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A new approach to machine learning image analysis learns much more quickly and requires far fewer images

By reducing the amount of required training images and increasing the size of images that can be processed, the new architecture can be used to answer important questions in many research fields.

University of california san franciscoUnited statesNoord brabantJames sethianWiskunde informaticaOlivia jainSimon moCarolyn larabellNational centerComputational research divisionMathematics for energy research applicationsOffice of scienceDepartment of energyScale dense convolution neural networksUniversity of californiaScale dense convolution neural network

Berkeley Lab s CAMERA Enhances DOE s Scientific Facilities with New Math and Software Innovations

Berkeley Lab s CAMERA Enhances DOE s Scientific Facilities with New Math and Software Innovations
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United statesOak ridgeJeffrey donatelliJames sethianArgonne national laboratoryResearch infrastructureMathematics for energy research applicationsBrookhaven national laboratoryNational synchrotron light sourceBerkeley earthshot research centersLawrence berkeley national laboratory lab centerArgonne nationalOffice of basic energy sciencesBerkeley lab laboratory directed research programStanford synchrotron radiation laboratoryBerkeley lab computing sciences

AI-Powered Method Revolutionizes Analysis of 2D Materials

Two-dimensional (2D) materials-materials just a few atoms thick-can have special properties due to quantum mechanics.

Laura thomsonnovMathematics for energy research applicationsSwiss national science foundationDepartment of energy office scienceEnergy frontier research centerDivision of materials researchOffice of scienceEnergy sciencesScientific computing researchDepartment of energyNational science foundationMolecular foundryEnergy officeNovel pathwaysQuantum coherenceBasic energy sciences

Berkeley Lab Unlocks Battery Tech Advancements with AI and Perlmutter Supercomputer

Berkeley Lab Unlocks Battery Tech Advancements with AI and Perlmutter Supercomputer
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United statesIryna zenyukDaniela ushizimaPavel shevchenkoDula parkinsonYing huangAndrea fei huei suJerome quenumDavid perlmutterArgonne national lab advanced photon sourceNational energy research scientific computing centerMathematics for energy research applicationsBerkeley lab advanced light sourceUs department of energyNational fuel cell research centerNational science foundation

Berkeley Lab s Ushizima Honored with PMWC Pioneer Award

Berkeley Lab s Ushizima Honored with PMWC Pioneer Award
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Santa clara convention centerUnited statesLea grinbergSilvia miramontesDaniela ushizimaUniversity of californiaBerkeley lab centerScience undergraduate laboratory internshipBerkeley lab daniela ushizimaLawrence berkeley national laboratoryOffice of scienceAlzheimer associationBerkeley labCenter lea grinbergOblong industriesMathematics for energy research applications