China’s annual lianghui (两会) – also known as the “two sessions” – ended on 11 March, drawing the curtain on a key political event that saw limited climate targets set for 2024.
The “two sessions” political gathering, which usually takes place every March, gives an indication of China’s broad policy direction for the year, covering topics from the economy to industrial strategy to environmental protection.
In this article, Carbon Brief outlines the key signals from the 2024 “two sessions” on China’s plans for meeting climate targets, developing coal power, exporting clean-energy technology and more.
The article also assesses the impact of China’s goal of reducing energy intensity by 2.5% this year – described by analysts as “very soft-ball” – on its broader targets for reducing energy intensity and carbon intensity by 2025.
This is an update of Carbon Brief’s 7 March China Briefing newsletter, expanded with additional key points the government made about its approach to climate policy, as well as interpreting political signals sent throughout the “two sessions”.
- Why is the “two sessions” important?
- Does this year’s ‘government work report’ include hard climate targets?
- Is the report ambitious on climate?
- Will China continue to boost ‘green’ innovation?
- How will China manage geopolitical tensions around climate?
- What were other high-ranking policymakers saying about climate and energy policy at the “two sessions”?
- What next?
Why is the “two sessions” important?
The “two sessions” is the annual gathering of two bodies: China’s top legislative body, known as the National People’s Congress (NPC), and the Chinese People’s Political Consultative Conference (CPPCC), an advisory body similar to the House of Lords in the UK, but without any voting rights on legislation.
The gathering usually lasts for several days in Beijing and is attended by Chinese communist party members, as well as members of other political parties, academics, independent politicians and other prominent figures.
The “nearly 3,000” delegates represent the “democracy of China” and are given space to advance their own ideas. A select number of ministers are also given the opportunity to highlight their priorities in “minister’s corridor” press conferences.
Its centrepiece is the annual “government work report”, a speech traditionally delivered by the premier, who is the second most powerful leader in China. This speech underscores successes from the previous year and outlines priorities for the year ahead. It is also traditionally when China’s GDP growth target for the year is announced.
Alongside the government work report, China’s top economic planner, the National Development and Reform Commission (NDRC), also announces more detailed plans for meeting the coming year’s other development targets.

Does this year’s ‘government work report’ include hard climate targets?
One of the few quantitative climate targets China set in this year’s government work report is to reduce energy intensity – its energy consumption per unit of GDP – by 2.5% over the coming year, a target that Bloomberg described as “modest”. The target was lower than analysts’ expectations of 4%, the outlet added.
Previous analysis for Carbon Brief found that China would need to reduce its energy intensity by 6% per year to meet its 2025 target of a 13.5% drop, with energy demand needing to fall in absolute terms.
The NDRC report says that the 2.5% target was set “after considering energy consumption in economic development, renewable energy substitution, and the need to make a green and low-carbon transition”. It also said that the goal reflects the fact that energy consumption will increase this year.
It acknowledges shortcomings in efforts to meet energy and carbon intensity targets in 2023, adding that this was due to “rapid growth of industrial and civilian energy consumption”.
The NDRC also significantly altered the energy intensity target, which will now “exclud[e] non-fossil fuels and coal, petroleum and natural gas consumed as raw materials”.
This shift means the government has “redefined” the energy intensity target to mean “fossil fuel intensity”, Lauri Myllyvirta, senior research fellow at the Asia Society Policy Institute (ASPI), tells Carbon Brief, making the 2025 target “very soft-ball”.

Myllyvirta states that the report does not address the bigger problem – accelerating growth in energy intensive sectors to support China’s economy during the Covid-19 pandemic.
This growth – particularly in the exports, heavy manufacturing and construction sectors – would need to be “reversed” to make gains in energy intensity, he says, “but that’s not what they’re talking about [in the report]”.
By his estimate, if China’s energy intensity – under the new calculation – does fall by 2.5%, this would translate to “at best” a 3% fall in carbon intensity – the emissions per unit of GDP. This would be “very far from the 7% [fall] they need”, per his recent Carbon Brief analysis, to meet the 2025 target of an 18% reduction in carbon intensity.
Is the report ambitious on climate?
The government work report makes no significant changes to China’s direction of travel on climate and energy policy. Instead, the language around these policies continues to balance tensions inherent to China’s energy transition.
It signals that China will continue to manage the relative prioritisation of “both high-quality development and greater security”. It also asks policymakers to balance “actively” and “prudently” reach climate targets.
Efforts will be made to reduce carbon emissions and pollution, as well as to develop large-scale wind and solar bases and distributed energy, the government work report says.
China will also develop methods to measure carbon emissions and a “carbon footprint management system”; push the “green transformation” of industry, energy, transport and construction; and expand the scope of the national emissions trading market.
But, at the same time, the report also doubles down on the commitment to fossil fuels. Coal will continue to play a “crucial role in ensuring energy supply”, it says, while China increases development of oil, gas and strategic minerals in the name of security.
“You could almost see the government struggling with the language”, Li Shuo, director of ASPI’s China climate hub, tells Carbon Brief. He adds that there “seems to be an increasing lack of consistency” both in the report and in other policy papers.
He attributes this to the increasingly challenging economic situation facing the government and competing interests within the political system.
In addition, the lack of targets around air pollution, forestry and other environmental issues, could be interpreted as a “deprioritisation” of climate issues, he adds, or “as a reflection that the government has been distracted by some of the other competing issues, in particular economic challenges”.
“We’re getting very concerned” about China’s ability to meet its wider climate goals, Li says. Based on the recent surge in energy consumption, “it is going to be very challenging for China to hit [its energy and carbon intensity] targets. They certainly will not be able to meet those targets if they stick to…2.5% [annual] energy intensity reduction.”
Will China continue to boost ‘green’ innovation?
The government work report trumpets China’s clean-energy development in 2023, including growing installations of renewable energy, its contributions to the global energy transition and the 30% growth in exports of the “new three” industries of lithium-ion batteries, solar panels and electric vehicles (EVs).
(Previous analysis for Carbon Brief found that clean technologies – particularly the new three – were the top driver of China’s economic growth last year.)
Research and development of gas turbines and “generation IV” nuclear power units are also singled out as areas in which China has seen “substantial progress”.
Going forward, China will “consolidate and enhance [its] leading position” in industries such as electric vehicles and hydrogen, and “create new ways of storing energy”, the report says. This was the first time either energy storage or hydrogen have been mentioned in an annual government work report at the “two sessions”.
“I [can’t] think of a[nother] country where the economic agenda and the climate agenda are so aligned,” Li tells Carbon Brief. “The challenge for China is when and how and how fast will the positive[s]” lead to the “phasing down or the phasing out of the dirtier [aspects]”.

How will China manage geopolitical tensions around climate?
The greater emphasis placed on clean-tech exports comes as tensions with western countries grow around China’s dominance in solar and electric vehicle (EV) supply chains.
The European Commission recently required that imported China-made EVs register with customs, which could signal an intention to apply retroactive tariffs if they are believed to have received unfair subsidies.
The UK is planning a similar probe into Chinese EV subsidies. The US is deciding whether to increase tariffs on Chinese EVs, with commerce secretary Gina Raimondo arguing they could also pose data security risks.
More broadly, language in the government work report around foreign policy is notably assertive. It underscores that “protectionism and unilateralism were on the rise” in 2023, adding that these tensions “exerted a more adverse impact on China’s development”.
It also states that China will “oppos[e] all hegemonic, high-handed and bullying acts” in 2024 – words that did not appear in the government work report either last year or in 2022.
At the same time, China also pledges to continue to “implement…‘small and beautiful’ projects” in Belt and Road Initiative (BRI) partner countries, the majority of which are located in the global south.
The Panda Paw Dragon Claw newsletter, says that the government work report “covered much of the language we would expect” in terms of the BRI. It adds, however, that “less prominent individuals in the [CPPCC] offered slightly more nuanced perspectives”.
What were other high-ranking policymakers saying about climate and energy policy at the “two sessions”?
This year is the first time in decades that China cancelled its most-widely followed press conference at the “two sessions”, usually held by the premier and offering a rare opportunity for the media to interact directly with top leaders in China.
While the spotlight on 5 March was still on premier Li’s government work report, the domestic media gave more attention to the president, Xi Jinping.
One of the few meetings at the “two sessions” to be publicly announced was Xi’s meeting with the “group of environment and resources”, a new sub-group within the advisory CPPCC. It currently has 85 members, including party and government leaders, scientists, and industry leaders, according to analysis by China Energy Net.
Xi gave a speech at the meeting, in which he said group members “should make new contributions to strengthening ecological environmental protection, and support high-level protection alongside high-quality development”.
One member of the new group is Ministry of Ecology and Environment (MEE) head Huang Runqiu, who gave a speech on behalf of the members on 9 March. Huang argued that the “construction of a ‘Beautiful China’ is a long-term task” and that the construction of a ‘Beautiful China’ zone, balancing high-level protection and high-quality development, is a priority piece of work.
Huang also participated in a “minister’s corridor” press conference, during which he said that China will “synergistically push forward carbon reduction, pollution reduction, green expansion and growth”.
He added that focus areas for the MEE include: fighting “the battle against pollution”; promoting the construction of “Beautiful China” zones; encouraging green, low-carbon and high-quality development; and “supervising” ecosystem protection and restoration.

Meanwhile, National Energy Administration (NEA) director Zhang Jianhua submitted a proposal at the “two sessions” on how to “improve” the way China communicates its position on climate change with the outside world.
His proposal argues that China needs to address “injustices in global carbon reduction [efforts]” and “promote global fair and just carbon reduction”, and better communicate the “effectiveness of China’s [energy] transformation”.
The proposal is notable because, traditionally, the MEE leads on climate diplomacy in conjunction with the Ministry of Foreign Affairs (MFA), while the NEA focuses on domestic policy. Nevertheless, the NEA has commented in the past on geopolitics in relation to energy security concerns and participated in bilateral energy dialogues.
Zheng Shanjie, director of the National Development and Reform Commission (NDRC), also spoke at a press conference, choosing to highlight that “China’s ‘new three’ exports…[demonstrated] China’s strength in its manufacturing exports”.
However, China’s leadership also warned against “unfettered” industrial development at the “two sessions”, while top solar company Longi called on the government to “crack down on low prices and ensure panel quality”.
Xi said at the meeting with delegates from Jiangsu province that China “must prevent local rush and oppose irrational, blind investments that create bubbles”.
Xi did not link his comments to China’s clean energy industries explicitly but, as well as being politically important, Jiangsu province is “known for its exports, advanced manufacturing [and] clusters of new industries including solar and new energy vehicles”, the Hong Kong-based South China Morning Post added.
What next?
The government work report merely sets the framework for the year and functions as a signal for the general public, especially for industries, investors and corporations.
In the closely watched report, premier Li expressed concern that “achieving this year’s targets will not be easy, so we need to maintain policy focus, work harder, and mobilise the concerted efforts of all sides”.
An article in the Wall Street Journal said the speech “doesn’t show [a] clear path to recovery” and the Economist said China’s “confidence crisis goes unfixed”.
Following the central-level gathering, ministries and local governments must now develop concrete policies to meet its goals and encourage investors and industries to follow its lead.
Whether and how China progresses towards its “dual carbon” goals and other targets will depend on how this implementation proceeds.
The post Q&A: What does China’s ‘two sessions’ mean for climate policy in 2024? appeared first on Carbon Brief.
Q&A: What does China’s ‘two sessions’ mean for climate policy in 2024?
Climate Change
The 2026 budget test: Will Australia break free from fossil fuels?
In 2026, the dangers of fossil fuel dependence have been laid bare like never before. The illegal invasion of Iran has brought pain and destruction to millions across the Middle East and triggered a global energy crisis impacting us all. Communities in the Pacific have been hit especially hard by rising fuel prices, and Australians have seen their cost-of-living woes deepen.
Such moments of crisis and upheaval can lead to positive transformation. But only when leaders act with courage and foresight.
There is no clearer statement of a government’s plans and priorities for the nation than its budget — how it plans to raise money, and what services, communities, and industries it will invest in.
As we count down the days to the 2026-27 Federal Budget, will the Albanese Government deliver a budget for our times? One that starts breaking the shackles of fossil fuels, accelerates the shift to clean energy, protects nature, and sees us work together with other countries towards a safer future for all? Or one that doubles down on coal and gas, locks in more climate chaos, and keeps us beholden to the whims of tyrants and billionaires.
Here’s what we think the moment demands, and what we’ll be looking out for when Treasurer Jim Chalmers steps up to the dispatch box on 12 May.
1. Stop fuelling the fire
2. Make big polluters pay
3. Support everyone to be part of the solution
4. Build the industries of the future
5. Build community resilience
6. Be a better neighbour
7. Protect nature
1. Stop fuelling the fire

In mid-April, Pacific governments and civil society met to redouble their efforts towards a Fossil Fuel Free Pacific. Moving beyond coal, oil and gas is fundamental to limiting warming to 1.5°C — a survival line for vulnerable communities and ecosystems. And as our Head of Pacific, Shiva Gounden, explained, it is “also a path of liberation that frees us from expensive, extractive and polluting fossil fuel imports and uplifts our communities”.
Pacific countries are at the forefront of growing global momentum towards a just transition away from fossil fuels, and it is way past time for Australia to get with the program. It is no longer a question of whether fossil fuel extraction will end, but whether that end will be appropriately managed and see communities supported through the transition, or whether it will be chaotic and disruptive.
So will this budget support the transition away from fossil fuels, or will it continue to prop up coal and gas?
When it comes to sensible moves the government can make right now, one stands out as a genuine low hanging fruit. Mining companies get a full rebate of the excise (or tax) that the rest of us pay on diesel fuel. This lowers their operating costs and acts as a large, ongoing subsidy on fossil fuel production — to the tune of $11 billion a year!
Greenpeace has long called for coal and gas companies to be removed from this outdated scheme, and for the billions in savings to be used to support the clean energy transition and to assist communities with adapting to the impacts of climate change. Will we see the government finally make this long overdue change, or will it once again cave to the fossil fuel lobby?
2. Make big polluters pay

While our communities continue to suffer the escalating costs of climate-fuelled disasters, our Government continues to support a massive expansion of Australia’s export gas industry. Gas is a dangerous fossil fuel, with every tonne of Australian gas adding to the global heating that endangers us all.
Moreover, companies like Santos and Woodside pay very little tax for the privilege of digging up and selling Australians’ natural endowment of fossil gas. Remarkably, the Government currently raises more tax from beer than from the Petroleum Resource Rent Tax (PRRT) — the main tax on gas profits.
Momentum has been building to replace or supplement the PRRT with a 25% tax on gas exports. This could raise up to $17 billion a year — funds that, like savings from removing the diesel tax rebate for coal and gas companies, could be spent on supporting the clean energy transition and assisting communities with adapting to worsening fires, floods, heatwaves and other impacts of climate change.
As politicians arrive in Canberra for budget week, they will be confronted by billboards calling for a fair tax on gas exports. The push now has the support of dozens of organisations and a growing number of politicians. Let’s hope the Treasurer seizes this rare window for reform.
3. Support everyone to be part of the solution
As the price of petrol and diesel rises, electric vehicles (EVs) are helping people cut fuel use and save money. However, while EV sales have jumped since the invasion of Iran sent fuel prices rising, they still only make up a fraction of total new car sales. This budget should help more Australians switch to electric vehicles and, even more importantly, enable more Australians to get around by bike, on foot, and on public transport. This means maintaining the EV discount, investing in public and active transport, and removing tax breaks for fuel-hungry utes and vans.
Millions of Australians already enjoy the cost-saving benefits of rooftop solar, batteries, and getting off gas. This budget should enable more households, and in particular those on lower incomes, to access these benefits. This means maintaining the Cheaper Home Batteries Program, and building on the Household Energy Upgrades Fund.
4. Build the industries of the future

If we’re to transition away from fossil fuels, we need to be building the clean industries of the future.
No state is more pivotal to Australia’s energy and industrial transformation than Western Australia. The state has unrivaled potential for renewable energy development and for replacing fossil fuel exports with clean exports like green iron. Such industries offer Western Australia the promise of a vibrant economic future, and for Australia to play an outsized positive role in the world’s efforts to reduce emissions.
However, realising this potential will require focussed support from the Federal Government. Among other measures, Greenpeace has recommended establishing the Australasian Green Iron Corporation as a joint venture between the Australian and Western Australian governments, a key trading partner, a major iron ore miner and steel makers. This would unite these central players around the complex task of building a large-scale green iron industry, and unleash Western Australia’s potential as a green industrial powerhouse.
5. Build community resilience
Believe it or not, our Government continues to spend far more on subsidising fossil fuel production — and on clearing up after climate-fuelled disasters — than it does on helping communities and industries reduce disaster costs through practical, proven methods for building their resilience.
Last year, the Government estimated that the cost of recovery from disasters like the devastating 2022 east coast floods on 2019-20 fires will rise to $13.5 billion. For contrast, the Government’s Disaster Ready Fund – the main national source of funding for disaster resilience – invests just $200 million a year in grants to support disaster preparedness and resilience building. This is despite the Government’s own National Emergency Management Agency (NEMA) estimating that for every dollar spent on disaster risk reduction, there is a $9.60 return on investment.
By redirecting funds currently spent on subsidising fossil fuel production, the Government can both stop incentivising climate destruction in the first place, and ensure that Australian communities and industries are better protected from worsening climate extremes.
No communities have more to lose from climate damage, or carry more knowledge of practical solutions, than Aboriginal and Torres Strait Islander peoples. The budget should include a dedicated First Nations climate adaptation fund, ensuring First Nations communities can develop solutions on their own terms, and access the support they need with adapting to extreme heat, coastal erosion and other escalating challenges.
6. Be a better neighbour
The global response to climate change depends on the adequate flow of support from developed economies like Australia to lower income nations with shifting to clean energy, adapting to the impacts of climate change, and addressing loss and damage.
Such support is vital to building trust and cooperation, reducing global emissions, and supporting regional and global security by enabling countries to transition away from fossil fuels and build greater resilience.
Despite its central leadership role in this year’s global climate negotiations, our Government is yet to announce its contribution to international climate finance for 2025-2030. Greenpeace recommends a commitment of $11 billion for this five year period, which is aligned with the global goal under the Paris Agreement to triple international climate finance from current levels.
This new commitment should include additional funding to address loss and damage from climate change and a substantial contribution to the Pacific Resilience Facility, ensuring support is accessible to countries and communities that need it most. It should also see Australia get firmly behind the vision of a Fossil Fuel Free Pacific.
7. Protect nature

There is no safe planet without protection of the ecosystems and biodiversity that sustain us and regulate our climate.
Last year the Parliament passed important and long overdue reforms to our national environment laws to ensure better protection for our forests and other critical ecosystems. However, the Government will need to provide sufficient funding to ensure the effective implementation of these reforms.
Greenpeace has recommended $500 million over four years to establish the National Environment Agency — the body responsible for enforcing and monitoring the new laws — and a further $50 million to Environment Information Australia for providing critical information and tools.
Further resourcing will also be required to fulfil the crucial goal of fully protecting 30% of Australian land and seas by 2030. This should include $1 billion towards ending deforestation by enabling farmers and loggers to retool away from destructive practices, $2 billion a year for restoring degraded lands, $5 billion for purchasing and creating new protected areas, and $200 million for expanding domestic and international marine protected areas.
Conclusion
This is not the first time that conflict overseas has triggered an energy crisis, or that a budget has been preceded by a summer of extreme weather disasters, highlighting the urgent need to phase out fossil fuels. What’s different in 2026 is the availability of solutions. Renewable energy is now cheaper and more accessible than ever before. Global momentum is firmly behind the transition away from fossil fuels. The Albanese Government, with its overwhelming majority, has the chance to set our nation up for the future, or keep us stranded in the past. Let’s hope it makes some smart choices.
The 2026 budget test: Will Australia break free from fossil fuels?
Climate Change
What fossil fuels really cost us in a world at war
Anne Jellema is Executive Director of 350.org.
The war on Iran and Lebanon is a deeply unjust and devastating conflict, killing civilians at home, destroying lives, and at the same time sending shockwaves through the global economy. We, at 350.org, have calculated, drawing on price forecasts from the International Monetary Fund (IMF) and Goldman Sachs, just how much that volatility is costing us.
Even under the IMF’s baseline scenario – a de facto “best case” scenario with a near-term end to the war and related supply chain disruptions – oil and gas price spikes are projected to cost households and businesses globally more than $600 billion by the end of the year. Under the IMF’s “adverse scenario”, with prolonged conflict and sustained price pressures, we estimate those additional costs could exceed $1 trillion, even after accounting for reduced demand.
Which is why we urgently need a power shift. Governments are under growing pressure to respond to rising fuel and food costs and deepening energy poverty. And it’s becoming clearer to both voters and elected officials that fossil dependence is not only expensive and risky, but unnecessary.
People who can are voting with their wallets: sales of solar panels and electric vehicles are increasing sharply in many countries. But the working people who have nothing to spare, ironically, are the ones stuck with using oil and gas that is either exorbitantly expensive or simply impossible to get.
Drain on households and economies
In India, street food vendors can’t get cooking gas and in the Philippines, fishermen can’t afford to take their boats to sea. A quarter of British people say that rising energy tariffs will leave them completely unable to pay their bills. This is the moment for a global push to bring abundant and affordable clean energy to all.
In April, we released Out of Pocket, our new research report on how fossil fuels are draining households and economies. We were surprised by the scale of what we found. For decades, governments have reassured people that energy price spikes are unfortunate but unavoidable – the result of distant conflicts, market forces or geopolitical shocks beyond anyone’s control. But the numbers tell a different story.
What we are living through today is not an energy crisis. It is a fossil fuel crisis. In just the first 50 days of the Middle East conflict, soaring oil and gas prices have siphoned an estimated $158 billion–$166 billion from households and businesses worldwide. That is money extracted directly from people’s pockets and transferred, almost instantly, into fossil fuel company balance sheets. And this figure only captures the immediate impact of price spikes, not the permanent economic drain of fossil dependence. Fossil fuels don’t just cost us once, they cost us over and over again.
First, through our bills. Every time there is a war, an embargo or a supply disruption, fossil fuel prices surge. For ordinary people, this means higher costs for energy, transport and food. Many Global South countries have little or no fiscal space to buffer the shock; instead, workers and families pay the price.
Second, through our taxes. Governments around the world continue to pour vast sums of public money into fossil fuel subsidies. These are often justified as a way to protect the most vulnerable at the petrol pump or in their homes. But in reality, the benefits are overwhelmingly captured by wealthier households and corporations. The poorest 20% receive just a fraction of this support, while public finances are drained.
Third, through climate impacts. New research across more than 24,000 global locations gives a granular account of the true costs of extreme heat, sea level rise and falling agricultural yields. Using this data to update IMF modelling of the social cost of carbon, we found that fossil fuel impacts on health and livelihoods amount to over $9 trillion a year. This is the biggest subsidy of all, because these massive and mounting costs are not charged to Big Oil – they are paid for by governments and households, with the poorest shouldering the lion’s share.
Massive transfer of wealth to fossil fuel industry
Adding up direct subsidies, tax breaks and the unpaid bill for climate damages, the total transfer of wealth from the public to the fossil fuel industry amounts to $12 trillion even in a “normal” year without a global oil shock. That’s more than 50% higher than the IMF has previously estimated, and equivalent to a staggering $23 million a minute.
The fossil fuel industry has become extraordinarily adept at profiting from instability. When conflict drives up prices, companies do not lose, they gain. In the current crisis, oil producers and commodity traders are on track to secure tens of billions of dollars in additional windfall profits, even as households face rising bills and governments struggle to manage the fallout.
Fossil fuel crisis offers chance to speed up energy transition, ministers say
This growing disconnect is impossible to ignore. Investors are advised to buy into fossil fuel firms precisely because of their ability to generate profits in times of crisis. Meanwhile, ordinary people are told to tighten their belts.
In 2026, unlike during the oil shocks of the 1970s, clean energy is no longer a distant alternative. Now, even more than when gas prices spiked due to Russia’s invasion of Ukraine in 2022, renewables are often the cheapest option available. Solar and wind can be deployed quickly, at scale, and without the volatility that defines fossil fuel markets.
How to transition from dirty to clean energy
The solutions are clear. Governments must implement permanent windfall taxes on fossil fuel companies to ensure that extraordinary profits generated during crises are redirected to support households. These revenues can be used to reduce energy bills, invest in public services, and accelerate the rollout of clean energy.
Second, we must shift subsidies away from fossil fuels and towards renewable solutions, particularly those that can be deployed quickly and equitably, such as rooftop and community solar. This is not just about cutting emissions. It is about building a more stable, fair and resilient energy system.
Finally, we need binding plans to phase out fossil fuels altogether, replacing them with homegrown renewable energy that can shield economies from future shocks. Because what the current crisis has made clear is this: as long as we remain dependent on fossil fuels, we remain vulnerable – to conflict, to price volatility and to the escalating impacts of climate change.
The true price of fossil fuels is no longer hidden. It is visible in rising bills, strained public finances and communities pushed to the brink. And it is being paid, every day, by ordinary people around the world.
It’s time for the great power shift.
Full details on the methodology used for this report are available here.
The Great Power Shift is a new campaign by 350.org global campaign to pressure governments to bring down energy bills for good by ending fossil fuel dependence and investing in clean, affordable energy for all


The post What fossil fuels really cost us in a world at war appeared first on Climate Home News.
Climate Change
Traditional models still ‘outperform AI’ for extreme weather forecasts
Computer models that use artificial intelligence (AI) cannot forecast record-breaking weather as well as traditional climate models, according to a new study.
It is well established that AI climate models have surpassed traditional, physics-based climate models for some aspects of weather forecasting.
However, new research published in Science Advances finds that AI models still “underperform” in forecasting record-breaking extreme weather events.
The authors tested how well both AI and traditional weather models could simulate thousands of record-breaking hot, cold and windy events that were recorded in 2018 and 2020.
They find that AI models underestimate both the frequency and intensity of record-breaking events.
A study author tells Carbon Brief that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI weather forecasts
Extreme weather events, such as floods, heatwaves and storms, drive hundreds of billions of dollars in damages every year through the destruction of cropland, impacts on infrastructure and the loss of human life.
Many governments have developed early warning systems to prepare the general public and mobilise disaster response teams for imminent extreme weather events. These systems have been shown to minimise damages and save lives.
For decades, scientists have used numerical weather prediction models to simulate the weather days, or weeks, in advance.
These models rely on a series of complex equations that reproduce processes in the atmosphere and ocean. The equations are rooted in fundamental laws of physics, based on decades of research by climate scientists. As a result, these models are referred to as “physics-based” models.
However, AI-based climate models are gaining popularity as an alternative for weather forecasting.
Instead of using physics, these models use a statistical approach. Scientists present AI models with a large batch of historical weather data, known as training data, which teaches the model to recognise patterns and make predictions.
To produce a new forecast, the AI model draws on this bank of knowledge and follows the patterns that it knows.
There are many advantages to AI weather forecasts. For example, they use less computing power than physics-based models, because they do not have to run thousands of mathematical equations.
Furthermore, many AI models have been found to perform better than traditional physics-based models at weather forecasts.
However, these models also have drawbacks.
Study author Prof Sebastian Engelke, a professor at the research institute for statistics and information science at the University of Geneva, tells Carbon Brief that AI models “depend strongly on the training data” and are “relatively constrained to the range of this dataset”.
In other words, AI models struggle to simulate brand new weather patterns, instead tending forecast events of a similar strength to those seen before. As a result, it is unclear whether AI models can simulate unprecedented, record-breaking extreme events that, by definition, have never been seen before.
Record-breaking extremes
Extreme weather events are becoming more intense and frequent as the climate warms. Record-shattering extremes – those that break existing records by large margins – are also becoming more regular.
For example, during a 2021 heatwave in north-western US and Canada, local temperature records were broken by up to 5C. According to one study, the heatwave would have been “impossible” without human-caused climate change.
The new study explores how accurately AI and physics-based models can forecast such record-breaking extremes.
First, the authors identified every heat, cold and wind event in 2018 and 2020 that broke a record previously set between 1979 and 2017. (They chose these years due to data availability.) The authors use ERA5 reanalysis data to identify these records.
This produced a large sample size of record-breaking events. For the year 2020, the authors identified around 160,000 heat, 33,000 cold and 53,000 wind records, spread across different seasons and world regions.
For their traditional, physics-based model, the authors selected the High RESolution forecast model from the Integrated Forecasting System of the European Centre for Medium-Range Weather Forecasts. This is “widely considered as the leading physics-based numerical weather prediction model”, according to the paper.
They also selected three “leading” AI weather models – the GraphCast model from Google Deepmind, Pangu-Weather developed by Huawei Cloud and the Fuxi model, developed by a team from Shanghai.
The authors then assessed how accurately each model could forecast the extremes observed in the year 2020.
Dr Zhongwei Zhang is the lead author on the study and a researcher at Karlsruhe Institute of Technology. He tells Carbon Brief that many AI weather forecast models were built for “general weather conditions”, as they use all historical weather data to train the models. Meanwhile, forecasting extremes is considered a “secondary task” by the models.
The authors explored a range of different “lead times” – in other words, how far into the future the model is forecasting. For example, a lead time of two days could mean the model uses the weather conditions at midnight on 1 January to simulate weather conditions at midnight on 3 January.
The plot below shows how accurately the models forecasted all extreme events (left) and heat extremes (right) under different lead times. This is measured using “root mean square error” – a metric of how accurate a model is, where a lower value indicates lower error and higher accuracy.
The chart on the left shows how two of the AI models (blue and green) performed better than the physics-based model (black) when forecasting all weather across the year 2020.
However, the chart on the right illustrates how the physics-based model (black) performed better than all three AI models (blue, red and green) when it came to forecasting heat extremes.

The authors note that the performance gap between AI and physics-based models is widest for lower lead times, indicating that AI models have greater difficulty making predictions in the near future.
They find similar results for cold and wind records.
In addition, the authors find that AI models generally “underpredict” temperature during heat records and “overpredict” during cold records.
The study finds that the larger the margin that the record is broken by, the less well the AI model predicts the intensity of the event.
‘Warning shot’
Study author Prof Erich Fischer is a climate scientist at ETH Zurich and a Carbon Brief contributing editor. He tells Carbon Brief that the result is “not unexpected”.
He adds that the analysis is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
The analysis, he continues, is a “warning shot” against replacing traditional models with AI models for weather forecasting “too quickly”.
AI models are likely to continue to improve, but scientists should “not yet” fully replace traditional forecasting models with AI ones, according to Fischer.
He explains that accurate forecasts are “most needed” in the runup to potential record-breaking extremes, because they are the trigger for early warning systems that help minimise damages caused by extreme weather.
Leonardo Olivetti is a PhD student at Uppsala University, who has published work on AI weather forecasting and was not involved in the study.
He tells Carbon Brief that “many other studies” have identified issues with using AI models for “extremes”, but this paper is novel for its specific focus on extremes.
Olivetti notes that AI models are already used alongside physics-based models at “some of the major weather forecasting centres around the world”. However, the study results suggest “caution against relying too heavily on these [AI] models”, he says.
Prof Martin Schultz, a professor in computational earth system science at the University of Cologne who was not involved in the study, tells Carbon Brief that the results of the analysis are “very interesting, but not too surprising”.
He adds that the study “justifies the continued use of classical numerical weather models in operational forecasts, in spite of their tremendous computational costs”.
Advances in forecasting
The field of AI weather forecasting is evolving rapidly.
Olivetti notes that the three AI models tested in the study are an “older generation” of AI models. In the last two years, newer “probabilistic” forecast models have emerged that “claim to better capture extremes”, he explains.
The three AI models used in the analysis are “deterministic”, meaning that they only simulate one possible future outcome.
In contrast, study author Engelke tells Carbon Brief that probabilistic models “create several possible future states of the weather” and are therefore more likely to capture record-breaking extremes.
Engelke says it is “important” to evaluate the newer generation of models for their ability to forecast weather extremes.
He adds that this paper has set out a “protocol” for testing the ability of AI models to predict unprecedented extreme events, which he hopes other researchers will go on to use.
The study says that another “promising direction” for future research is to develop models that combine aspects of traditional, physics-based weather forecasts with AI models.
Engelke says this approach would be “best of both worlds”, as it would combine the ability of physics-based models to simulate record-breaking weather with the computational efficiency of AI models.
Dr Kyle Hilburn, a research scientist at Colorado State University, notes that the study does not address extreme rainfall, which he says “presents challenges for both modelling and observing”. This, he says, is an “important” area for future research.
The post Traditional models still ‘outperform AI’ for extreme weather forecasts appeared first on Carbon Brief.
Traditional models still ‘outperform AI’ for extreme weather forecasts
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