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Climate

Revolutionizing Forest Carbon Measurement with Space-Laser AI Technology

A pioneering study reveals how archaeologists’ satellite tools can be repurposed to tackle climate change. By using AI and satellite LiDAR imagery from NASA and ESA, researchers have found a faster, more accurate way to map forest biomass critical for tracking carbon. This innovative fusion of space tech and machine learning could revolutionize how we manage and preserve forests in a warming world.

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Revolutionizing Forest Carbon Measurement with Space-Laser AI Technology

Forests are often referred to as the lungs of our planet, storing roughly 80 percent of the world’s terrestrial carbon and playing a critical role in regulating Earth’s climate. To understand this vital component of our ecosystem, researchers have been working tirelessly to develop more accurate and efficient methods for measuring forest carbon cycles.

A recent study by Hamdi Zurqani, an assistant professor of geospatial science at the University of Arkansas, has taken a significant leap forward in this endeavor. By integrating open-access satellite data with artificial intelligence algorithms on Google Earth Engine, researchers can now quickly and accurately map large-scale forest aboveground biomass, even in remote areas where accessibility is often an issue.

The study utilized information from NASA’s Global Ecosystem Dynamics Investigation LiDAR (GEDI), which features three lasers installed on the International Space Station. This system allows for precise measurements of three-dimensional forest canopy height, vertical structure, and surface elevation. Additionally, imagery data from the European Space Agency’s Copernicus Sentinel satellites – Sentinel-1 and Sentinel-2 – were combined with the 3D imagery from GEDI to improve the accuracy of biomass estimations.

The study tested four machine learning algorithms to analyze the data: Gradient tree boosting, random forest, classification and regression trees (CART), and support vector machine. Gradient tree boosting achieved the highest accuracy score and lowest error rates, while random forest came in second as a reliable but slightly less precise option. CART provided reasonable estimates but tended to focus on a smaller subset, highlighting that not all AI models are equally suited for estimating aboveground forest biomass.

The most accurate predictions came from combining Sentinel-2 optical data, vegetation indices, topographic features, and canopy height with the GEDI LiDAR dataset serving as the reference input for both training and testing the machine learning models. This demonstrates the importance of multi-source data integration in achieving reliable biomass mapping.

This breakthrough has significant implications for better accounting of carbon and improved forest management on a global scale. With more accurate assessments, governments and organizations can precisely track carbon sequestration and emissions from deforestation to inform policy decisions.

While there are still challenges remaining, such as the impact weather can have on satellite data and the lack of high-resolution LiDAR coverage in some regions, researchers like Zurqani are pushing forward with innovative solutions. Future research may explore deeper AI models, such as neural networks, to refine predictions further.

As climate change intensifies, technology like this will be indispensable in safeguarding our forests and the planet. The revolutionized forest carbon measurement technology is a beacon of hope for a more sustainable future, where we can harness the power of innovation to protect our environment and ensure a better tomorrow for generations to come.

Climate

“Hidden Wonders: Scientists Stunned by Colossal Formations Under the North Sea”

Beneath the North Sea, scientists have uncovered colossal sand formations, dubbed “sinkites,” that have mysteriously sunk into lighter sediments, flipping the usual geological order. Formed millions of years ago by ancient earthquakes or pressure shifts, these giant structures could reshape how we locate oil, gas, and safe carbon storage sites. The discovery not only challenges established geology but also introduces a new partner phenomenon, “floatites,” and sparks debate among experts.

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The discovery of hundreds of colossal sand formations beneath the North Sea has left scientists stunned. Using advanced 3D seismic imaging and data from numerous wells, researchers from The University of Manchester have uncovered vast mounds of sand that appear to defy fundamental geological principles.

These massive formations, dubbed “sinkites,” are estimated to be several kilometers wide and seem to have sunk downward, displacing older, lighter materials beneath them. This phenomenon is known as stratigraphic inversion, where younger rocks typically rest on top of older ones. However, the sinkites have reversed this order on an unprecedented scale.

The researchers believe that these structures formed millions of years ago during periods of earthquakes or sudden shifts in underground pressure, which may have caused the sand to liquefy and sink through natural fractures in the seabed. This process displaced the underlying ooze rafts – composed largely of microscopic marine fossils – sending them floating upwards, creating lighter features known as “floatites.”

The implications of this discovery are far-reaching, particularly for carbon storage. Understanding how fluids and sediments move around in the Earth’s crust can significantly change how we assess underground reservoirs, sealing, and fluid migration. This knowledge could help predict where oil and gas might be trapped and ensure safe storage of carbon dioxide.

Professor Mads Huuse from The University of Manchester, lead author of the study, emphasized that this discovery reveals a geological process previously unseen on such a scale. “We’ve found structures where dense sand has sunk into lighter sediments, effectively flipping the conventional layers we’d expect to see and creating huge mounds beneath the sea.”

As researchers continue to document other examples of this phenomenon and assess its impact on our understanding of subsurface reservoirs and sealing intervals, time will tell just how widely applicable the model is. The study has been published in the journal Communications Earth & Environment.

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Climate

332 Colossal Canyons Just Revealed Beneath Antarctica’s Ice

Deep beneath the Antarctic seas lies a hidden network of 332 colossal submarine canyons, some plunging over 4,000 meters, revealed in unprecedented detail by new high-resolution mapping. These underwater valleys, shaped by glacial forces and powerful sediment flows, play a vital role in transporting nutrients, driving ocean currents, and influencing global climate. Striking differences between East and West Antarctica’s canyon systems offer clues to the continent’s ancient ice history, while also exposing vulnerabilities as warm waters carve away at protective ice shelves.

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The discovery of 332 colossal submarine canyons beneath Antarctica’s ice has shed new light on the mysteries of our planet’s ocean floors. A recent article published in Marine Geology has brought together the most detailed catalogue to date of Antarctic submarine canyons, identifying a total of 332 canyon networks that reach depths of over 4,000 meters. This find is five times as many canyons as previous studies had identified.

The catalogue was produced by researchers David Amblàs and Riccardo Arosio from the University of Barcelona and University College Cork respectively. Their study shows that Antarctic submarine canyons may have a more significant impact than previously thought on ocean circulation, ice-shelf thinning, and global climate change, especially in vulnerable areas such as the Amundsen Sea and parts of East Antarctica.

Submarine canyons are valleys carved into the seafloor that play a decisive role in ocean dynamics. They transport sediments and nutrients from the coast to deeper areas, connect shallow and deep waters, and create habitats rich in biodiversity. Despite their ecological, oceanographic, and geological value, submarine canyons remain underexplored, especially in polar regions.

The Antarctic canyons resemble those in other parts of the world but tend to be larger and deeper due to the prolonged action of polar ice and immense volumes of sediment transported by glaciers to the continental shelf. The steep slopes of the submarine terrain combined with the abundance of glacial sediments amplifies the effects of turbidity currents, which carry suspended sediments downslope at high speed, eroding the valleys they flow through.

The new study uses Version 2 of the International Bathymetric Chart of the Southern Ocean (IBCSO v2), the most complete and detailed map of the seafloor in this region. It describes 15 morphometric parameters that reveal striking differences between canyons in East and West Antarctica.

Some of the submarine canyons analyzed reach depths of over 4,000 meters, with the most spectacular being in East Antarctica. These canyons are characterized by complex, branching canyon systems that often begin with multiple canyon heads near the edge of the continental shelf and converge into a single main channel that descends into the deep ocean.

In contrast, West Antarctic canyons are shorter and steeper, with V-shaped cross sections. This morphological difference supports the idea that the East Antarctica Ice Sheet originated earlier and has experienced a more prolonged development.

The study also highlights the importance of submarine canyons in facilitating water exchange between the deep ocean and the continental shelf. They allow cold, dense water formed near ice shelves to flow into the deep ocean and form Antarctic Bottom Water, which plays a fundamental role in ocean circulation and global climate.

Additionally, these canyons channel warmer waters such as Circumpolar Deep Water from the open sea toward the coastline. This process drives the basal melting and thinning of floating ice shelves, which are critical for maintaining the stability of Antarctica’s interior glaciers.

The study emphasizes that current ocean circulation models do not accurately reproduce the physical processes that occur at local scales between water masses and complex topographies like canyons. These processes include current channeling, vertical mixing, and deep-water ventilation, which are essential for the formation and transformation of cold, dense water masses like Antarctic Bottom Water.

The researchers conclude that further gathering of high-resolution bathymetric data in unmapped areas, observational data both in situ and via remote sensors, and improvement of climate models will be necessary to better represent these processes and increase the reliability of projections on climate change impacts.

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Climate

The Oceans Are Overheating: Scientists Warn of a Climate Tipping Point

In 2023, the world’s oceans experienced the most intense and widespread marine heatwaves ever recorded, with some events persisting for over 500 days and covering nearly the entire globe. These searing ocean temperatures are causing mass coral bleaching and threatening fisheries, while also signaling deeper, system-wide climate changes.

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The world’s oceans have reached unprecedented levels of heat, according to a recent study. The research reveals that the 2023 global marine heatwaves (MHWs) were more intense, prolonged, and widespread than ever recorded before. This phenomenon poses significant threats to marine life and has severe economic implications for industries like fisheries and aquaculture.

Marine heatwaves are episodes of abnormally warm ocean temperatures that can last for months. They often result in mass coral bleaching events and the death of countless marine species. Climate change is driving an alarming increase in these events, making it essential to understand their causes and consequences.

The 2023 MHWs affected regions across the globe, including the North Atlantic, Tropical Pacific, South Pacific, and North Pacific. However, researchers have struggled to pinpoint the exact drivers behind these events. To shed more light on this issue, scientists analyzed satellite data and ocean reanalysis information from various sources, including the ECCO2 project.

The results showed that the 2023 MHWs set new records for intensity, duration, and geographic extent. They lasted four times longer than the historical average and covered an astonishing 96% of the world’s oceans. The most significant warming occurred in the North Atlantic, Tropical Eastern Pacific, North Pacific, and Southwest Pacific regions.

Researchers discovered that increased solar radiation due to reduced cloud cover, weakened winds, and ocean current anomalies contributed to the formation and persistence of these events. These findings suggest a fundamental shift in ocean-atmosphere dynamics, which may be an early warning sign of an approaching climate tipping point.

The consequences of this tipping point could be catastrophic for marine ecosystems, global economies, and human societies as a whole. It is crucial that policymakers and researchers work together to address the root causes of these heatwaves and develop strategies to mitigate their impact.

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