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Welcome to Carbon Brief’s China Briefing.

China Briefing handpicks and explains the most important climate and energy stories from China over the past fortnight. Subscribe for free here.

Key developments

‘Wartime’ floods swamped southern China 

‘WARTIME’ EMERGENCY: Extreme weather events continued over the past two weeks. Dongting lake – China’s second-biggest freshwater lake – in southern China’s Hunan province experienced a wide “dyke breach” on 6 July, the Hong Kong-based South China Morning Post (SCMP) reported. The newspaper found the flooding in Hunan was “the most severe flooding seen in 70 years”, with local authorities declaring a “wartime” emergency. State-run newspaper China Daily said the water level on one Hunan river, at 77.63m, was “the highest water level recorded since 1954”. In central China, Henan province, which had experienced a “one-in-a-thousand-year” rainstorm in 2021, also issued a flood warning, reported the Paper, a state-supported outlet. Another central province, Anhui, evacuated 195,000 people whose lives were affected by heavy rainfall, said state news agency Xinhua.  

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RESCUE FUNDING: Chinese premier Li Qiang called for “unswerving efforts” on flood control and disaster relief, reported Xinhua. Some 540m yuan ($74m) of funds were issued by the central government to “help local authorities search, rescue and relocate disaster victims”, reported financial media Caixin. An additional 200m yuan ($27.5m) was provided to help flood rescue efforts in Hunan and Jiangxi, reported Science and Technology Daily. (See Carbon Brief’s recent Q&A for more on flooding in China.)

CLIMATE CHANGE: China’s weather agency forecasted that “extreme heat [will] persist across the country” over the summer as “climate change pushes global temperatures higher”, Agence France-Presse reported, citing state broadcaster CCTV. The Economist said that, as a result of climate change, China is likely to “increasingly experience periods of heavier rainfall, as well as longer periods of dryness”, according to World Weather Attribution. Xinhua reported that provinces in southern China are expecting high temperatures ranging from 35-40C in the coming days.

EU moved ahead with provisional tariffs on Chinese EVs 

PROVISIONAL TARIFFS: The EU’s provisional duties on Chinese electric vehicles (EVs) came into force on 4 July, despite Beijing calling on Brussels last month to “scrap” them, Bloomberg reported. The tariff rate was set between 20-48% for individual automakers – with companies that cooperated in initial investigations receiving a lower rate, added the newspaper. EU trade chief Valdis Dombrovskis said “we can also find ways not to apply [the tariffs] at the end of the day” since the negotiations with China were still ongoing, “but it is very clear this solution [would] need to solve that market distortion that we are currently having”, according to Reuters. It noted that definitive duties are due by November.

BEIJING’S RESPONSE: The Chinese commerce ministry and foreign ministry both opposed the EU duties. Meanwhile, China announced a probe into EU brandy imports, reported Reuters. This is the second EU product, after pork, that China has investigated as a countermeasure. Xinhua quoted data from the China Passenger Car Association (CPCA) and said the export of “new energy” vehicles (NEVs) in June reached 80,000, up 12.3% year-on-year. However, the CPCA told Reuters that the June number was actually 20-30 percentage points lower than expected growth due to the EU tariffs. The newswire quoted the association saying: “Our (NEV export) growth used to be at least 30-40%, and it has slowed to only more than 10%, meaning (the tariffs) had a 20-30 percentage point impact on (NEV export growth), a conspicuous short-term impact.” Chinese manufacturer Neta Auto viewed the EU tariffs as a “temporary setback” that would incentivise Chinese companies to explore other overseas markets, such as in Africa, according to the SCMP.

OTHER COUNTRIES: Following similar moves by the EU and US, Canada was also considering raising tariffs and blocking Chinese investments, with an intention to “deter Chinese-made electric vehicles from accessing the Canadian market”, said Bloomberg. ASEAN members, such as Thailand and Indonesia, also expressed “concerns about the negative effects of massive Chinese imports”, reported the SCMP, but no measures have been announced so far. Meanwhile, leading Chinese EV maker BYD announced plans to build a factory in Turkey, BBC News reported, noting that, as Turkey is part of the EU Customs Union, it will be able to bypass EU tariffs. The announcement came after the Turkish government had also announced tariffs on Chinese EVs, as reported in the 13 June edition of China Briefing.

China published draft carbon market rules

EMISSIONS ALLOWANCES: China has published draft rules aiming to “reduc[e] an oversupply of permits” in its national carbon market, Bloomberg reported. Participants would no longer be able to borrow allowances from “future years” and the rules on “carrying over unused permits from previous years” would become stricter, if the draft rules are enacted, added the outlet. Yan Qin, lead carbon analyst at London Stock Exchange Group (LSEG), was quoted by the news outlet saying “the confirmation of supply tightening will send a strong signal to the market participants”.

CLOSING LOOPHOLES: The market has seen “companies hoarding carbon permits in anticipation of tightening allocations, leading to very low liquidity in the carbon market”, financial media outlet Caixin said. The business newspaper added that strict penalties in the interim carbon market rules issued in January encouraged traders to “stor[e] their quotas for the future, rather than selling [them]”, adding that “previous expectations of tighter quota allocations for emissions-controlled companies have heightened the perceived value” of allowances, it added. The draft rules, according to an anonymous source interviewed by Caixin, “means that the quotas previously hoarded by emissions-controlled companies and not traded will lose their value after a set period, potentially releasing more supply”.

Spotlight 

Analysis: China’s clean energy pushes coal to record-low 53% share of power in May 2024

Last November, Carbon Brief published analysis suggesting that China’s carbon dioxide (CO2) emissions might have peaked, with this being reinforced by analysis published in May.

In this issue, Lauri Myllyvirta, senior fellow at the Asia Society Policy Institute, offers further support for his earlier analysis, using recently released data to show that clean energy pushed coal to a record-low 53% of China’s electricity mix in May 2024.

This analysis is published in full on the Carbon Brief website.

Why official data on electricity generation is increasingly limited

Every month, China’s National Bureau of Statistics (NBS) publishes data on China’s electricity generation by technology. The figures for May 2024 came out nearly a month ago, in mid-June, and were widely reported at the time.

However, this data is now increasingly limited because it excludes, among other things, “distributed” solar sites, such as those on the roofs of homes and businesses. Analysis for this article shows this misses out about half of the electricity generated by solar overall.

There is now enough data to work around the limitations in the NBS power generation data and give a complete picture of China’s power generation mix in May.

What a complete set of generation data revealed

Putting the various figures together showed that, far from the modest 29% year-on-year increase in the incomplete NBS data, there was a record 78% rise in solar electricity generation in May 2024.

Installed solar capacity increased by 52% to 691 gigawatts (GW) and capacity utilisation improved from 16% to 19%. This delivered the largest increase in China’s electricity generation for any technology, with solar generation rising 41TWh from 53TWh in May 2023 to 94TWh in May 2024.

The second-largest increase was from hydropower, where capacity only increased 1%, but utilisation jumped from 31% to 41%, as the sector recovers from the record drought seen in 2022-23. This led to a 39% or 34TWh increase in power generation, which hit 115TWh.

Wind power saw a strong increase in capacity of 21%. Utilisation fell, however, likely due to month-to-month variations in wind conditions. As a result, power generation grew by a relatively modest 5%, or 4TWh, reaching 83TWh.

Nuclear and biomass-fired power generation also saw small increases in capacity, but the utilisation of nuclear plants fell from 87% to 85%.

How surging clean energy pushed fossil fuels into reverse

In total, clean power generation grew 78TWh in May 2024, which was more than enough to exceed the 49TWh increase in electricity demand.

As a result, gas-fired generation plummeted by 16%, despite a 9% increase in capacity, driving a steep 24% drop in utilisation. Coal-fired generation capacity increased by 3% while power generation from coal fell 3.7%, resulting in average plant utilisation falling by 7%. Falling demand could temper investment in new coal capacity, which has run hot in the past two years.

The changes in coal and gas-fired generation, combined with a slight degradation in the thermal efficiency of coal-fired power plants, imply a 3.6% drop in CO2 emissions from the power sector.

Why the clean power surge meant a record-low share for coal

After these changes in output, China’s power generation mix shifted significantly away from fossil fuels in May 2024. The share of coal-fired generation fell to 53%, down from 60% at the same time last year and the lowest share on record, as shown in the figure below.

Meanwhile, solar rose to 12%, up from 7% a year earlier and the highest on record. The remainder was made up of wind (11%), hydropower (15%), nuclear (5%), gas (3%) and biomass (2%).

Share of China’s electricity generation, %, 2016-2024.

Meanwhile, strong clean-energy capacity growth continued in May 2024, with 19 gigawatt (GW) of solar being added, 3GW of wind and 1.2GW of nuclear.

In the first five months of 2024, China has added some 79GW of solar and 20GW of wind. These additions are up 29% and 21% respectively from last year’s numbers, which were already record-breaking.

What the power sector shift means for China’s CO2

The rapid growth in generation from solar shows that the solar capacity boom is delivering new electricity supplies at a scale sufficient to cover much of China’s demand growth.

This reinforces the view that China’s CO2 emissions are in a period of structural decline.

If clean energy additions are kept at the level reached in 2023 and early 2024, then CO2 output is likely to keep falling, confirming 2023 as the peak year for the country’s emissions.

However, with China due to announce new climate targets by early next year, the government’s level of ambition for clean energy growth remains an open question.

Watch, read, listen

GRID INVESTMENT: The Financial Times reported on surging investment in upgrading China’s electricity grid “to support green energy transition”, citing analysis finding “more than $800bn” would be spent by 2030.

FLOOD AND COMMUNIST: Chinese website 12371.cn – the official website for Chinese communist party members – carried a notice by the organisation department of the CPC Central Committee, calling on “communist party members at grassroot level” to play an “exemplary role” in “flood prevention and disaster relief”.

‘HIGH QUALITY DEVELOPMENT’: The Chinese communist party’s Qiushi magazine published an “interpretation” of the “philosophy” behind “high quality development”, a concept widely circulated in Chinese policy documents in recent years.

POWER REFORM: Caixin published an explainer breaking down reasons behind the need for a “green power system” in China, as well as how that new system could operate. 


339

The total amount of utility-scale solar and wind, in gigawatts (GW), under construction in China as of June 2024, according to Global Energy Monitor (GEM). The number, comprising 180GW of solar and 159GW of wind, is nearly twice as much as the rest of the world combined, according to GEM’s latest updates.


New science 

Diversifying heat sources in China’s urban district heating systems will reduce risk of carbon lock-in
Nature Energy 

A new study found the share of non-fossil sources in China’s urban district heating systems remained low, but “new coal-fired combined heat and power plants” continued to be built in the past few years. It said replacing “polluting coal” with “new and improved coal-fired combined heat and power plants” will help to reduce emissions; expanding the use of “industrial waste heat and air/ground-source heat pumps” could also help decarbonisation. The paper concluded that “strategic choices for district heating technologies are necessary for China” to reach its “dual carbon goals”.

Mitigation potential of methane emissions in China’s livestock sector can reach one-third by 2030 at low cost 
Nature Food

Methane emissions from livestock in China are projected to rise 13% by 2030, but there is the “technical potential” to cut them by 36%, a new study suggested. Using four large-scale national livestock greenhouse gas inventory surveys, the researchers created a high-resolution dataset of the country’s livestock methane emissions over 1990-2020. The most effective methane mitigation measures would be “increasing animal productivity and coverage of lagoon storage” used for manure, the authors said. At carbon prices below $100 per tonne of CO2 equivalent, this would be “more cost-effective than livestock nitrous oxide mitigation in China”, the study added.

China Briefing is compiled by Wanyuan Song and Anika Patel. It is edited by Wanyuan Song and Dr Simon Evans. Please send tips and feedback to china@carbonbrief.org

The post China Briefing 11 July: ‘Wartime’ flooding emergency; EU tariff impact; Record-low coal share appeared first on Carbon Brief.

China Briefing 11 July: ‘Wartime’ flooding emergency; EU tariff impact; Record-low coal share

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The 2026 budget test: Will Australia break free from fossil fuels?

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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

Action Calls for a Transition Away From Fossil Fuels in Vanuatu. © Greenpeace
The community in Mele, Vanuatu sent a positive message ahead of the First Conference on Transitioning Away from Fossil Fuels. © Greenpeace

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

Activists Disrupt Major Gas Conference in Sydney. © Greenpeace
Greenpeace Australia Pacific activists disrupted the Australian Domestic Gas Outlook conference in Sydney with the message ‘Gas execs profit, we pay the price’. © Greenpeace

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

Protest of Woodside and Drill Rig Valaris at Scarborough Gas Field in Western Australia. © Greenpeace / Jimmy Emms
Crew aboard Greenpeace Australia Pacific’s campaigning vessel the Oceania conducted a peaceful banner protest at the site of the Valaris DPS-1, the drill rig commissioned to build Woodside’s destructive Burrup Hub. © Greenpeace / Jimmy Emms

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

Rainforest in Tasmania. © Markus Mauthe / Greenpeace
Rainforest of north west Tasmania in the Takayna (Tarkine) region. © Markus Mauthe / Greenpeace

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?

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What fossil fuels really cost us in a world at war

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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

    Logo of 350.org campaign on “The Great Power Shift”

    Logo of 350.org campaign on “The Great Power Shift”

    The post What fossil fuels really cost us in a world at war appeared first on Climate Home News.

    What fossil fuels really cost us in a world at war

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    Traditional models still ‘outperform AI’ for extreme weather forecasts

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    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.

    Accuracy of the AI models
    Accuracy of the AI models (blue, red and green) and the physics-based model (black) at forecasting all weather over 2020 (left) and heat extremes (right) over a range of lead times. This is measured using “root mean square error” (RMSE) – a metric of how accurate a model is, where a lower value indicates lower error and higher accuracy. Source: Zhang et al (2026).

    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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