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New framework applies machine learning to atomistic modeling


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Northwestern University researchers have developed a new framework using machine learning that improves the accuracy of interatomic potentials the guiding rules describing how atoms interact in new materials design. The findings could lead to more accurate predictions of how new materials transfer heat, deform, and fail at the atomic scale.
Designing new nanomaterials is an important aspect of developing next-generation devices used in electronics, sensors, energy harvesting and storage, optical detectors, and structural materials. To design these materials, researchers create interatomic potentials through atomistic modeling, a computational approach that predicts how these materials behave by accounting for their properties at the smallest level. The process to establish materials interatomic potential called parameterization has required significant chemical and physical intuition, leading to less accurate prediction of new materials design. ....

Jose Mendoza , Xu Zhang , Nancyj Farley , Horacio Espinosa , Jeffreyt Paci , Hoang Nguyen , Subramanian Sankaranarayanan , University Of Victoria , Michigan State University , Us Department Of Energy Office Science , National Science Foundation , Nanoscale Materials At Argonne National Laboratory , Office Of Basic Energy Sciences , Office Of Science , Argonne National Laboratory , Northwestern University , Interatomic Potentials , Statistical Analyses , Case Study , Nature Partner Journals , Northwestern Engineering , Applied Mechanics , Michigan State , Nanoscale Materials , Quest High Performance Computing Cluster , Basic Energy Sciences ,

DOE announces $30 million for quantum information science to tackle emerging 21st century challenges | US Department of Energy Science News


DOE Nanoscale Science Research Centers Support QIS Research to Advance Energy, Economic, and National Security
DOE/US Department of Energy
WASHINGTON, D.C. - The U.S. Department of Energy (DOE) today announced plans to provide $30 million for Quantum Information Science (QIS) research that helps scientists understand how nature works on an extremely small scale 100,000 times smaller than the diameter of a human hair. QIS can help our nation solve some of the most pressing and complex challenges of the 21st century, from climate change to national security. Watch this video to learn more about QIS.
Quantum computing and devices are poised to revolutionize the way we process information and develop new technologies that are currently beyond our reach, said Secretary of Energy Jennifer M. Granholm. From developing novel materials to building better batteries to moving clean electricity across the country more efficiently, the field of quantum information sciences can h ....

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