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Densifying argyrodite could prevent dendrite formation in all-solid-state batteries

All-solid-state batteries are emerging energy storage solutions in which flammable liquid electrolytes are substituted by solid materials that conduct lithium ions. In addition to being safer than lithium-ion batteries (LIBs) and other batteries based on liquid electrolytes, all-solid-state batteries could exhibit greater energy densities, longer lifespans and shorter charging times.

Despite their potential, most all– introduced to date do not perform as well as expected. One main reason for this is the formation of so-called lithium dendrites, needle-like metal structures that form when the lithium inside the batteries is unevenly deposited during charging.

These structures can pierce solid electrolytes, which can adversely impact the performance of batteries and potentially elicit dangerous reactions. Identifying strategies to prevent the formation of dendrites in solid electrolytes, while also achieving high energy densities and overall battery performance is thus of key importance to enable the commercialization and widespread deployment of all-solid-state batteries.

Silver-nanoring coating points to ‘self-regulating’ smart windows—without power or tinting

A new Danish research breakthrough could make buildings far more energy-efficient in the future. Researchers from Aarhus University’s Interdisciplinary Nanoscience Center (iNANO) have developed a light-responsive hybrid material based on so-called silver nanorings that automatically responds to solar intensity and regulates how much heat penetrates through windows.

The microscopic silver rings increasingly block near-infrared light as sunlight becomes stronger—without making the glass less transparent.

The technology functions without the use of power, sensors, or electronics—and could potentially be applied as a window coating in, for example, and modern residential buildings where large glass areas are common and heat radiation from the sun can be a challenge. This makes the solution particularly relevant at a time when for cooling exceeds the need for heating in large parts of the world.

Data from dark-energy observatories indicate universe may ‘end in a big crunch’ at 33 billion years old

The universe is approaching the midpoint of its 33-billion-year lifespan, a Cornell physicist calculates with new data from dark-energy observatories. After expanding to its peak size about 11 billion years from now, it will begin to contract—snapping back like a rubber band to a single point at the end.

Palladium filters could enable cheaper, more efficient generation of hydrogen fuel

Palladium is one of the keys to jump-starting a hydrogen-based energy economy. The silvery metal is a natural gatekeeper against every gas except hydrogen, which it readily lets through. For its exceptional selectivity, palladium is considered one of the most effective materials at filtering gas mixtures to produce pure hydrogen.

Today, palladium-based membranes are used at commercial scale to provide pure for semiconductor manufacturing, food processing, and fertilizer production, among other applications in which the membranes operate at modest temperatures. If palladium membranes get much hotter than around 800 Kelvin, they can break down.

Now, MIT engineers have developed a new palladium that remains resilient at much higher temperatures. Rather than being made as a continuous film, as most membranes are, the new design is made from palladium that is deposited as “plugs” into the pores of an underlying supporting material. At high temperatures, the snug-fitting plugs remain stable and continue separating out hydrogen, rather than degrading as a surface film would.

Entangled states enhance energy transfer in models of molecular systems

A study from Rice University, published in PRX Quantum, has found that energy transfers more quickly between molecular sites when it starts in an entangled, delocalized quantum state instead of from a single site. The discovery could lead to the development of more efficient light-harvesting materials that enhance the conversion of energy from light into other forms of energy.

Many , including photosynthesis, depend on rapid and efficient energy transfer following absorption. Understanding how quantum mechanical effects like entanglement influence these processes at room temperature could significantly change our approach to creating artificial systems that mimic nature’s efficiency.

“Delocalizing the initial excitation across multiple sites accelerates the transfer in ways that starting from a single site cannot achieve,” said Guido Pagano, the study’s corresponding author and assistant professor of physics and astronomy.

Energy researchers discover fraction of an electron that drives catalysis

A team of researchers from the University of Minnesota Twin Cities College of Science and Engineering and the University of Houston’s Cullen College of Engineering has discovered and measured the fraction of an electron that makes catalytic manufacturing possible.

This discovery, published in the journal ACS Central Science, explains the utility of such as gold, silver and platinum for this manufacturing, and provides insight for designing new breakthrough catalytic materials.

Industrial catalysts—substances that reduce the amount of energy required for a given chemical reaction—allow producers to increase the yield, speed or efficiency of a specific reaction in pursuit of other materials. Such catalysts are used in processes related to pharmaceutical and battery production as well as petrochemical efforts such as the refining of crude oil, allowing supply to keep pace with demand in ways it otherwise could not.

TSMC reduces peak power consumption of EUV tools by 44% — company to save 190 million kilowatt-hours of electricity by 2030

TSMC is also exploring the possibility of applying similar dynamic energy control mechanisms to other lithography equipment, including DUV scanners, as well as additional modules outside the lithography sector.

While TSMC did not reveal what, exactly, its EUV Dynamic Energy Saving Program involves, that it is applicable to DUV systems and other machinery means that it does not exploit EUV-specific peculiarities. For example, the program could implement adaptive power scaling based on real-time operational status. If wafers are not queued for immediate processing, the EUV tool could intelligently pause or shift to a low-power state rather than continuously consume full power. Such an approach would require real-time data exchange across the cleanroom as well as optimizations on process/production flow levels (though, we are speculating).

TSMC has been increasing the power efficiency of its EUV fab tools — which are notorious for their power consumption — for years, now. In mid-2024, the company announced that it had though without disclosing what exactly had been done…

Energy-Based Transformers (EBTs) Use Gradient Descent To Gradually Predict the Next Token

A new type of transformer can check its work. Instead of guessing the next output token in one shot like a typical transformer, it starts with a rough version of the token and improves it step by step.

What’s new: Alexi Gladstone and colleagues at University of Virginia, University of Illinois Urbana-Champaign, Amazon, Stanford, and Harvard proposed the Energy-Based Transformer (EBT). Early experiments show that it scales more efficiently than transformers at relatively small sizes.

Energy-based model basics: For a given input context paired with a candidate response (for example, a prompt and potential next token), an energy-based model produces a number called “energy” that represents how likely the potential next token would follow the prompt. During training, the model learns to assign low energy if a context/potential-response pair is very likely and high energy if it’s not.

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