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Researchers are using satellite images and AI-powered modelling to map global mining activity, seeking to plug gaps in existing data as the rush for “transition minerals” fuels concerns about the industry’s impact on the environment and local communities.

Countries are scrambling to shore up supplies of metals vital for the transition to renewables, such as lithium used in electric vehicle (EV) batteries, and copper – used in solar panels and wind turbines, many of which are produced in environmentally sensitive areas.

“New mines will likely be in areas of high biodiversity, or where water and Indigenous rights are at stake,” project lead Victor Maus from the Vienna University of Economics and Business told Climate Home News.

More than half of energy transition mineral resources are located on or near the lands of Indigenous peoples and subsistence farmers, according to a 2022 study published in the Nature journal.

“Monitoring those impacts is critical,” said Maus, whose team members have identified massive gaps in current data when it comes to what, how and even where minerals are being extracted around the world.

    During a previous project, they compared global satellite imagery of 120,000 square kilometres of visible mine footprints with the S&P Capital IQ Pro database of mining production. The results were stark. More than half of the mining areas identified from space had no corresponding production data in the official record.

    To address these gaps, Maus and his team are building a mining database using satellite images. The project, which is part of the European Union-funded Mine the Gap initiative, will be a vital tool for policymakers and help foster transparency in the mining industry, he added.

    “We’re hoping to create not only a research tool but also a means of validating and complementing what companies report, supporting greater transparency across the sector.”

    Mapping environmental impact

    As well as counting mines and assessing overall production, the database will give a clearer picture about where the biggest environmental and social risks lie by tracking land use around mines, waste generation and signs of environmental degradation.

    “Simply knowing how much is being produced isn’t a direct measurement of impact,” said Tim Werner, a senior lecturer at The University of Melbourne who has worked with Maus on previous research into critical minerals.

    “We simply don’t have all the information we need to scientifically prove where impacts for one area are worse than others. This is a big problem for strategic environmental management at national and global scales,” he added, describing the data gaps as “mind-boggling”.

    A range of satellites are being used to collect the required information, including multispectral imagery, radar and hyperspectral sensors, collected from sources including the EU’s Sentinel constellation and German DLR satellites, chosen for their global coverage and accuracy.

    AI will then be used to scan these images, learning how to identify and track potential issues as the project develops.

    The challenges of collecting mining data

    There have been previous attempts to map the overlap between energy transition mineral mines and key biodiversity hotspots in different mineral-rich countries, as well as industry efforts to plug the gaps in data about global mining production.

    But past efforts to map global mining more accurately have struggled to document small-scale and artisanal mining operations, which are often unregulated despite their significant social and environmental impacts.

      In September, the International Council on Mining and Metals (ICMM) launched its global mining database – reportedly the most comprehensive mining resource to date, with information about more than 15,000 active facilities in 151 countries, but it does not include informal mining sites.

      “We had to draw some scope boundaries,” said Emma Gagen, the ICMM’s data and research director. “The industry is huge and that’s been the challenge this whole time – people haven’t tried to collect this data before because it’s so vast.”

      The case for clearer global standards

      Despite such data initiatives, which reflect growing pressure on the industry to clean up its act, researchers say structural and legislative changes will be needed to reduce the harms caused by mining.

      Gagen said more uniform regulatory standards would “drive performance improvements across the industry.”

      “What’s most needed is alignment,” Maus said. “Clearer global standards on what should be measured and reported, and policies that encourage disclosure of mining data.”

      For Maus and his team, having an accurate picture is a crucial first step.

      “If we don’t even know how many materials are being produced, we’ve got very little basis to even understand the scale of possible impacts in an area,” Werner said.


      Main image: Satellite image showing the expansion of nickel mining in Sulawesi, Indonesia (Photo: Sentinel-2 cloudless by EOX IT Services GmbH, which contains modified Copernicus Sentinel data 2024)

      The post AI and satellite data help researchers map world’s transition minerals rush appeared first on Climate Home News.

      AI and satellite data help researchers map world’s transition minerals rush

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      On the Farm, the Hidden Climate Cost of America’s Broken Health Care System

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      American farmers are drowning in health insurance costs, while their German counterparts never worry about medical bills. The difference may help determine which country’s small farms are better prepared for a changing climate.

      Samantha Kemnah looked out the foggy window of her home in New Berlin, New York, at the 150-acre dairy farm she and her husband, Chris, bought last year. This winter, an unprecedented cold front brought snowstorms and ice to the region.

      On the Farm, the Hidden Climate Cost of the Broken U.S. Health Care System

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      A Little-Used Maneuver Could Mean More Drilling and Mining in Southern Utah’s Redrock Country

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      Two Utah Congress members have introduced a resolution that could end protections for Grand Staircase-Escalante National Monument. Conservation groups worry similar maneuvers on other federal lands will follow.

      Lawmakers from Utah have commandeered an obscure law to unravel protections for the Grand Staircase-Escalante National Monument, potentially delivering on a Trump administration goal of undoing protections for public conservation lands across the country.

      A Little-Used Maneuver Could Mean More Drilling and Mining in Southern Utah’s Redrock Country

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      Heatwaves driving recent ‘surge’ in compound drought and heat extremes

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      Drought and heatwaves occurring together – known as “compound” events – have “surged” across the world since the early 2000s, a new study shows. 

      Compound drought and heat events (CDHEs) can have devastating effects, creating the ideal conditions for intense wildfires, such as Australia’s “Black Summer” of 2019-20 where bushfires burned 24m hectares and killed 33 people.

      The research, published in Science Advances, finds that the increase in CDHEs is predominantly being driven by events that start with a heatwave.

      The global area affected by such “heatwave-led” compound events has more than doubled between 1980-2001 and 2002-23, the study says.

      The rapid increase in these events over the last 23 years cannot be explained solely by global warming, the authors note.

      Since the late 1990s, feedbacks between the land and the atmosphere have become stronger, making heatwaves more likely to trigger drought conditions, they explain.

      One of the study authors tells Carbon Brief that societies must pay greater attention to compound events, which can “cause severe impacts on ecosystems, agriculture and society”.

      Compound events

      CDHEs are extreme weather events where drought and heatwave conditions occur simultaneously – or shortly after each other – in the same region.

      These events are often triggered by large-scale weather patterns, such as “blocking” highs, which can produce “prolonged” hot and dry conditions, according to the study.

      Prof Sang-Wook Yeh is one of the study authors and a professor at the Ewha Womans University in South Korea. He tells Carbon Brief:

      “When heatwaves and droughts occur together, the two hazards reinforce each other through land-atmosphere interactions. This amplifies surface heating and soil moisture deficits, making compound events more intense and damaging than single hazards.”

      CDHEs can begin with either a heatwave or a drought.

      The sequence of these extremes is important, the study says, as they have different drivers and impacts.

      For example, in a CDHE where the heatwave was the precursor, increased direct sunshine causes more moisture loss from soils and plants, leading to a drought.

      Conversely, in an event where the drought was the precursor, the lack of soil moisture means that less of the sun’s energy goes into evaporation and more goes into warming the Earth’s surface. This produces favourable conditions for heatwaves.

      The study shows that the majority of CDHEs globally start out as a drought.

      In recent years, there has been increasing focus on these events due to the devastating impact they have on agriculture, ecosystems and public health.

      In Russia in the summer of 2010, a compound drought-heatwave event – and the associated wildfires – caused the death of nearly 55,000 people, the study notes.

      Saint Basil's Cathedral, on Red Square, in Moscow, was affected by smog during the fires in Russia in the summer of 2010.
      Saint Basil’s Cathedral, on Red Square, in Moscow, was affected by smog during the fires in Russia in the summer of 2010. Credit: ZUMA Press, Inc. / Alamy Stock Photo

      The record-breaking Pacific north-west “heat dome” in 2021 triggered extreme drought conditions that caused “significant declines” in wheat yields, as well as in barley, canola and fruit production in British Columbia and Alberta, Canada, says the study.

      Increasing events

      To assess how CDHEs are changing, the researchers use daily reanalysis data to identify droughts and heatwaves events. (Reanalysis data combines past observations with climate models to create a historical climate record.) Then, using an algorithm, they analyse how these events overlap in both time and space.

      The study covers the period from 1980 to 2023 and the world’s land surface, excluding polar regions where CDHEs are rare.

      The research finds that the area of land affected by CDHEs has “increased substantially” since the early 2000s.

      Heatwave-led events have been the main contributor to this increase, the study says, with their spatial extent rising 110% between 1980-2001 and 2002-23, compared to a 59% increase for drought-led events.

      The map below shows the global distribution of CDHEs over 1980-2023. The charts show the percentage of the land surface affected by a heatwave-led CDHE (red) or a drought-led CDHE (yellow) in a given year (left) and relative increase in each CDHE type (right).

      The study finds that CDHEs have occurred most frequently in northern South America, the southern US, eastern Europe, central Africa and south Asia.

      Charts showing spatial and temporal occurrences over study period
      Spatial and temporal occurrence of compound drought and heatwave events over the study period from 1980 to 2023. The map (top) shows CDHEs around the world, with darker colours indicating higher frequency of occurrence. The chart in the bottom left shows how much land surface was affected by a compound event in a given year, where red accounts for heatwave-led events, and yellow, drought-led events. The chart in the bottom right shows the relative increase of each CDHE type in 2002-23 compared with 1980-2001. Source: Kim et al. (2026)

      Threshold passed

      The authors explain that the increase in heatwave-led CDHEs is related to rising global temperatures, but that this does not tell the whole story.

      In the earlier 22-year period of 1980-2001, the study finds that the spatial extent of heatwave-led CDHEs rises by 1.6% per 1C of global temperature rise. For the more-recent period of 2022-23, this increases “nearly eightfold” to 13.1%.

      The change suggests that the rapid increase in the heatwave-led CDHEs occurred after the global average temperature “surpasse[d] a certain temperature threshold”, the paper says.

      This threshold is an absolute global average temperature of 14.3C, the authors estimate (based on an 11-year average), which the world passed around the year 2000.

      Investigating the recent surge in heatwave-leading CDHEs further, the researchers find a “regime shift” in land-atmosphere dynamics “toward a persistently intensified state after the late 1990s”.

      In other words, the way that drier soils drive higher surface temperatures, and vice versa, is becoming stronger, resulting in more heatwave-led compound events.

      Daily data

      The research has some advantages over other previous studies, Yeh says. For instance, the new work uses daily estimations of CDHEs, compared to monthly data used in past research. This is “important for capturing the detailed occurrence” of these events, says Yeh.

      He adds that another advantage of their study is that it distinguishes the sequence of droughts and heatwaves, which allows them to “better understand the differences” in the characteristics of CDHEs.

      Dr Meryem Tanarhte is a climate scientist at the University Hassan II in Morocco, and Dr Ruth Cerezo Mota is a climatologist and a researcher at the National Autonomous University of Mexico. Both scientists, who were not involved in the study, agree that the daily estimations give a clearer picture of how CDHEs are changing.

      Cerezo-Mota adds that another major contribution of the study is its global focus. She tells Carbon Brief that in some regions, such as Mexico and Africa, there is a lack of studies on CDHEs:

      “Not because the events do not occur, but perhaps because [these regions] do not have all the data or the expertise to do so.”

      However, she notes that the reanalysis data used by the study does have limitations with how it represents rainfall in some parts of the world.

      Compound impacts

      The study notes that if CDHEs continue to intensify – particularly events where heatwaves are the precursors – they could drive declining crop productivity, increased wildfire frequency and severe public health crises.

      These impacts could be “much more rapid and severe as global warming continues”, Yeh tells Carbon Brief.

      Tanarhte notes that these events can be forecasted up to 10 days ahead in many regions. Furthermore, she says, the strongest impacts can be prevented “through preparedness and adaptation”, including through “water management for agriculture, heatwave mitigation measures and wildfire mitigation”.

      The study recommends reassessing current risk management strategies for these compound events. It also suggests incorporating the sequences of drought and heatwaves into compound event analysis frameworks “to enhance climate risk management”.

      Cerezo-Mota says that it is clear that the world needs to be prepared for the increased occurrence of these events. She tells Carbon Brief:

      “These [risk assessments and strategies] need to be carried out at the local level to understand the complexities of each region.”

      The post Heatwaves driving recent ‘surge’ in compound drought and heat extremes appeared first on Carbon Brief.

      Heatwaves driving recent ‘surge’ in compound drought and heat extremes

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