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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 ,

Space heater may have caused fire that killed 5, officials say


Space heater may have caused fire that killed 5, officials say
Authorities said a space heater may have caused a fire Wednesday in Des Plaines that killed Grace Espinosa, 1, Allizon V. Espinosa, 3, Genesis A. Espinosa, 5, Renata P. Espinosa, 6, and their mother, Cythaly Zamodio. Their father was not home when the tragedy occurred.
courtesy of Violeta Gomez-Garcia
The family on Wednesday released this unlabeled picture of one of the Espinosa children who were killed in Wednesday s fire at their Des Plaines home.
courtesy of Violeta Gomez-Garcia
Horacio Espinosa, a neighbor and relative of the five people killed in Wednesday s fire on Oakton Street in Des Plaines, spoke to the media Thursday while visiting the scene of the tragedy. ....

Des Plaines , United States , Park Ridge , Allizonv Espinosa , Horacio Espinosa , Renatap Espinosa , Citahaly Zamiodo , Des Plaines Fire Department , Illinois State Fire Marshal Office , West Oakton Street , Advocate Lutheran General Hospital , Oakton Street , Illinois State Fire Marshal , Jennie Vana , Elk Grove Township Elementary District , தேஸ் சமவெளி , ஒன்றுபட்டது மாநிலங்களில் , பூங்கா ரிட்ஜ் , ஹாரேஸியோ எஸ்பினோசா , தேஸ் சமவெளி தீ துறை , இல்லினாய்ஸ் நிலை தீ மார்ஷல் அலுவலகம் , மேற்கு ஓக்டன் தெரு , வழக்கறிஞர் லூத்தரன் ஜநரல் மருத்துவமனை , ஓக்டன் தெரு , இல்லினாய்ஸ் நிலை தீ மார்ஷல் , ஜென்னி வான ,