Monday, August 17, 2026

 

Billions of invasive round goby are in the Great Lakes. UTSC researchers want to stop them from spreading inland






University of Toronto

Invasive round goby 

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They may be small, but invasive round goby can have a significant impact on local aquatic ecosystems (photos by Don Campbell)

 

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Credit: Don Campbell/University of Toronto





For decades, the round goby has been one of the Great Lakes’ most destructive invasive species. Scientists estimate its population numbers in the billions, making their eradication unrealistic. 

But new U of T Scarborough research suggests the fight against the invasive fish is far from over. 

In a new study published in the Journal of Great Lakes Research, postdoc Piatã Marques and Professor Nick Mandrak suggest governments and conservation agencies should rethink how they manage round goby as the fish expands beyond the Great Lakes into rivers, streams, lakes and other inland waterways. 

“The Great Lakes are essentially lost when it comes to round goby,” says Mandrak, a renowned invasive species expert. 

“They’re established throughout the lakes, they number in the billions, and we’re never going to fully remove them from those systems. Now we’re seeing them move into connected and isolated waters where we still have a chance to slow or even stop their spread.” 

Their research shows the fish spreads more slowly through smaller waterways, creating an opportunity to contain or eliminate local populations before they become a problem.

Originally native to the Black and Caspian seas, round goby arrived in the Great Lakes in the early 1990s in the ballasts of cargo ships. Since then, they have spread throughout all five Great Lakes where they compete aggressively with native fishes for food and habitat, consume fish eggs and young, and alter aquatic food webs. 

Despite measuring about the length of a smartphone, round goby have an outsized impact on freshwater ecosystems. Their aggressive behaviour, voracious appetite and ability to thrive in a wide range of conditions have helped them multiply into the billions. 

Marques says the invasion has now entered a new phase. 

“Over roughly the last 15 years, we’ve started seeing round goby moving upstream into inland waters, including rivers, streams and ponds,” he says. “These freshwater systems contain some of Ontario’s richest biodiversity, including endangered species, so this is an area of concern.” 

Among the species potentially at risk is the redside dace, an endangered fish that inhabits streams across the GTA. Researchers worry round goby could outcompete this and other native fishes for food and further disrupt inland freshwater ecosystems. 

Using more than two decades of GTA river monitoring data from local conservation agencies, Marques and Mandrak found round goby advances only a fraction of a kilometre to about two kilometres per year, providing a window for intervention before populations explode. 

Rivers and streams are smaller and more accessible than the Great Lakes, making targeted management more practical. They suggest a combination of trapping, electrofishing, physical barriers and rapid-response programs could reduce local populations and, in some cases, eliminate them. 

Marques says understanding how the fish adapts to these new environments is key to developing effective control strategies. Research in the Mandrak lab is looking at what round goby eat, how they compete with native species, whether urbanization helps them move upstream and why they’re able to successfully colonize new freshwater systems. 

The team is also testing environmental DNA (eDNA), which detects fish from generic material in water samples, allowing scientists to identify invasions even when the fish are difficult to capture. 

“They’re very flexible in terms of the conditions they can tolerate,” says Marques. “They can feed on many food sources, and we think they’re changing how they reproduce and survive as they move upstream. We’re trying to understand exactly which characteristics allow them to persist in these new environments.” 

Marques says the goal is to give resource managers practical guidance on which methods work best and how much effort is needed to reduce their populations. 

The team is also studying whether urban development is inadvertently helping the invasion. Road salt and other pollutants increase dissolved ions in streams, potentially creating conditions that make it easier for round goby, which are native to brackish waters in Eurasia, to move farther inland. 

For Mandrak, the research highlights an important shift in how invasive species should be managed. 

There is still an opportunity to protect these inland ecosystems,” he says. “If we act before round goby becomes established in rivers and streams, we have a better chance of protecting native biodiversity. If we wait until the invasion reaches the same scale we’re seeing in the Great Lakes, it will be too late.” 

 Piatã Marques and Nick Mandrak 

Students in Mandrak's lab, including postdoc Piatã Marques (centre) have found populations of round goby living in Toogood Pond Park in Markham. 

Credit

Don Campbell/University of Toronto

Professor Mandrak 

Professor Mandrak is a renowned invasive species expert. He says while round goby might never be eliminated from the Great Lakes, there is still hope in protecting smaller inland bodies of water. 

Postdoc Piatã Marques and Professor Nick Mandrak 

Research in the Mandrak lab is looking at what round goby eat, how they compete with native species, whether urbanization helps them move upstream and why they’re able to successfully colonize new freshwater systems. The ultimate goal is to help control the spread of the fish. 

Credit

Don Campbell/University of Toronto



 

Labrador Sea a key player in providing oxygen for deep North Atlantic life




Cornell University





ITHACA, N.Y. - Researchers from Cornell University have pinpointed the source of oxygen that sustains deep sea life in the North Atlantic Ocean: the churning waters in the Labrador Sea.

 

The study, published in Nature Geoscience on August 17, gives heightened significance to the Labrador Sea, sandwiched between Greenland and Newfoundland. There, waters from the Atlantic Meridional Overturning Circulation (AMOC), the ocean’s major current system, turn in a gyre, and oxygen-rich surface waters mix with deeper waters. Previous research had found that the Labrador Sea has little impact on the strength of AMOC, but the study finds it plays a critical role in oxygen transport.

 

The research also sheds light on processes that may be helping the North Atlantic maintain its oxygen levels, as oxygen declines in oceans globally due to warming temperatures.

 

“We found that the Labrador Sea exports enough oxygen to meet the biological need across a vast part of the deep North Atlantic Ocean, so it’s very likely crucial to sustain these deep sea ecosystems,” said first author Una Miller, assistant professor of earth and atmospheric sciences. “Our finding shows that if we’re going to understand the future, especially in the face of these deoxygenation trends, you can’t just look at the strength of AMOC, you also have to understand processes in the Labrador Sea.”

 

The study comes amid debate about the vulnerability of AMOC, as the current has weakened over the last 75 years. Scientists have warned that a collapse of the system could cause major disruption in weather and devastate ecosystems.

 

Miller, working with a large team of, used data from 60 oxygen sensors attached for the first time to moorings that run along the bottom of the Labrador and western Irminger seas.

 

The researchers were able to quantify the amount of oxygen the Labrador Sea waters carry, enough oxygen to sustain breathing for every person on earth for at least two months. The team found that the amount of oxygen matches estimates of the respiration rates of microbes and animals across the North Atlantic deep sea. The correlation strongly suggests deep sea life relies on the Labrador Sea, which is one of very few regions where this mixing of waters occurs.

 

Many questions remain about the relationship between the strength of AMOC and oxygenation processes, and what would happen if one or both were to weaken. Miller is continuing to study oxygenation in the Southern Ocean, around Antarctica, another critical region where the surface ocean connects to the deep ocean.

 

Funding for the study came from the National Science Foundation, the National Oceanic and Atmospheric Administration, the Canada Excellence Chair in Ocean Science and Technology and the Canada First Research Excellence Fund.

 

For additional information, read this Cornell Chronicle story.

 

Cornell University has dedicated television and audio studios available for media interviews.

 

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STUDENTS ARE PROLETARIANS

Student contributions lead to new fibroid research at Worcester Polytechnic Institute


In Worcester Polytechnic Institute Professor Catherine Whittington’s lab, student projects pave the way for NIH-funded research that will develop models for the study of fibroids



Worcester Polytechnic Institute

Catherine Whittington 

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Catherine Whittington

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Credit: Worcester Polytechnic Institute






Worcester, Mass.—AUGUST 17, 2026—Worcester Polytechnic Institute (WPI) researcher Catherine Whittington is launching a new project to develop laboratory models for the study of uterine fibroids, and before work had even begun, WPI students had already played a critical role.

The three-year project is built upon research that students, including one who was still in high school at the time, previously completed in Whittington’s lab. Now, with funding from a National Institutes of Health (NIH) program that focuses on extending research opportunities to undergraduates, Whittington is expanding on the students’ findings to create models that could help researchers better understand and develop treatments for a disease that impacts millions of women.

“The framework for this project was established by students who conducted studies, replicated their results, and did statistical analysis, all of which goes into rigorous scientific research,” said Whittington, an associate professor in the Department of Biomedical Engineering. “We have an opportunity to advance and expand their pioneering work.”

Whittington will use a $555,371 grant from the NIH’s Eunice Kennedy Shriver National Institute of Child Health and Human Development to develop two laboratory models. Both will create tiny microenvironments for fibroid cells so that researchers can examine how cellular signals moving through stiff and inflamed tissue may affect the course of disease.

Uterine fibroids are common benign tumors that grow within the muscular walls of the uterus. An estimated 70% to 80% of women develop uterine fibroids by the age of 50. For some, symptoms can be painful, and the disease can impact fertility. The only cure for uterine fibroids is hysterectomy.

For researchers, fibroids are a ripe ground for study. The tumors respond to fluctuations in hormones and also are associated with obesity and inflammation. Some research has suggested that stiffening of tissues around fibroids may thwart important cellular signals, including signals from drug treatments.

“There is much we do not know about fibroids,” Whittington said. “We don’t know why they form. We don’t know why they recur after treatment. Models could help by giving researchers a rapid way to study fibroids and tissues under many different scenarios.”

Whittington’s lab will develop one model that will embed a single tiny fibroid sphere into a small amount of gel that has been designed to mimic the stiffness and architecture of the uterine environment. Each fibroid-encased gel will sit in a small well on a lab plate. The researchers will then test how molecules of different sizes travel through the samples, especially larger molecules that compare in size to therapeutic drugs. This model will build on a 2024–25 undergraduate capstone project.

A second model will create small rings of uterine muscle tissue in wells on a lab plate and seed the rings with tiny fibroid spheroids. The researchers will then expose the rings to hormones, molecules from fat-derived cells, and therapeutic molecules. The model is based on a two-year project conducted by Isabella Palit, who graduated from the Massachusetts Academy of Math and Science at WPI in 2024, and by a team of undergraduates who completed a capstone project in 2025. Kiran Tremblay, a PhD student, has worked on the project since 2025.

Whittington expects to sponsor more undergraduate teams for capstone projects focused on the models. She also will hire undergraduate and graduate students to assist with model development over three years.

The project will add to Whittington’s development of three-dimensional, tissue-engineered biomaterials for the study of diseases that involve fibrosis, a scarring and thickening of tissue. She received a prestigious CAREER Award from the National Science Foundation in 2025 to develop models for the study of fibrosis in pancreas, skin, and uterine fibroids. Her work has also been sponsored by the National Cancer Institute, Genentech, and the Pancreatic Cancer Action Network.

“This new project addresses a significant health problem, but it also highlights the importance of integrating undergraduate and graduate students into research at WPI,” Whittington said. “None of the research in my lab, including this project, could happen without the work and contributions of student researchers.”

This research is supported by the Eunice Kennedy Shriver National Institute of Child Health and Human Development of the National Institutes of Health under award number R15HD122160.

About Worcester Polytechnic Institute  
Worcester Polytechnic Institute (WPI) is a top-tier, STEM-focused university with an R1 research classification and global leadership in project-based learning. Founded in 1865, WPI’s distinctive approach integrates classroom theory with real-world practice, preparing students to tackle critical challenges through inclusive education, impactful projects, and interdisciplinary research. With more than 70 bachelor’s, master’s, and doctoral degree programs across 18 academic departments and over 50 global project centers, WPI advances knowledge and innovation in fields such as life sciences, smart technologies, advanced materials and manufacturing, and global innovation. Learn more at www.wpi.edu.  

CARPETBAGGERS

NC State to spearhead 10-year, $480 million effort to bolster defense textile manufacturing



North Carolina State University





North Carolina State University has been chosen to lead a 10-year Department of War initiative aimed at modernizing textile manufacturing in the United States to support the defense industry. The FutureTEX award – which includes $36 million in its first year and has a ceiling of $480 million over a decade – brings together industry, government, university and nonprofit partners to advance manufacturing technologies of textiles for military and domestic applications. FutureTEX will champion workforce development and modernization of facilities and equipment to increase U.S. competitiveness.

FutureTEX’s goal is to work with American manufacturing to capitalize on digital infrastructure and other emerging technologies making the domestic supply network more robust for the defense industrial base. Core partners in establishing FutureTEX include Drexel University, Gaston College, Georgia Tech, ISAIC and UMass Lowell.

FutureTEX will empower American textile manufacturing by adopting advanced technologies and techniques to enable manufacturing of new materials and improve capability industry-wide. The initiative is actively recruiting industry partners to be part of the project, and has already received more than 100 letters of support from industry organizations.

“North Carolina and NC State University have an enduring legacy with both the military and textiles industry, with NC State having the only college in North America dedicated to textiles,” says NC State Chancellor Kevin Howell. “We are honored to serve thousands of military affiliated students and participate in research partnerships that support our armed forces, like FutureTEX. I am proud our university will play a critical role in this national effort that will strengthen our economy and defense infrastructure.”

One of NC State’s first objectives under FutureTEX is to work with Gaston College to establish a nonprofit organization that will assume administrative oversight of the initiative. This new institute will be housed at the Gaston College’s Kimbrell Campus in Belmont, N.C., with hubs in Raleigh, N.C., Philadelphia, Pa., Lowell, Mass., Atlanta, Ga.

“FutureTEX is focused on creating a cutting-edge national ecosystem for defense textiles that simply doesn’t exist today,” says David Hinks, chief strategic partnerships officer of FutureTEX and the Prakash Chand Kochhar Dean of NC State’s Wilson College of Textiles. “This will involve commercializing applied research to help American textile manufacturing meet the needs of both the warfighter and the domestic textile industry.

“NC State is a leader in technology commercialization, and the Wilson College of Textiles is a leader in applied research and education, so we’re spearheading this project,” says Hinks. “Transferring administrative oversight to a new nonprofit organization will allow us to focus on our strengths – education, innovation, and commercialization.”

“North Carolina and Gaston County have deep roots in the textile industry dating back to the late 19th century, making it only natural that our state is anchoring an initiative aimed at strengthening advanced textile manufacturing and supporting warfighters,” says John Hauser, president of Gaston College.

“With Gaston College’s deep-rooted commitment to workforce development and the textile industry, we are uniquely positioned to propel this manufacturing innovation institute forward with all of our partners.”

“Drexel embraces new models of innovation that eliminate borders between traditional disciplines,” says Genevieve Dion, director of Drexel’s Center for Functional Fabrics. “FutureTEX brings together a collaborative group dedicated to securing the future of textiles across the US supply chain. We are excited to join this crucial effort.”

“NC State is a national leader in technology transfer and industry collaboration,” says Krista Walton, vice chancellor for research and innovation at NC State. “Our extensive expertise in applied research is evidenced by the many products and successful companies that started at NC State – and as a member of more Manufacturing USA institutes than almost any other university in the nation, our long track record of leadership brings unique advantages to this initiative to advance the future of manufacturing.”


H-1B visa restrictions and US primary care dependence on international medical graduates



JAMA Network Open



About the Study

This cross-sectional study evaluates specialty- and state-level reliance on non-US international medical graduates in primary care training and estimates the extent to which H-1B visa restrictions could disrupt this pathway.



This Original Investigation has an accompanying commentary.

Corresponding Author: Georgios Karamitros, MD, MS, Department of Plastic Surgery, Vanderbilt University Medical Center, 1161 21st Ave S, Medical Center North, Nashville, TN 37232 (georgios.karamitros@vumc.org).

10.1001/jamanetworkopen.2026.29274

To access the embargoed study: Visit our JAMA Network Media Center at this link https://media.jamanetwork.com/

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Editor's Note: Please see the article for additional information, including full author list, author contributions and affiliations, conflict of interest and financial disclosures, and funding and support.

 

Trial shows chilled platelets could safely expand lifesaving supply to bleeding patients





University of Pittsburgh
Philip Spinella, M.D 

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Philip Spinella, M.D., professor of surgery and critical care medicine in the University of Pittsburgh School of Medicine and co-director of the University of Pittsburgh Trauma and Transfusion Medicine Research Center

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Credit: University of Pittsburgh






In a thoughtfully designed, adaptive clinical trial, University of Pittsburgh School of Medicine physician-scientists demonstrated that the U.S. could triple-to-quadruple the supply of platelets available to help save bleeding patients of all ages and extend the life-saving therapy into rural regions and community hospitals. Platelets are the component of blood that encourage clotting, plugging cuts and tears in blood vessels and stemming blood loss.

Results from the Chilled Platelet Study (CHIPS) trial are announced today in JAMA and under consideration by the U.S. Food & Drug Administration (FDA) and multiple other countries to revise regulations for use of refrigerated platelets stored for up to 21 days in actively bleeding patients.

Of the 2.5 million room-temperature platelet units collected per year in the U.S., roughly 10% to 20% are wasted due to the short shelf life, costing hospitals $300 million dollars, according to recent research in the journal Hematology.

“Our findings could result in major international public health benefits,” said lead author Philip Spinella, M.D., professor of surgery and critical care medicine in Pitt’s School of Medicine and co-director of Pitt’s Trauma and Transfusion Medicine Research Center. “This is incredibly transformative and will dramatically improve the availability of platelets while also reducing waste, allowing hospitals that aren’t in major cities to afford to keep this life-saving blood product on hand for bleeding patients.”

Currently, donated platelets are conventionally stored at room temperature with a 5-to-7-day shelf life. Early studies conducted half a century ago in healthy volunteers led regulators to believe that refrigerating platelets to extend their shelf life made them less effective.

Recent preclinical studies indicated the opposite, though, so Spinella and colleagues designed CHIPS to safely test using refrigerated platelets stored for increasing amounts of time up to 21 days. The trial enrolled 1,000 pediatric and adult patients undergoing cardiac surgery at 27 sites in the U.S. and Australia from December 2021 to March 2025.

The patients were randomized to receive either standard, room-temperature platelets stored for less than seven days or chilled platelets. At every 200 participants treated, independent data analysts looked at the results. If the chilled platelets were performing just as well as room-temperature, they’d add up to another five days to the age of the chilled platelets used and enroll another 200 participants, up to a maximum of 21 days.

The research team discovered that platelets refrigerated for up to three weeks were just as effective at treating bleeding as room temperature platelets stored for up to one week. Since it can take two days for blood banks to process donations, the finding holds the potential to extend the lifespan of platelets for use in controlling bleeding by almost 4-fold.

“Rural and community hospitals, for the most part, simply cannot justify keeping room temperature platelets in stock – they don’t see enough severely bleeding patients, so the waste would far exceed the benefit, something our nation’s fragile blood supply chain cannot accommodate,” said co-author Michael Boisen, M.D., cardiothoracic anesthesiologist and medical director of the UPMC Patient Blood Management Program, who served as principal investigator for UPMC’s CHIPS trial site. “So, if we can safely extend the shelf life of platelets and reduce the waste – imagine how many more people we could help.”

More than 97% of platelets are donated through apheresis, where a donor’s blood runs from a tube in their arm to a machine that collects the platelets and returns the rest of the blood back to the donor – a time-consuming process. The age of platelet donors has steadily increased over the past decade and younger donors are not replacing the aging donor base fast enough to keep up with demand, according to data from Vitalant, which supplied the platelets for the study and is one of the nation’s largest nonprofit blood and biotherapies services providers.

“About 15 percent of hospitals can experience one or more delayed platelet transfusions within any given month due to supply shortages,” said Ralph Vassallo, M.D., Vitalant’s chief medical and scientific officer. “A 21-day shelf life for cold-stored platelets will reduce outdate rates and ensure platelets are available on hospital shelves when a surge in need occurs.”

In addition to the civilian applications, the findings could also benefit military personnel by making it more feasible to have platelets available in conflict areas, said Spinella, who is also associate medical director of Pitt’s Center for Military Medicine Research.

A unique facet of the trial is that it included children and babies from the start. Usually, clinical trials that aren’t specific to pediatric populations will exclude children.

“I believe it is unethical not to include children in a trial when there isn’t a rational biological reason to exclude them,” Spinella said. “Of the 1,000 participants in our trial, roughly a third were children – which makes sense because it is the very young who bleed the most from cardiac surgery and most frequently benefit from platelets. Our trial will hopefully motivate others to include children in their trials.”

Additional authors are listed in the JAMA article.

This study was funded by the Defense Health Agency Operational Medical Systems through the Defense Health Agency Contracting Activity.


Donated platelets 

A platelet donation made at a Vitalant location in Pittsburgh

Credit

Tim Betler, UPMC


 

UMass Amherst engineers make edge AI more efficient by redesigning both algorithm and hardware



System leverages hyperdimensional computing algorithms and analog in-memory computing hardware to achieve quick, accurate processing


University of Massachusetts Amherst

CoE Xia - Alireza Jaberi Rad and Yi Huang - vert 

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UMass Ph.D. student Alireza Jaberi Rad (left) and former UMass postdoctoral researcher Yi Huang in Qiangfei Xia’s lab in the Riccio College of Engineering at UMass Amherst in October 2025. Photo by Alexia Cota.

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Credit: Alexia Cota





AMHERST, Mass. — Researchers in the Riccio College of Engineering at the University of Massachusetts Amherst have demonstrated that redesigning both the hardware and the algorithm can make AI applications on edge devices more efficient. As proof of concept, their system achieved 95.24% accuracy in language identification while reducing computing resources by 90%—the highest reported accuracy from a system of its kind.

AI is everywhere these days. It’s embedded into edge devices—so called because they operate at the edge of a network, processing data locally instead of relying on remote data centers—such as smartphones and cameras, navigation and traffic control tools, and entertainment and shopping platforms. 

But the expansion of AI into our everyday lives brings high requirements for energy and hardware. It’s also tough for edge devices, including home automation hubs and onboard car interfaces, because they have limited computational capacity. It would be convenient if every device contained the processing capability of a data center, but that isn’t realistic.

Some of the computational, energy and hardware requirements revolve around processing, which can be slow, cause problems with heat and run down the battery on edge devices. Take language, for example: We humans interact with AI directly and indirectly to perform ever-increasing tasks, which means many of these applications need to process human language, whether by recognizing, translating, or understanding speech or text. Even determining which language is being used—English, French, Arabic, etc.—places demands on processing that can tax small, battery-powered devices.

To facilitate processing on edge devices, Qiangfei Xia, the Dev and Linda Gupta professor of electrical and computer engineering and head of the Nanodevices and Integrated Systems Lab in the UMass Riccio College of Engineering, collaborated with colleagues across academia and industry for a redesign of not only the algorithm but also the hardware.

Conventional approaches typically implement AI algorithms on existing hardware; by contrast, Xia’s team designed the algorithm alongside the hardware, allowing each to play to the other’s strengths.

The team’s solution harnesses the power of hyperdimensional computing (HDC) algorithms and analog in-memory computing (IMC) hardware to enable edge AI applications, including language identification. 

HDC is a brain-inspired form of AI that represents information using large mathematical patterns instead of working with precise numbers. These patterns enable certain AI tasks to be performed with simpler, more efficient computations. 

IMC hardware—specifically, an array of memristors, which are electrical components that both store and process data in a single physical location, reducing the need to move data between separate memory and processing units—allows for HDC-based algorithms to be deployed on edge devices. 

The platform, Xia said, can both encode language features and process language identification. “The encoding part leverages the intrinsic randomness of memristive devices, considered by many to be a drawback for this device technology,” he said. Essentially, the researchers have turned a flaw into a feature: The natural variability of the memristive chip offers useful randomness for efficient data encoding.

The system demonstrated 95.24% accuracy in language identification with a 90% reduction in computing resources—the highest reported accuracy from an HDC implementation on an emerging hardware platform.

It’s a natural evolution of previous work done in Xia’s lab. “Scientific research follows an ascending spiral,” he said. “Each iteration builds on prior ideas, leading to deeper understanding and greater scientific advances.”

“This work represents another milestone in our memristor research,” Xia added. “The system-on-chip builds on our previous research, spanning analog memristor devices, memristor-CMOS circuit integration, memristive crossbar arrays and machine intelligence applications.”

The idea first arose in 2019, Xia said, when Daniel Belkin, then an undergraduate research fellow at UMass, started studying a small memristive crossbar array. But developing the approach took time and experimentation. “Only as the technology advanced to the system-on-chip level did practical language-processing demonstrations become feasible,” Xia said. 

This project is only one in a series of applying memristive chips to AI applications, he noted. “The same chip was used for RF signal processing and smart sensing.” Another article is coming up on applications of memristive chips for wireless receivers, he said.

Future applications of the current research could include processing spoken languages as well. “We demonstrated written language processing in this work; we believe it will also be capable of spoken language processing, leading to energy-efficient natural language processing on edge devices such as phones, speakers, cars, robots, etc.,” Xia said.

Xia’s collaborators for this project include former UMass postdoctoral researcher Yi Huang, who is now an assistant professor at the University of Tennessee Knoxville; UMass Ph.D. student Alireza Jaberi Rad; former student Belkin; Ning Ge of TetraMem Inc.; J. Joshua Yang of TetraMem and the University of Southern California in Los Angeles; and Miao Hu of TetraMem. 

“The interdisciplinary nature of this work suggests that developing a new AI hardware requires collaborative efforts from academia and industry, and complementary expertise from across the stack, such as device, circuits, algorithm, architecture and system,” Xia said.

The work is published in Nature Communications.

 

About the University of Massachusetts Amherst  

The flagship of the commonwealth, the University of Massachusetts Amherst is a nationally ranked public land-grant research university that seeks to expand educational access, fuel innovation and creativity and share and use its knowledge for the common good. Founded in 1863, UMass Amherst sits on nearly 1,450-acres in scenic Western Massachusetts and boasts state-of-the-art facilities for teaching, research, scholarship and creative activity. The institution advances a diverse, equitable and inclusive community where everyone feels connected and valued—and thrives, and offers a full range of undergraduate, graduate and professional degrees across 10 schools and colleges and 100 undergraduate majors.   

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2026 Xia lab MX100 kit from TetraMem - photo by Yi Huang 

TetraMem’s MX100 kit was used for the hyperdimensional in-memory computing project led by Qiangfei Xia of UMass Amherst that was recently published in Nature Communications. Photo by Yi Huang (previously published in Nature Electronics).

Credit

Yi Huang


CoE Xia - Alireza Jaberi Rad and Yi Huang - horiz 

UMass Ph.D. student Alireza Jaberi Rad (left) and former UMass postdoctoral researcher Yi Huang in Qiangfei Xia’s lab in the Riccio College of Engineering at UMass Amherst in October 2025. Photo by Alexia Cota.

Credit

Alexia Cota