Tohoku University and Fujitsu Use AI to Discover Promising New Superconducting Material

The AI technology was utilized to automatically clarify causal relationships from measurement data obtained at NanoTerasu Synchrotron Light Source
Image Credit: Scientific Frontline / stock image

Tohoku University and Fujitsu Limited announced their successful application of AI to derive new insights into the superconductivity mechanism of a new superconducting material. Their findings demonstrate an important use case for AI technology in new materials development and suggests that the technology has the potential to accelerate research and development. This could drive innovation in various industries such as environment and energy, drug discovery and healthcare, and electronic devices.

The two parties used Fujitsu's AI platform Fujitsu Kozuchi to develop a new discovery intelligence technique to accurately estimate causal relationships. Fujitsu will begin offering a trial environment for this technology in March 2026. Furthermore, in collaboration with the Advanced Institute for Materials Research (WPI-AIMR), Tohoku University , the two parties applied this technology to data measured by angle-resolved photoemission spectroscopy (ARPES), an experimental method used in materials research to observe the state of electrons in a material, using a specific superconducting material as a sample.

Membrane magic: Researchers repurpose fuel cells membranes for new applications

Daniel Hallinan Jr. works with perfluorosulfonic acid (PFSA) polymers in his lab in the Aero-Propulsion Mechatronics & Energy building at the FAMU-FSU College of Engineering.
Photo Credit: Scott Holstein/FAMU-FSU College of Engineering

FAMU-FSU College of Engineering researchers are applying fuel cell technology to new applications like sustainable energy and water treatment.

In a study published in Frontiers in Membrane Science and Technology, the researchers examined a type of membrane called a perfluorosulfonic acid polymer membrane, or PFSA polymer membrane. These membranes act as filters, allowing protons to move through, but blocking electrons and gases.

In the study, the researchers examined how boiling these membranes — a common treatment applied to the material — affects their performance and helps them work as specialized tools for different applications.

Scientists create stable, switchable vortex knots inside liquid crystals

Vortex knots inside a chiral nematic liquid crystal
Image Credit: Ivan Smalyukh

The knots in your shoelaces are familiar, but can you imagine knots made from light, water, or from the structured fluids that make LCD screens shine? 

They exist, and in a new Nature Physics study, researchers created particle-like so-called “vortex knots” inside chiral nematic liquid crystals, a twisted fluid like those used in LCD screens. For the first time, these knots are stable and could be reversibly switched between different knotted forms, using electric pulses to fuse and split them. 

“These particle-like topological objects in liquid crystals share the same kind of topology found in theoretical models of glueballs, experimentally-elusive theoretical subatomic particles in high-energy physics, in hopfions and heliknotons studied in light, magnetic materials, and in vortex knots found across many other systems,” explains Ivan Smalyukh, director of the Hiroshima University WPI-SKCM² Satellite at the University of Colorado Boulder and a professor in CU Boulder’s Department of Physics. 

Rice researchers uncover the hidden physics of knot formation in fluids

From left to right, top to bottom: Sibani Lisa Biswal, Fred MacKintosh, Lucas H.P. Cunha and Luca Tubiana.
Photo Credit: Courtesy of Rice University

Knots are everywhere — from tangled headphones to DNA strands packed inside viruses — but how an isolated filament can knot itself without collisions or external agitation has remained a longstanding puzzle in soft-matter physics.

Now, a team of researchers at Rice University, Georgetown University and the University of Trento in Italy has uncovered a surprising physical mechanism that explains how a single filament, even one too short or too stiff to easily wrap around itself, can form a knot while sinking through a fluid under strong gravitational forces. The discovery, published in Physical Review Letters, provides new insight into the physics of polymer dynamics, with implications ranging from understanding how DNA behaves under confinement to designing next-generation soft materials and nanostructures.

“It is inherently difficult for a single, isolated filament to knot on its own,” said Sibani Lisa Biswal, corresponding author, chair of Rice’s Department of Chemical and Biomolecular Engineering and the William M. McCardell Professor in Chemical Engineering. “What’s remarkable about this study is that it shows a surprisingly simple and elegant mechanism that allows a filament to form a knot purely because of stochastic forces as it sediments through a fluid under strong gravitational forces.”

Electrodes created using light

Researcher at LiU have developed a technique where visible light can be used to create electrodes from conductive plastics completely without hazardous chemicals. The technique requires no advanced laser setups – visible light from simple LED lamps, such as a party light, can drive the polymerization. 
Photo Credit: Thor Balkhed

Visible light can be used to create electrodes from conductive plastics completely without hazardous chemicals. This is shown in a new study carried out by researchers at Linköping and Lund universities. The electrodes can be created on different types of surfaces, which opens up for a new type of electronics and medical sensors. 

“I think this is something of a breakthrough. It’s another way of creating electronics that is simpler and doesn’t require any expensive equipment,” says Xenofon Strakosas, assistant professor at the Laboratory of Organic Electronics, LOE, at Linköping University. 

Breakthrough could connect quantum computers at 200 times longer distance

New research from University of Chicago Pritzker School of Molecular Engineering Asst. Prof. Tian Zhong could make it possible for quantum computers to connect at distances up to 1,243 miles, shattering previous records.
Photo Credit: Jason Smith

A new nanofabrication approach could increase the range of quantum networks from a few kilometers to a potential 2,000 km, bringing quantum internet closer than ever

Quantum computers are powerful, lightning-fast and notoriously difficult to connect to one another over long distances. 

Previously, the maximum distance two quantum computers could connect through a fiber cable was a few kilometers. This means that, even if such cable were run between them, quantum computers in downtown Chicago’s Willis Tower and the University of Chicago Pritzker School of Molecular Engineering (UChicago PME) on the South Side would be too far apart to communicate with each other. 

Soft Electronics That Shape-Shift

Vidhika Damani and assistant professor Laure Kayser inspect a sample of the reversible conductive hydrogel they developed for bioelectronics applications.
Photo Credit: Evan Krape

What if a doctor could inject an electricity-conducting liquid into the body, let it temporarily solidify to record nerve signals or jump-start healing, and then return it to liquid form for easy removal?

That vision is edging closer to reality. University of Delaware researchers have developed a reversible conductive hydrogel, a material that can alternate between liquid and gel states. The hydrogel is designed to serve as an interface between conventional electronics and the body’s tissues, offering promise for both injectable implants and wearable devices.

The research team, led by Laure Kayser, assistant professor of materials science and engineering at UD’s College of Engineering, describes the new material in Nature Communications.

Untangling magnetism

Spin-wave spectrum of CoFe₂O₄ measured on the MAPS spectrometer (left) and the corresponding spin-wave calculation (right). The large ~60 meV splitting between the two magnon branches originates from the strong imbalance of molecular fields on the A and B cation sites, as illustrated in the inset crystal structure.
Image Credit: KyotoU / Yusuke Nambu

Magnetostriction and spin dynamics are fundamental properties of magnetic materials.  Despite having been studied for decades, finding a decisive link between the two in bulk single crystals had remained elusive. That is until a research team from several institutions, including Kyoto University, sought to examine these properties in the compound CoFe2O4, a spinel oxide (chemical formula AB2O4) widely used in numerous medical and industrial applications.

Spin dynamics describe how the tiny magnetic moments of atoms in a magnetic material interact and change orientation with time, while magnetostriction describes how a material changes shape or dimensions in response to a change in magnetization. These properties are central to the operation of sensors and actuators that employ magnetoelastic materials that change their magnetization under mechanical stress.

Smart sensor tag protects sensitive goods

Inconspicuous: The biodegradable tag is as thin as a sheet of paper, but still able to measure the temperature and relative humidity.
Photo Credit: Empa

Researchers from Empa, EPFL and CSEM have developed a green smart sensing tag that measures temperature and humidity in real time – and can also detect whether a temperature threshold has been exceeded. In the future, this could be used to monitor sensitive shipments such as medicines or food. The sensor tag itself is completely biodegradable. 

Vast flows of goods circle the globe every day. They include particularly delicate shipments, such as certain vaccines, medicines and food products. To ensure that these products arrive safely at their destination, they must remain within a certain temperature and humidity range throughout the entire supply chain. But how do we ensure this? It is costly and unsustainable to equip every single shipment with silicon-based sensors and chips. And measurements at nodes in the supply chain tell you nothing about what has already happened to the delicate goods on their way thus far. 

Material Science: In-Depth Description

Image Credit: Scientific Frontline / stock image

Materials Science is the interdisciplinary field dedicated to understanding and manipulating the relationship between the atomic or molecular structure of a material, its macroscopic properties, and how it is processed.

At its core, this discipline seeks to uncover why materials behave the way they do and how to engineer new materials with specific, tailored characteristics to solve complex technological challenges. It bridges the gap between the fundamental theory of physics and chemistry and the practical applications of engineering.

Rice engineers show lab grown diamond films can stop costly mineral buildup in pipes

Pulickel Ajayan and Xiang Zhang
Photo Credit: Jeff Fitlow/Rice University

In industrial pipes, mineral deposits build up the way limescale collects inside a kettle ⎯ only on a far larger and more expensive scale. Mineral scaling is a major issue in water and energy systems, where it slows flow, strains equipment and drives up costs.

A new study by Rice University engineers shows that lab-grown diamond coatings could resolve the issue, providing an alternative to chemical additives and mechanical cleaning, both of which offer only temporary relief and carry environmental or operational downsides.

“Because of these limitations, there is growing interest in materials that can naturally resist scale formation without constant intervention,” said Xiang Zhang, assistant research professor of materials science and nanoengineering and a first author on the study alongside Rice postdoctoral researcher Yifan Zhu. “Our work addresses this urgent need by identifying a coating material that can ‘stay clean’ on its own.”

Extending the Lifespan of Electrocatalysts

The image shows the nanosized atom probe tomography specimens on a silicon microtip coupon.
Photo Credit: © Tong Li

A research team has discovered how to keep a cobalt-based oxide electrocatalyst active and stable. The element chromium plays a crucial role in this process.  

Although chromium itself is not an active element, its continuous dissolution enables a reversible surface transformation that keeps the Co-Cr spinel oxide electrocatalyst active and stable. This could significantly improve the efficiency of hydrogen production. These findings stem from researchers at Ruhr University Bochum, Germany, the Max Planck Institutes for Sustainable Materials in Düsseldorf and for Coal Research in Mülheim, Forschungszentrum Jülich and the Helmholtz Institute for Renewable Energies in Erlangen-Nürnberg. They report their results in the journal Nature Communications. 

Two-step flash Joule heating method recovers lithium‑ion battery materials quickly and cleanly

(From left) Shichen Xu, James Tour, Alex Lathem, Karla Silva and Ralph Abdel Nour.
Photo Credit: Jared Jones/Rice University

A research team at Rice University led by James Tour has developed a two-step flash Joule heating-chlorination and oxidation (FJH-ClO) process that rapidly separates lithium and transition metals from spent lithium-ion batteries. The method provides an acid-free, energy-saving alternative to conventional recycling techniques, a breakthrough that aligns with the surging global demand for batteries used in electric vehicles and portable electronics.

Published in Advanced Materials, this research could transform the recovery of critical battery materials. Traditional recycling methods are often energy intensive, generate wastewater and frequently require harsh chemicals. In contrast, the FJH-ClO process achieves high yields and purity of lithium, cobalt and graphite while reducing energy consumption, chemical usage and costs.

“We designed the FJH-ClO process to challenge the notion that battery recycling must rely on acid leaching,” said Tour, the T.T. and W.F. Chao Professor of Chemistry and professor of materials science and nanoengineering. “FJH-ClO is a fast, precise way to extract valuable materials without damaging them or harming the environment.”

A system for targeted drug delivery using magnetic microrobots

Microrobots can be transported and activated in a safe and controlled manner, marking a decisive step forward in the use of these technological devices in targeted medical treatments.
Photo Credit: Courtesy of University of Barcelona

The study, led by the Swiss Federal Institute of Technology Zurich (ETH Zurich) and published in the journal Science, involves Professor Josep Puigmartí-Luis from the Faculty of Chemistry and the Institute of Theoretical and Computational Chemistry (IQTC) of the University of Barcelona. He is the only researcher from a Spanish institution to sign this paper, which is the result of the European ANGIE project, an initiative coordinated by Professor Salvador Pané (ETH) in collaboration with the Chemistry In Flow and Nanomaterials Synthesis (ChemInFlow) research group, led by Professor Puigmartí. 

The new microrobotic platform presents an innovative strategy for administering drugs in a precise and targeted manner. It is scalable and can be applied to numerous situations in which the administration of therapeutic agents is difficult to access, such as tumors, arteriovenous malformations, localized infections, or tissue injuries. 

Light causes atomic layers to do the twist

Fang Liu, assistant professor of chemistry in Stanford’s School of Humanities and Sciences
Photo Credit: Fawn Hallenbeck/Stanford University

A study led by Stanford and Cornell researchers shows how light could be used to control the behavior of moiré materials, atomically thin layers that gain unusual properties when stacked and offset. The research has implications for developing superconductivity, magnetism, and quantum electronics.

A pulse of light sets the tempo in the material. Atoms in a crystalline sheet just a few atoms thick begin to move—not randomly, but in a coordinated rhythm, twisting and untwisting in sync like dancers following a beat.

Until now, researchers hadn’t been able to directly observe how those layers physically respond to a burst of light. In a recent study, a team led by Stanford and Cornell University researchers showed that the atomic layers can briefly twist more tightly together, then spring back, like a coiled ribbon releasing its energy.

New lightweight polymer film can prevent corrosion

MIT researchers tested the gas permeability of their new polymer films by suspending them over microwells to form bubbles. Some bubbles from 2021 experiments are still inflated. This optical micrograph shows how the films form very colorful spots when suspended over microwells.
Image Credit: Courtesy of the researchers
(CC BY-NC-ND 4.0)

MIT researchers have developed a lightweight polymer film that is nearly impenetrable to gas molecules, raising the possibility that it could be used as a protective coating to prevent solar cells and other infrastructure from corrosion, and to slow the aging of packaged food and medicines.

The polymer, which can be applied as a film mere nanometers thick, completely repels nitrogen and other gases, as far as can be detected by laboratory equipment, the researchers found. That degree of impermeability has never been seen before in any polymer, and rivals the impermeability of molecularly-thin crystalline materials such as graphene.

“Our polymer is quite unusual. It’s obviously produced from a solution-phase polymerization reaction, but the product behaves like graphene, which is gas-impermeable because it’s a perfect crystal. However, when you examine this material, one would never confuse it with a perfect crystal,” says Michael Strano, the Carbon P. Dubbs Professor of Chemical Engineering at MIT.

New material designed at OSU represents breakthrough in medical imaging

MRI contrast agent graphic
Image Credit: Courtesy of Kyriakos Stylianou / Oregon State University

Scientists at Oregon State University have filed a patent on a design for a new magnetic resonance imaging contrast agent with the potential to outperform current agents while being less toxic to patients and more environmentally friendly.

The new material is based on a structure known as a metal-organic framework or MOF, whose development in the 1990s earned this year’s Nobel Prize for chemistry as MOFs’ many possible uses become increasingly apparent.

MOFs are made up of positively charged metal ions surrounded by organic “linker” molecules. They have nanosized pores and can be designed with a variety of components that determine the MOF’s properties.

How plastics grip metals at the atomic scale

Hierarchical view of polymer–alumina direct bonding across multiple length scales.
Image Credit: Osaka Metropolitan University

What makes some plastics stick to metal without any glue? Osaka Metropolitan University scientists peered into the invisible adhesive zone that forms between certain plastics and metals — one atom at a time — to uncover how chemistry and molecular structure determine whether such bonds bend or break.

Their insights clarify metal–plastic bonding mechanisms and offer guidelines for designing durable, lightweight, and more sustainable hybrid materials for use in transportation.

Combining the strength of metal with the lightness and flexibility of plastic, polymer–metal hybrid structures are emerging as key elements for building lighter, more fuel-efficient vehicles. The technology relies on bonding metals with plastics directly, without adhesives. The success of these hybrids, however, hinges on how well the two materials stick together.

UrFU Scientists Have Developed Ceramic Material that Protects Against Radiation

The material created by UrFU specialists is made from natural clay and recycled glass waste.
Photo Credit: Anna Marinovich

Scientists at Ural Federal University, in collaboration with colleagues from Iraq and Saudi Arabia, have developed a durable, inexpensive, and environmentally friendly ceramic material that protects against radiation. The new material is made from natural clay and recycled glass waste. 

Researchers believe this ceramic can be used in radiation-hazardous facilities, X-ray rooms, and laboratories to protect medical, scientific, and industrial personnel. The results of the study were published in the Journal of Science: Advanced Materials and Devices.

“We mixed clay imported from Iraq with glass production waste and a small amount of boric acid. This allowed us to create durable and inexpensive ceramics that effectively protect against gamma radiation. The addition of glass increases the strength of the tile. This method allows for the disposal of glass waste in building materials, including it, which is particularly important for the construction of radiation-hazardous facilities and X-ray rooms where the use of lead is undesirable,” said Karem Makhmud, Head Specialist of the Department of Nuclear Power Plants and Renewable Energy Sources.

Physicists observe key evidence of unconventional superconductivity in magic-angle graphene

MIT researchers observed clear signatures of unconventional superconductivity in magic-angle twisted trilayer graphene (MATTG). The image illustrates pairs of superconducting electrons (yellow spheres) traveling through MATTG, as the team’s new method (represented by magnifying glass) probes the material’s unconventional superconducting gap (represented by the V-shaped beam).
Image Credit: Sampson Wilcox and Emily Theobald, MIT RLE

Superconductors are like the express trains in a metro system. Any electricity that “boards” a superconducting material can zip through it without stopping and losing energy along the way. As such, superconductors are extremely energy efficient, and are used today to power a variety of applications, from MRI machines to particle accelerators.

But these “conventional” superconductors are somewhat limited in terms of uses because they must be brought down to ultra-low temperatures using elaborate cooling systems to keep them in their superconducting state. If superconductors could work at higher, room-like temperatures, they would enable a new world of technologies, from zero-energy-loss power cables and electricity grids to practical quantum computing systems. And so scientists at MIT and elsewhere are studying “unconventional” superconductors — materials that exhibit superconductivity in ways that are different from, and potentially more promising than, today’s superconductors.

In a promising breakthrough, MIT physicists have today reported their observation of new key evidence of unconventional superconductivity in “magic-angle” twisted tri-layer graphene (MATTG) — a material that is made by stacking three atomically-thin sheets of graphene at a specific angle, or twist, that then allows exotic properties to emerge.