GPS News
TECH SPACE
Machine learning identifies hybrid glass-crystal phase in study
illustration only
Machine learning identifies hybrid glass-crystal phase in study
by Clarence Oxford
Los Angeles CA (SPX) Apr 19, 2024

A collaboration of scientists from Argonne National Laboratory and universities has proven the existence of a rare phase of matter combining elements of both crystal and glass, known as Bragg glass. This discovery, using advanced X-ray and machine learning techniques, marks a significant milestone in understanding complex material structures.

Crystals and glasses, while often appearing similar, possess fundamentally different internal structures. Crystals feature a highly ordered atomic arrangement, whereas glasses are characterized by a disordered, fluid-like state. The nature of glasses, which straddle the properties of solids and liquids, has long eluded precise scientific classification.

The newly identified Bragg glass phase exhibits both the ordered properties inherent to crystals and the amorphous qualities of glass. Researchers from the U.S. Department of Energy's Argonne National Laboratory, along with partners at Cornell and Stanford Universities, detected this phase through sophisticated data analysis methods.

Utilizing a machine learning tool developed at Cornell, named X-ray temperature clustering, the team analyzed extensive data from X-ray scattering experiments to uncover characteristics indicative of the Bragg glass phase. This research not only deepens the scientific community's understanding of glass-like materials but also underscores the power of machine learning in unraveling the complexities of material science.

"We can collect massive amounts of X-ray data in short periods of time, and analyzing the data manually can make it impossible to see the forest for the trees," explained Ray Osborn, a senior physicist at Argonne and a study co-author. "This technology combination revealed a unique signature of the Bragg glass phase."

The study focused on a crystal known as ErTe3, modified by introducing palladium atoms to create disorder. This method simulates conditions theorized decades ago to possibly host Bragg glass states in charge density wave (CDW) materials. The Advanced Photon Source at Argonne, a DOE Office of Science user facility, was instrumental in this research, allowing precise measurements of atomic arrangements.

Matthew Krogstad, an assistant physicist at Argonne, noted the paradoxical nature of Bragg glass: "It combines the sharp Bragg peaks typical of perfect crystals with the broader, diffuse patterns observed in glasses, presenting both types of features simultaneously."

The findings not only confirm the theoretical existence of Bragg glass in disordered CDW materials but also pave the way for designing new materials with tailored properties for various applications, from electronics to nuclear waste management.

Research Report:Bragg glass signatures in PdxErTe3 with X-ray diffraction temperature clustering

Related Links
Argonne National Laboratory
Space Technology News - Applications and Research

Subscribe Free To Our Daily Newsletters
Tweet

RELATED CONTENT
The following news reports may link to other Space Media Network websites.
TECH SPACE
Exploring the enigmatic behavior of granular materials through sound
Los Angeles CA (SPX) Apr 22, 2024
Granular materials, such as coffee beans in a jar or piles of sand, are composed of macroscopic particles and represent a significant yet little understood frontier in fundamental physics. Recent studies, including one in the European Physical Journal E by Onuttom Narayan and Harsh Mathur, focus on how sound moves through these materials, especially near the jamming transition. This phenomenon gains relevance from its implications in both pop culture and practical applications. For instance, the f ... read more

TECH SPACE
Wine growers 'on tip of Africa' race to adapt to climate change

Waste not want not: Peruvian drive to feed more with less

Record heat rots cocoa beans threatening Ivory Coast agriculture

Farmers dump sheep killed by wolves in front of Swiss government building

TECH SPACE
China, future HQ: New ASML boss faces bulging in-tray

Malaysia to build massive chip design park: PM

Skyrmions achieve unprecedented speeds promising future computing advances

New insights in spintronics: Researchers enhance understanding of spin currents

TECH SPACE
Ukraine says it downed Russian long-range strategic bomber

Ukrainian fighter pilots train in France during European training drive

Serbia eyes French fighter jets to boost its military

NASA unveils OVERFLOW to better predict air taxi performance and noise

TECH SPACE
2024 forecast to set new record for electric car sales: IEA

Tesla profits tumble but shares rise on new vehicle plan

Tesla earnings a 'moment of truth' for Musk after stumbles

Volvo Cars net profit falls but says demand strong

TECH SPACE
China central bank ex-chairman admits to taking bribes

Taiwan's Lai says US military aid package will 'deter authoritarianism'

Blinken back in China seeking pressure but also stability

Hong Kong Stock Exchange bids farewell to first woman chair

TECH SPACE
Despite gains in Brazil, forest destruction still 'stubbornly' high: report

Europe's overlooked Aspen forests: key to enhancing biodiversity and climate resilience

Presidents of Brazil, France announce green investment plan on Amazon visit

Planting trees in wrong places heats the planet: study

TECH SPACE
AI-driven hyperspectral imaging breakthrough by intuition-1 satellite

SpaceX launches new weather satellite to boost environmental monitoring

EarthCARE satellite to launch with advanced climate instruments

Space Systems Command launches next-gen WSF-M weather satellite with SpaceX

TECH SPACE
Researchers unveil novel technique for creating atomically thin nanoscrolls

MIT.nano equipment to accelerate innovation in "tough tech" sectors

Subscribe Free To Our Daily Newsletters




The content herein, unless otherwise known to be public domain, are Copyright 1995-2024 - Space Media Network. All websites are published in Australia and are solely subject to Australian law and governed by Fair Use principals for news reporting and research purposes. AFP, UPI and IANS news wire stories are copyright Agence France-Presse, United Press International and Indo-Asia News Service. ESA news reports are copyright European Space Agency. All NASA sourced material is public domain. Additional copyrights may apply in whole or part to other bona fide parties. All articles labeled "by Staff Writers" include reports supplied to Space Media Network by industry news wires, PR agencies, corporate press officers and the like. Such articles are individually curated and edited by Space Media Network staff on the basis of the report's information value to our industry and professional readership. Advertising does not imply endorsement, agreement or approval of any opinions, statements or information provided by Space Media Network on any Web page published or hosted by Space Media Network. General Data Protection Regulation (GDPR) Statement Our advertisers use various cookies and the like to deliver the best ad banner available at one time. All network advertising suppliers have GDPR policies (Legitimate Interest) that conform with EU regulations for data collection. By using our websites you consent to cookie based advertising. If you do not agree with this then you must stop using the websites from May 25, 2018. Privacy Statement. Additional information can be found here at About Us.