IDEASforMaterialsDesign,Development&Deployment
Anewmarketplaceformaterialsinnovation
BuildingonGeorgiaTech’sLeadershipinMaterialsInnovationInfrastructure…
InnovationInitiatives&SharedResources
DataManagement• Capture• Storage• Aggregation• SharingProtocols• Knowledge databases
DataAnalyticsMineembedded highvalueinformation via:• Filtering• Datafusion• Uncertaintyanalyses• Statisticalanalyses• Dimensionality reduction• Patternrecognition• Regressionanalysis• Machinelearning• Statisticallearning
e-Collaboration• Utilizeopensourceand
openaccessdata/coderepositories
• Facilitatecross-disciplinaryteamdiscussionsandannotationsofintermediate results
• Manageworkflowsandidentifybestpractices
• Decisionsupport forfutureinvestmentswithhighROI
2IDEAS:MD3 willfacilitateexplorationofopensourceandcommercial
datasciencemethodswithinthematerialsinnovationecosystem
ANewInnovationEcosystem
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Emphasis is placed on workforce development in materials data science and informatics, and integration within the ecosystem
Academia-Industry-NationalLabCollaborationtoPreparefor21st CenturyMaterialsforManufacture
Physics-basedmultiscalemodelsanduncertaintyquantification
Informaticsand
dataanalyticsHigh-throughputmeasurements
Innovativesynthesis
andprocessing
Unstructuredlegacydata
Commercial datasciencesandanalyticstools
Real-worldproblems
Manufacturingworkflowsandprocesses
CyberInfrastructuree-collaborationPlatforms
DataWarehousing
GTandMemberExpertise
IndustryContributions
OurNiche:PreparingtheFutureMaterialsDataScienceWorkforce•Awarenessofexistingtoolsandmethods,opensourceandcommercial•Integrationofdatasciencewithexperimentsandcomputationalmodeling,incl.highthroughput•Quantitativeprocess-structureandstructure-propertylinkages•Managingandtailoringworkflows•Queryablepersistentdatabases
• Compilelegacymicrostructuresandtheirvariancesintodatabaseforquantitativecomparison
• Rapidclassification,qualitycontrolofcomplexprocessesandresultinghierarchicalstructuresandmicrostructures
• Buildlowcost,reliableP-S-Pmodelsusingavailabledatafromexperimentsandsimulation
• Designexperimentaland/ormodeling protocols torapidlyacquiredataneedtoenhancedecisionsupport
ExamplePotentialApplication:VendorQualificationforAdditiveManufacturing
Acceptable
Microstructure Databases
Sample Ti Microstructures
Acceptable
Structure-Property Databases
1 2 3m5 – sample 3 m1 – sample 8 m8 – sample 18
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ValueProposition- IDEAS:MD3 Membership
• LowentrycostopportunitytofamiliarizeandtrainyourcurrentemployeesinMD3
• Increasedexposureofyourorganizationtomoderndatascience toolsande-collaboration platformsformaterialsdiscoveryanddevelopment
• Networkingwithdomainexperts atthenexusofmaterialsscience,manufacturing,datascience,andhighthroughputmethods,includingcommercialdataservicesvendors;closerlinkageofOEMs andtheirsupplychains
R&Dindatascienceandinformaticsvia…
• Integratedprojectsmakinguseofexistingandemergentstate-of-the-artbestpracticesandmethods,tailoredtoyourneeds
• Methodstoaccelerateprocessdevelopmentwithdata-drivendecisionsupport
• Strategiestoidentifyandorganizeimportantmaterialsdataandaccumulatedknowledge,includingimportantelectronicmetadata inmaterialsdevelopment
• Acceleratedqualificationproceduresfor vendorsandthesupplychain 6
Withintheoverarchinggoalofpreparingthe21st centuryworkforceforacceleratedmaterialsdesign,developmentanddeploymentIDEAS:MD3 offers: