcing i;
  • βi is its fitted scaling factor;
  • ε represents internal variability and observational error.
The pattern can include latitude, altitude, season and time.

Internal variability is estimated mainly from long control simulations. A forcing is considered detected when the confidence interval for its scaling factor excludes zero. Attribution also requires that the mechanism is physically plausible and that alternative explanations fail to reproduce the observations.

The anthropogenic vertical fingerprint includes:

  • warming through most of the troposphere;
  • cooling through most of the stratosphere;
  • generally stronger CO₂-induced cooling with increasing stratospheric altitude;
  • regional and seasonal structures associated with ozone and circulation changes.

Why solar variability is insufficient​

Solar forcing is included explicitly in climate models. Changes in solar output can affect the stratosphere through ultraviolet absorption, ozone chemistry and atmospheric circulation.

However, solar-only and natural-only simulations do not reproduce the sustained observed combination of strong tropospheric warming and widespread stratospheric cooling.

The solar hypothesis is therefore rejected through quantitative model comparison, not merely by stating that all atmospheric layers must move exactly in phase.

Milankovitch cycles are also unsuitable because they redistribute solar radiation by latitude and season over tens to hundreds of thousands of years. Their changes over the satellite era are far too small and slow to explain the observed trends.

Conclusion​

The evidence can be expressed as a modelling sequence:

Spectroscopy

Increasing CO₂ changes infrared optical depth.



Radiative transfer

The change alters the vertical divergence of infrared flux.



Radiative–convective modelling

The surface and troposphere warm to restore top-of-atmosphere energy balance.



Stratospheric radiative modelling

Additional CO₂ enhances net infrared emission and cools much of the stratosphere.



Chemistry–climate modelling

Ozone depletion explains much of the earlier lower-stratospheric cooling, while greenhouse gases dominate much of the middle- and upper-stratospheric response.



Controlled model experiments

Greenhouse, ozone, aerosol, solar and volcanic effects are calculated separately.



Detection and attribution

The observed latitude–height–time pattern is compared with modelled fingerprints and estimates of natural variability.

The strength of the evidence does not come merely from observing tropospheric warming and stratospheric cooling. It comes from the prior prediction, physical modelling and statistical detection of a multidimensional temperature pattern that is consistent with anthropogenic greenhouse-gas and ozone forcing but cannot be reproduced by natural variability or natural external forcing alone.
 
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