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A Fourier Neural Operator Surrogate Model for nonlinear Electrical Resistivity Tomography

Geophysical Journal International - Tue, 01/20/2026 - 00:00
SummaryElectrical resistivity tomography (ERT) is used to infer the subsurface resistivity structure. ERT requires solving a nonlinear inverse problem that is often approximated as linear to reduce computational time. However, the approximation requires assumptions that cause limitations for the data analysis. Most of the computational time is due to the forward problem that requires solving the Poisson equation. Recently, similar forward problems have been shown to be replaceable with a surrogate model of lower computational cost. We present a geoelectric surrogate based on Fourier Neural Operators (FNO) and demonstrate a successful application in nonlinear inversion. The standard deviation of the surrogate prediction error for unseen samples is <5%. Furthermore, the surrogate reduces computational time by over three orders of magnitude per realization, enabling ERT for previously intractable settings. We apply the surrogate in Markov chain Monte Carlo (MCMC) inversion of simulated data. The results resolve sharp resistivity changes with plausible uncertainties.

Ecosystem productivity shapes how soil microbes store or release carbon, challenging old assumptions

Phys.org: Earth science - Mon, 01/19/2026 - 21:46
Soils store more carbon than the atmosphere and vegetation combined, with soil microorganisms playing the main role. As a result, the global soil carbon cycle—by which carbon enters, moves through, and leaves soils worldwide—exerts a significant impact on climate change feedback.

Ancient CO₂ surge triggered widespread forest fires and erosion 56 million years ago

Phys.org: Earth science - Mon, 01/19/2026 - 20:00
The climate warmed up almost as quickly 56 million years ago as it is doing now. When a huge amount of CO2 entered the atmosphere in a short period of time, it led to large-scale forest fires and erosion. Mei Nelissen, Ph.D. candidate at NIOZ and UU, and her colleagues were able to see this very clearly in the layers of sediment drilled off the Norwegian coast. The research was published in Proceedings of the National Academy of Sciences on January 19.

What deep sea mud is revealing about giant earthquakes along the Pacific Coast

Phys.org: Earth science - Mon, 01/19/2026 - 19:44
Marine turbidites are layers of mud and sand deposited on the deep ocean floor by massive underwater landslides and are often used as a historical record for reconstructing earthquake histories.

Mount Fuji's unique clouds: Research provides insights into frequency and formation conditions

Phys.org: Earth science - Mon, 01/19/2026 - 19:07
Researchers at the University of Tsukuba conducted a three-year observational study (January 2019–December 2021) using a network of live cameras to monitor characteristic clouds around Mount Fuji.

3D mapping of fault beneath Marmara Sea reveals likely sites for future earthquakes

Phys.org: Earth science - Mon, 01/19/2026 - 16:46
According to researchers from Science Tokyo, a new three-dimensional model of the fault beneath the Marmara Sea in Turkey reveals where a future major earthquake could take place. Using electromagnetic measurements, the team mapped hidden structures that help explain how earthquakes initiate and where ruptures could occur in this region.

Scientists trace microplastics in fertilizer from fields to the beach

Phys.org: Earth science - Mon, 01/19/2026 - 16:40
Researchers from Tokyo Metropolitan University have studied how polymer-coated fertilizer (PCF) applied to fields ends up on beaches and in the sea. They studied PCF deposits on beaches around Japan, finding that only 0.2% of used PCFs are washed into rivers and returned to the coastline. When there are canals connecting fields to the sea, this rises to 28%.

Calm seas can drive coral bleaching, research reveals

Phys.org: Earth science - Mon, 01/19/2026 - 15:20
New research by Monash University and the ARC Center of Excellence for the Weather of the 21st Century analyzed close to three decades of weather data during the coral bleaching season and identified the prevalence of "doldrum days," and the absence of the trade winds, as a key factor in the mass bleaching events threatening the Great Barrier Reef.

Japan Trench geology confirmed as key driver of 2011 megaquake

Phys.org: Earth science - Mon, 01/19/2026 - 15:20
Geologists from Heriot-Watt are part of an international research team that has confirmed why the 2011 Tōhoku earthquake off northeast Japan behaved in such an extreme and destructive way.

Wildfires trigger massive soil loss for decades, new global map shows

Phys.org: Earth science - Mon, 01/19/2026 - 15:04
Wildfires are devastating events that destroy forests, burn homes and force people to leave their communities. They also have a profound impact on local ecosystems. But there is another problem that has been largely overlooked until now. When rain falls on the charred landscapes, it increases surface runoff and soil erosion that can last for decades, according to a new study published in Nature Geoscience.

Geoscientists use satellite data to determine how water shapes the land

Phys.org: Earth science - Mon, 01/19/2026 - 14:59
What's the shape of water? In 2022, NASA launched the Surface Water and Ocean Topography (SWOT) satellite to answer this question by precisely measuring the height and extent of bodies of water. Virginia Tech geoscientists are using the same satellite to ask a related question: How is water shaping the land?

Cigarette filters: An underestimated source of microplastic pollution

Phys.org: Earth science - Mon, 01/19/2026 - 14:22
It is well known that discarded cigarette butts release nicotine, heavy metals and other toxins into the environment, including natural water systems. Less understood, however, is what happens to the plastic-based filters that shed these chemicals.

As EPA ponders Clean Water Act, activists say business eclipsing environment

Phys.org: Earth science - Mon, 01/19/2026 - 11:27
The long-term health of the ocean off the coast of Southern California, and the health of the region's freshwater streams and rivers and lakes, soon could hinge on the Trump administration's definition of a single word: ditch.

Landslides triggered by Typhoon Doksuri in northern China in July 2023

EOS - Mon, 01/19/2026 - 08:31

New research indicates that over 100,000 landslides were triggered by a single rainstorm.

Back in July 2023, the remnants of Typhoon Doksuri swept across northern China, bringing exceptional rainfall. I briefly covered this at the time, but there was a lack of clear information about the impacts.

A technical note has been published in the journal Landslides in the last few days (Xie et al. 2026) [this link should allow you to access the paper behind the paywall), which provides greater clarity on what occurred. And the picture is remarkable.

The authors have undertaken detailed mapping of the landslides triggered by Typhoon Doksuri, identifying 104,555 landslides. The authors describe this as “the largest rainfall-induced landslide event in North China to date”.

To give an idea if the scale of this event, the image below shows just a small part of the affected area, centred on [39.9530, 116.04518]. This is a Planet Labs image captured on 25 July 2023, just before the rainfall:-

Satellite image of a part of northern China before Typhoon Doksuri. Image copyright Planet Labs, captured on 25 July 2023, used with permission.

And here is the same area after Typhoon Doksuri:-

Satellite image of a part of northern China after Typhoon Doksuri. Image copyright Planet Labs, captured on 16 August 2023, used with permission.

And here is a slider to allow the images to be compared:-

Images copyright Planet Labs, used with permission.

The situation will be familiar to regular readers of this blog – intense rainfall has triggered multiple shallow landslides in steep terrain, which have then coalesced to form channelised debris flows with high mobility and a long runout. Note the way that these debris flows have entered the populated area – in some cases the damage looks very serious:-

Satellite image of a part of northern China after Typhoon Doksuri showing debris flows in populated areas. Image copyright Planet Labs, captured on 16 August 2023, used with permission.

These landslides were triggered by extreme rainfall – Xie et al. (2026) suggest that some areas received over 400 mm in a seven day period, and over 200 mm in 24 hours.

It was not the aim of this paper to consider the cost of these landslides, but this must have been substantial. A paper in Mandarin (Yang et al. 2023) on the meteorology of this event notes that:

“According to incomplete statistics (as of August 10, 2023), the continuous heavy rainfall affected 3.8886 million people in 110 counties (cities, districts) of Hebei Province, causing direct economic losses of 95.811 billion yuan, 29 deaths, and 16 missing persons. It is necessary to review and summarize the precipitation characteristics and weather causes of this event to provide a reference for forecasting extreme torrential rainstorms in North China.”

This translates to US$13.7 billion.

References
Xie, C., Huang, Y., Xu, C. et al. 2026. Over 100,000 landslides triggered by typhoon-induced rainfall in North China in July 2023Landslides. https://doi.org/10.1007/s10346-026-02698-w

Yang, X. et al. 2023. Evolution characteristics and formation of the July 2023 severe torrential rain on the eastern foothills of Taihang mountains in Hebei Province.
Meteorological Monthly, 49, 1451-1467. (in Chinese). https://doi.org/10.7519/j.issn.1000-0526.2023.102301

Thanks as ever to the kind people at Planet Labs for providing access to their amazing imagery.

Return to The Landslide Blog homepage Text © 2026. The authors. CC BY-NC-ND 3.0
Except where otherwise noted, images are subject to copyright. Any reuse without express permission from the copyright owner is prohibited.

Q&A: An ice core library in Antarctica may save humanity's climate memory

Phys.org: Earth science - Sun, 01/18/2026 - 21:10
On Wednesday, January 14, 2026, the coolest library on Earth was inaugurated at the Concordia station, Antarctica. Samples from glaciers rescued worldwide are now beginning to be stored there for safekeeping. This will allow, among other things, future generations to continue studying traces of past climates trapped under ice, as glaciers on every continent continue to thaw out at a fast pace.

Scientists map key oceanic unknowns in climate interventions

Phys.org: Earth science - Sat, 01/17/2026 - 21:10
As Earth warms due to climate change, oceans are heating up, becoming more acidic, and losing oxygen. These changes threaten marine life, food webs, and global fisheries. Scientists agree that cutting greenhouse gas emissions is essential, but current efforts are not enough to keep global warming below the 1.5–2 degrees Celsius targets set by the Paris Agreement. Because of this, researchers are exploring climate intervention strategies as possible additions to emissions cuts.

New study reveals global patterns of plant intrinsic water-use efficiency

Phys.org: Earth science - Sat, 01/17/2026 - 20:10
Intrinsic water-use efficiency (iWUE) reflects how efficiently plants assimilate carbon relative to water loss at the leaf level. While widely studied using carbon isotope and gas-exchange measurements, most existing knowledge is derived from local observations.

'Cosmic clock' reveals Australian landscapes' history and potential future

Phys.org: Earth science - Sat, 01/17/2026 - 17:10
Curtin University researchers have demonstrated a new way to uncover the ancient history of Australia's landscapes, which could offer crucial insights into how our environment responds to geological processes and climate change and even where deposits of valuable minerals may be found.

New interactive map models dust exposure from shrinking Great Salt Lake

Phys.org: Earth science - Fri, 01/16/2026 - 19:18
Most people can imagine why a shrinking Great Salt Lake would mean unhealthy dust storms for the Wasatch Front, or why refilling the lake through water conservation could reduce dust exposure. Now, there is a data-based modeling tool to visualize it, hosted at the University of Utah's Wilkes Center for Climate Science & Policy.

New temperature record challenges extreme high-latitude warmth paradigm

Phys.org: Earth science - Fri, 01/16/2026 - 16:59
Reliable predictions of how the Earth's climate will respond as atmospheric carbon dioxide levels increase are based on climate models. These models, in turn, are based on data from past geological times in which the CO2 content in the Earth's atmosphere changed in a similar way to today and the near future. The data originate from measurable indicators (proxies), the interpretation of which is used to reconstruct the climate of the past.

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