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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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What’s on the climate calendar for October 2026?

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This is a republication of October’s edition of The Climate Agenda – a subscriber-only newsletter designed to keep you informed of the key events, negotiations and announcements happening every month. If you want to receive The Climate Agenda straight to your inbox at the start of each month, sign up as a subscriber today.

This month, we’ll be on the ground reporting from the Convention on Biological Diversity summit in Yerevan, Armenia later this month and following all the developments as we build towards COP31 in Antalya, Türkiye next month. Here’s what you need to know for October, why it matters and what to expect.

Brazilian Election

First round: Sunday 4 October – Second round: Sunday 25 October

This poll is being closely watched by Brazilian environmentalists as it’s likely to make a big difference to Brazil’s international climate politics and the health of the Amazon rainforest.

The two clear front-runners are current left-wing President Lula and right-wing Flávio Bolsonaro. Flávio is the son of Jair Bolsonaro, who ruled from 2019 to 2023 but was declared ineligible to hold public office because of his attacks on the electoral system and is now under house arrest.

In the unlikely event that either candidate wins more than half the votes in the first round, they will be elected as the country’s leader. Latest polls have Lula on 39% and Bolsonaro on 35% (though the numbers are shifting) with several minor candidates in the single-digits. If none of them get a majority, there will be a one-on-one run-off on October 25.

The Latin American nation is set to record its lowest-ever level of deforestation, as efforts to rein in illegal clearing and restore Indigenous rights progressed under Lula. But Brazilian experts are warning that the huge agribusiness lobby in Congress, whose interests shape what happens in the Amazon, will be emboldened if Bolsonaro takes power, with the Supreme Court also risking a turn to the right.

As for climate politics, some seasoned watchers fear that Flávio – a climate change denier like his dad – could even try to pull Brazil out of the Paris Agreement. That would leave other countries to take forward Brazil’s COP30 global roadmaps on transitioning away from fossil fuels (TAFF) and ending deforestation – both of which are due to be delivered by COP31.

For Brazil’s own TAFF roadmap – commissioned earlier this year but so far nowhere to be seen – the election may have less of an impact, given Lula is as keen as any other politician to extract oil and gas from the Amazon, amid cross-party support for fossil fuel production.

Read more: Brazil leads “encouraging” decline in global rainforest destruction in 2025

What does the UN say about countries protecting oceans?
The Pacific nation of Tuvalu is facing an existential threat due to the impact of climate change on rising seas. (Photo: Theo Rouby / Hans Lucas via REUTERS)

Pre-COP

Monday 5 October – Thursday 8 October – Fiji and Tuvalu

The annual Pre-COP meeting is usually a business-like gathering of government negotiators, sounding out each other’s positions and laying the groundwork for deals at the main COP summit. But this year’s “pre” has been jazzed up by Australia’s partnership with Pacific governments keen to elevate their climate issues on the international stage.

“We will bring the eyes of the world to our region, highlight the threat that climate change poses to it, and show how Pacific voices are shaping global action to counter it,” Australian PM Anthony Albanese said of the event.

On Monday, before the Pre-COP officially starts, a group of senior government figures – including a handful of leaders – will visit the world’s second lowest-lying nation Tuvalu, as UN boss Antonio Guterres did in 2019.

They will visit areas affected by sea level rise, see climate resilience projects and meet local communities before flying 2.5 hours south to Fiji to join up with the Pre-COP – which starts on Tuesday – and speak at a “Leaders’ plenary session” that evening.

The Pre-COP runs until Thursday. Governments are expected to try to advance on some kind of a roadmap for protecting oceans from climate change, while Fiji says Pacific nations will emphasise the need to follow science and step up efforts to limit warming to 1.5C.

Australia is also due to present an action plan to improve access to climate finance for small island nations and least-developed countries, so that governments, development banks and climate funds can endorse it ahead of the Antalya summit.

Alongside the official Pre-COP discussions, a “green zone” will host talks organised by civil society on topics like public transport, carbon markets and the International Court of Justice advisory opinion. Unfortunately, these events won’t be available to follow online.

Read more: Threatened by rising seas, small islands secure right to keep their statehood

Read more: At regional summit, Pacific islands ask for COP31 support for clean energy and finance

Forest clearance for a palm oil plantation in Indonesia on 1/4/2018 (Ulet Ifansasti/ Greenpeace)

Article 6.4 Supervisory Body

Monday 5 October – Friday 9 October – Bonn, Germany

The UN carbon market’s rule-making body meets for one last jam-packed session ahead of COP31, with decisions pending on several high-stakes issues that could shape the future of the new crediting mechanism.

Top of the agenda is a rulebook for clean cooking projects, which aim to cut greenhouse gas emissions by distributing more efficient cookstoves. These projects generate some of the most popular carbon credits but have also drawn some of the heaviest criticism for overstating their climate benefits through lax accounting.

Technical experts have recommended the Supervisory Body tighten the rules compared to existing crediting programmes, including by forcing cookstove project developers for the first time to guard against the risk of the climate benefits of their credits – the trees saved from becoming cooking fuel – being wiped out by fire, drought or logging.

The proposal on the so-called reversal risk assessment has sparked a “coordinated” lobbying campaign from the industry, some conservation NGOs and UNEP, arguing that stronger protections could hike project costs and restrict the supply of credits.

Read more: Industry and NGOs lobby to weaken UN carbon credit rules in “coordinated” push

Intergovernmental Panel on Climate Change (IPCC) plenary

Monday 12 October – Friday 16 October – Addis Ababa, Ethiopia

Scientists and government officials will try, once again, to agree on a timeline to produce the highly influential AR7 assessment report from the UN’s climate science body.

The faultlines that have blocked a deal at several previous sessions are well established: a large group of predominantly developed countries, small island and progressive Latin American states and the poorest nations want the reports to be ready in time to inform the UN’s next global assessment of climate action, due to be completed in November 2028.

A small group of primarily big emerging economies disagree, claiming this timeline would put a burden on developing countries with limited resources and restrict their ability to provide scientific input into the process.

Three options will be on the table in Addis Ababa. Two of them would see all three flagship assessment reports approved by July 2028 and September 2028 respectively, just in time to feed into the second Global Stocktake.

The third, based on proposals from Saudi Arabia and India, would deliver only the Working Group 1 report, on the physical science of climate change, by May 2028. The reports from Working Groups 2 and 3, covering climate impacts and ways to cut emissions, would not be approved until mid-2029, well after the stocktake concludes at COP33.

Delegates are also expected to discuss the IPCC’s increasingly strained budget, made worse by a funding gap left by the withdrawal of the United States. The panel has warned that, without a sustained increase in contributions, its trust fund’s cash balance would run out by the end of 2028, putting the delivery of the AR7 set of reports at risk and forcing cuts to in-person meetings, translation and outreach.

Read more: Science ‘under attack’ from fossil fuel interests at UN climate talks

Read more: As science comes under attack at UN talks, climate movement splits over how to respond

A small group of climate activists gather in front of the International Monetary Fund (IMF) and the World Bank Group 2025 Annual Meeting on October 16, 2025 in Washington, DC.
A small group of climate activists gather in front of the International Monetary Fund (IMF) and the World Bank Group 2025 Annual Meeting on October 16, 2025 in Washington, DC. (Photo: Andrew Harnik/Getty Images)

World Bank & IMF Annual Meetings

Tuesday 12 October – Sunday 18 October – Bangkok, Thailand

With their biggest shareholder – the US – resolutely opposed to climate action, the World Bank and International Monetary Fund (IMF) are likely to try to avoid mentioning climate change at their annual meetings in Bangkok – and there are no headline events on the subject.

But they aren’t in complete control of the agenda. Thailand will host a discussion on financing a green resilient economy and World Bank President Ajay Banga is likely to be challenged on climate at a live-streamed civil society townhall on October 12.

With tricky negotiations on the World Bank’s climate finance target concluded earlier this year (it was dropped), talks are moving on to the sustainability framework of the World Bank’s International Finance Corporation, which invests in the private sector. Civil society is calling for its rules on protecting people and the planet to be maintained and strengthened.

The IMF’s guidance note to staff – which shapes the circumstances under which climate can be included in IMF programmes – will also be negotiated. Longer term, the Resilience and Sustainability Trust, which channels funding to green projects, will be reviewed but not before 2028 at the earliest.

Read more: World Bank’s climate work can endure without finance target, experts say

Convention on Biological Diversity (CBD) COP17

Monday 19 October – Friday 30 October – Yerevan, Armenia

The biodiversity COP – a sister convention to the UN climate process – will for the first time take stock of progress towards key goals in its 2022 landmark agreement, the Global Biodiversity Framework (GBF). These include a headline target to protect and conserve at least 30% of the planet’s land and marine ecosystems by 2030.

A draft report prepared by a scientific panel warns that “unless collective implementation accelerates rapidly, the 2030 targets and mission will not be achieved”. In fact, governments are failing on 22 out of 23 targets. The final report is expected to be published ahead of COP17, where governments are expected to react strongly.

UN biodiversity chief Astrid Schomaker told journalists earlier this month that the most significant progress is expected to occur towards the end of the decade, as 174 countries took the first four years to develop national targets.

Finance, meanwhile, is set to become a contentious issue, as the draft report says developed countries fell short on a target to provide $20bn per year in international public finance for nature protection, reaching only about $17bn per year from 2020 to 2023. They have also yet to meet a wider goal to mobilise $200bn per year counting all kinds of finance.

Much like in climate talks, the EU has proposed to broaden the base of donors to include emerging economies who want to “voluntarily assume the obligations” of developed countries. Saudi Arabia and Qatar want nothing to do with this proposal. China has said bringing in new contributors should not weaken the obligations of developed countries. Expect a fight in Yerevan.

A preliminary meeting in Nairobi in August resulted in a heavily bracketed text that delegates will have to unravel in Armenia. One observer said countries had “overall missed the level of urgency” needed.

Keep an eye out for our webinar live from Yerevan later this month, where we’ll provide an update on the talks and how governments are responding to science’s demands for quicker action.

Read more: Mombasa ocean summit drives progress on marine protection, but threats persist

Read more: UN biodiversity talks agree finance roadmap, postponing decision on a new fund

European Climate Resilience & Risk Management Framework

Wednesday 28 October – Brussels, Belgium

Following a torrid summer beset by recurring heatwaves, drought and outbreaks of forest fires across the continent, the European Commission will present its keenly awaited climate resilience and risk management framework to help member states protect their populations from worsening climate change impacts.

As part of the policy package, the Commission will identify 100 of Europe’s most climate-vulnerable territories. And alongside an assessment of the risks, there will be guidance at which level they should be managed – regional, national or by the EU. Currently, confusion often arises over who is responsible for preventing, preparing for and managing disasters across the bloc.

The framework will also aim to make Europe a “champion in adaptation technologies” – such as drought-resistant crops, flood prevention or energy-efficient cooling – which have been described by EU President Ursula von der Leyen as “a huge emerging market”.

With only around a quarter of catastrophe losses in Europe covered by private insurance, the Commission also plans to set up a Climate Insurance Alliance to boost that figure.

READ MORE: WHO issues new guidance on heat-health action plans, as El Niño sets in

The post What’s on the climate calendar for October 2026? appeared first on Climate Home News.

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Jordan’s mega-plan for water security risks locking in fossil gas demand

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On the desert shores of the Red Sea, Jordan plans to build a vast desalination plant to send drinking water hundreds of kilometres across its arid interior to the capital, Amman – bolstering climate resilience and reducing the country’s reliance on Israel for the vital resource.

As climate change exacerbates water scarcity in Jordan, a deterioration in the country’s already prickly ties with Israel since the start of the Gaza war has underscored the strategic importance of the roughly $6-billion desalination initiative, billed by its backers as a strategic climate adaptation project.

But despite receiving $295 million in support for the project from the UN’s Green Climate Fund (GCF), the energy-hungry plant – which will double the power needs of Jordan’s water sector – will get no more than 27% of its electricity from a purpose-built solar farm in the desert near the plant in Aqaba. The rest will come from the grid, whose power is mostly generated by fossil gas.

To get salt out of sea water, it has to be pushed at high pressure through a membrane – a process requiring huge amounts of electricity.

    The annual planet-heating emissions from producing the non-renewable power needed for the plant would be equivalent to having 160,000 petrol-run cars on the road for a year, according to an analysis by Climate Home News of figures provided by the project’s developers to the GCF – the world’s largest multilateral fund to help developing countries tackle climate change.

    Such forecasts prompted a warning from its independent technical advisory panel and criticism by climate campaigners, but the GCF board nevertheless approved the financing at a meeting late last year, with GCF Executive Director Mafalda Duarte hailing it as a “milestone project”.

    A GCF spokesperson told Climate Home News its design “required the balanced optimisation of multiple objectives”, among them water security, financing considerations and climate-related benefits.

    Asked to respond to concerns about the project’s sustainability, a spokesperson for Jordan’s Ministry of Water and Irrigation said the plant is key to tackling the nation’s water deficit, in tandem with other steps to conserve supplies such as managing leaks.

    “We have carried out environmental impact studies for the Aqaba desalination plant,” the spokesperson added. “All donor countries reviewed and approved these studies.”

    Dry and getting drier

    Jordan is already one of the world’s most water-stressed countries, and climate change impacts mean the country of about 11 million people is getting less rain at a time of population growth, in part due to the arrival of refugees from the war in Syria.

    Half of Jordanian homes currently receive water for less than 24 hours a week and many pay to get tanker trucks to deliver extra water despite the high cost.

    “Every Jordanian living in a village or city … can feel, especially in the summer, that the amount of water reaching their home is not enough,” said University of Jordan water science professor Elias Salameh.

    Truck drivers stop for ice at a small ice-making factory in Al-Azraq city in Jordan on July 25, 2026 (Photo by Salah Malkawi/Getty Images)

    At the same time, heightened political tensions in the region are raising fears over a long-standing water supply accord with Israel.

    Prominent Israeli news outlet Ynet quoted government officials as saying last year that – until Jordan ends its criticism of Israel’s actions in Gaza – it would no longer send Jordan 100 million cubic metres of water a year, as it has been doing since 2021.

    Instead, media reports said Israel had decided to send just the 50 million cubic metres required by the 1994 Israel-Jordan peace agreement.

    That makes the desalination project all the more urgent, Motasem Saidan, a former water minister who pushed it forward, told Climate Home News.

    “Relying on neighbouring countries for sources of the most important resource for life is risky. You need to have self-sufficiency and water security,” Saidan added.

    Largest single GCF investment

    French multinationals Meridiam and Suez have been awarded the contract to lead construction of the desalination facility, which Suez says will be one of the largest of its kind globally.

    Scheduled for completion in 2030, it will turn 300 million cubic metres of seawater a year – enough to fill 120,000 Olympic-sized swimming pools – into drinking water, which will then be carried by pipeline more than 400 km across the desert to reservoirs near Amman, home to nearly half of Jordan’s population.

    The GCF will support it with a $220 million loan and a $75 million grant. While that represents a small share of the total cost, Duarte said last year it represented “the largest single investment in one project that we have made”.

    But the GCF’s decision to pour millions into the project followed strong criticism from climate campaigners, initial opposition from some of the fund’s board members and a warning by its independent technical advisory panel (ITAP) over its potential impact on emissions.

    The emissions it aims to avoid rest on the timely completion of a 65-km transmission line connecting the desalination plant to the solar farm. Without this, the plant will run entirely on Jordan’s gas-dominated grid, the ITAP said in its assessment report.

    Moreover, while the government plans to make the power supplied by the national grid greener in the years ahead, there is no guarantee this will be achieved, the report added.

    Such issues make the project “difficult to reconcile with climate finance objectives”, the ITAP said, adding there is a significant risk that “concessional resources could end up subsidising a high-carbon, high-cost water pathway”.

    Still, the ITAP concluded that “given the dire water situation in Jordan”, the project’s benefits outweighed those concerns and recommended approval to the board.

    Bigger renewables role deemed unfeasible

    The possibility of producing more of the plant’s electricity from solar power and batteries was dismissed by the project’s proposer and co-funder – the World Bank’s International Finance Corporation (IFC) – and the GCF as too expensive and impractical, a decision critics see as a wasted opportunity to shift to clean energy.

    The companies that carried out the project’s environmental and social impact assessment – Eco Consult and Energies Group – said the option of sourcing all power from renewables “was not studied in detail” because it was seen as unfeasible.

      Asked to comment, the GCF spokesperson said the fund supported that conclusion, citing renewable energy’s intermittency and noting that excess solar power produced would be wasted because there is no provision for it to be sold to the grid.

      “The optimum design of such a critical life-line desalination project for Jordan is fundamentally a whole-of-system water optimisation challenge rather than a standalone energy storage exercise,” the spokesperson said.

      Instead, the plan’s advocates have touted potential emissions reductions as the pipeline replaces water trucks. They say the solar farm set to supply more than a quarter of the desalination plant’s power will prevent 6.7 million tonnes of CO2-equivalent being emitted over its 26-year projected lifetime.

      Saidan, the former water minister, said the urgency of providing water must take priority over gas dependency concerns.

      “This is not the time to raise such issues,” he told Climate Home News.

      But Kostanta Rangelova, a global electricity analyst at think-tank Ember, said the plant could “easily” get at least 80% of its power from solar with batteries, pointing to Jordan’s abundant sunshine and the plunging costs of the equipment needed.

      Such systems are set to power large facilities elsewhere in the region, like a luxury Red Sea resort just over the Saudi border and a data centre near Abu Dhabi, she said. Jordan’s own energy sector strategy, published in May, lists increasing battery storage as a strategic target.

      Rangelova noted that with battery prices falling significantly in recent years, the cost of solar plus battery storage is now competitive with grid power in many places, particularly in countries like Jordan that have a lot of sun but currently rely on expensive imported gas.

      “With solar and batteries, Jordan (could) use homegrown electricity not just during daytime hours, but round-the-clock, which can significantly strengthen its energy security position,” she added.

      Lesser of two evils

      Using more renewables in the project could also help reduce demand for Israeli natural gas imports – a sensitive issue in Jordan.

      “[The desalination plant] will not be viable if we depend on gas supplied by the Israeli occupation,” Mahmoud Amin Al-Hayari, an activist with the General Trade Union of Electricity Workers in Jordan, told Climate Home News.

      Jordan’s government is working to develop new sources of gas imports to diversify its current supply, and also wants to boost domestic gas production, alongside renewables.

      In the meantime, Jordan’s National Electric Power Company (NEPCO) remains heavily dependent on Israeli gas for electricity generation, industry experts say. Latest government figures from 2024 show the country got 58% of its electric power from gas.

      Most of that gas is likely to be Israeli. “About 57% of the electricity that NEPCO supplies to distribution companies comes from gas imported from Israel,” a Jordanian energy and conflict analyst told Climate Home News, asking to speak anonymously due to the sensitivity of the subject.

      The spokesperson for Jordan’s Ministry of Water and Irrigation declined to comment on the source of the gas that would help power the Aqaba desalination project.

      The issue has gained attention due to several security-related gas supply disruptions from Israel related to the conflict in the Middle East.

      For countries like Jordan, a net fuel importer, the energy security case for boosting renewables is a no-brainer, said Ember’s Rangelova. “Unlike imported fossil fuels, the sun cannot be turned off,” she said.

      The post Jordan’s mega-plan for water security risks locking in fossil gas demand appeared first on Climate Home News.

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      Analysis: Wind and solar save UK from gas imports worth £5.9bn during Hormuz crisis

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      The UK has avoided the need for gas imports worth £5.9bn since the start of the Hormuz crisis as a result of record electricity generation from wind and solar, reveals Carbon Brief analysis.

      While gas prices are surging towards levels not seen since the 2022 energy crisis, the UK has been generating record amounts of power from wind and solar, up 14% year-on-year.

      This unprecedented clean-power generation is directly cutting the need for gas-fired electricity, which is down by nearly 10% year-on-year in 2026 to date.

      In total, wind and solar have generated a record 41% share of the UK’s electricity needs in 2026 to date, compared with 25% from gas, according to Carbon Brief’s analysis.

      The figure below shows that wind and solar generation has avoided the need for UK gas imports worth a total of £5.9bn since the outbreak of war between the US and Iran in February 2026.

      The analysis shows that these avoided gas imports would have required the UK to secure the equivalent of more than 100 additional tanker deliveries of liquefied natural gas (LNG).

      Record wind and solar have saved the UK from gas imports worth £5.9bn during Hormuz crisis

      The £1.3bn import saving in September 2026 to date is the result of record wind and solar output, at nearly 10 terawatt hours (TWh), combined with surging gas prices.

      Wholesale gas prices in the UK have remained elevated ever since Russia cut off supplies to Europe in the wake of its invasion of Ukraine in 2022. Gas averaged 90p per therm from 2023 until the start of this year, roughly three times above 2019 prices, before the Covid and Ukraine crises.

      Since the outbreak of war in the Middle East in March, gas prices have climbed higher still, averaging 134p per therm or nearly four times the level seen in 2019.

      In September 2026 to date, gas prices have averaged 189p per therm, reaching their highest level since the global energy crisis in 2022, as shown in the figure below.

      UK gas prices have surged to levels not seen since the global energy crisis in 2022

      UK gas prices are spiking again because winter is approaching – meaning higher demand for heating – and there is no end in sight for the Hormuz crisis.

      At the same time, European gas stocks are low. This means Europe will have to compete with Asia to secure the cargoes of LNG needed to keep warm.

      In the UK, high wholesale gas prices are hitting household gas bills under the price cap set by energy regulator Ofgem – but thanks to clean energy, electricity bills have barely increased.

      From this Thursday, 1 October, typical household gas bills will be 33% higher than they were in April, some £200 per year, according to thinktank Nesta.

      In contrast, household electricity bills will only have risen 4%, according to Nesta’s analysis.

      Andrew Sissons, director for sustainable future at Nesta, explained in a social media post that “the link between electricity and gas prices has already begun to break”.

      The UK and other fossil-fuel importing nations are being hit not only by high gas prices, but also by high prices for oil, diesel and other refined fuels. The EU has reportedly had to pay an extra €100bn for fossil-fuel imports since the start of the crisis.

      For example, UK diesel prices this week hit record levels of nearly £2 per litre. In contrast, recent Carbon Brief analysis shows that electric cars are up to nine times cheaper to drive.

      In her speech to the Labour party conference this week, energy secretary Miatta Fahnbulleh said that energy bills were high because the UK is “exposed to global fossil-fuel markets”.

      In his own conference speech, prime minister Andy Burnham said the expansion of clean energy was easing the impact of high gas prices on electricity bills. He said:

      “We are already taking more control of our electricity prices with a massive expansion of home-grown renewables and nuclear. I have asked Miatta to speed up the breaking of the link between what we pay for power at home and the international gas market, to get bills down.”

      The post Analysis: Wind and solar save UK from gas imports worth £5.9bn during Hormuz crisis appeared first on Carbon Brief.

      Analysis: Wind and solar save UK from gas imports worth £5.9bn during Hormuz crisis

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