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

3

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

5

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: