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Multiscale Modeling: An Overview
Dr. Mark Horstemeyer CAVS Chair Professor ASME Fellow Mississippi State University
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Outline Modeling Philosophy Overview
MSU Internal State Variable Plasticity-Damage Model (MSU DMG 1.0) Theory Horstemeyer, M.F., Lathrop, J., Gokhale, A.M., and Dighe, M., “Modeling Stress State Dependent Damage Evolution in a Cast Al-Si-Mg Aluminum Alloy,” Theoretical and Applied Fracture Mechanics, Vol. 33, pp , 2000 Bammann, D. J., Chiesa, M. L., Horstemeyer, M. F., Weingarten, L. I., "Failure in Ductile Materials Using Finite Element Methods," Structural Crashworthiness and Failure, eds. T. Wierzbicki and N. Jones, Elsevier Applied Science, The Universities Press (Belfast) Ltd, 1993. Image Analysis Tool 1.0 User’s Tutorial DMGfit 1.0 User’s Tutorial MSU MultiStage Fatigue Model (MSU MSF 1.0) Theory McDowell, D.L., Gall, K., Horstemeyer, M.F., and Fan, J., “Microstructure-Based Fatigue Modeling of Cast A356-T6 Alloy,” Engineering Fracture Mechanics, Vol. 70, pp.49-80, 2003. MSFfit 1.0 User’s Tutorial MSU ISV Thermoplastic Model (MSU TP 1.0) Theory J.L. Bouvard, D.K. Ward, D. Hossain, E.B. Marin, D.J. Bammann, and M.F. Horstemeyer, “A General Inelastic Internal State Variable Model for Amorphous Glassy Polymers,” submitted to Acta Mechanica TPfit 1.0 User’s Tutorial
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Computational Manufacturing
and Design Mission: We couple multidisciplinary research of solid mechanics, materials, physics, and applied mathematics in three synergistic areas: theoretical modeling, experimentation, and large scale parallel computational simulation to optimize design and manufacturing processes.
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Multiscale Modeling ISV Bridge 12 = FEA ISV ISV Bridge 11 = FEA
Macroscale ISV Continuum Macroscale ISV Continuum Void \ Crack Interactions Bridge 10 = Void \ Crack Growth µm Crystal Plasticity (ISV + FEA) Crystal Plasticity (ISV + FEA) µm Bridge 5 = Particle-Void Interactions Bridge 9 = Void \ Crack Nucleation µm Bridge 8 = Dislocation Motion Bridge 4 = Particle Interactions Crystal Plasticity (ISV + FEA) Bridge 7 = High Rate Mechanisms Bridge 3 = Hardening Rules 100’s Nm Dislocation Dynamics (Micro-3D) Bridge 6 = Elastic Moduli Bridge 2 = Mobility Nm Atomistics (EAM,MEAM,MD,MS, Bridge 1 = Interfacial Energy, Elasticity Å Electronics Principles (DFT)
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Multiscale Experiments
1. Exploratory exps 2. Model correlation exps 3. Model validation exps Structural Scale Experiments FEM Nanoscale Macroscale Continuum Model Cyclic Plasticity Damage Experiment Uniaxial/torsion Notch Tensile Fatigue Crack Growth Cyclic Plasticity Model Cohesive Energy Critical Stress Analysis Fracture Interface Debonding FEM Analysis Torsion/Comp Tension Monotonic/Cyclic Experiment TEM Microscale ISV Model Void Nucleation Mesoscale IVS Model Void Growth Void/Void Coalescence Void/Particle Coalescence Experiment SEM Optical methods ISV Model Void Growth Void/Crack Nucleation Experiment Fracture of Silicon Growth of Holes FEM Analysis Idealized Geometry Realistic Geometry Fem Analysis Idealized Geometry Realistic RVE Geometry Monotonic/Cyclic Loads Crystal Plasticity
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Design Optimization Optimization under Uncertainty Analysis
Cost Analysis Model FEM Analysis Experiment Multiscales Analysis Product (material, shape, topology) Process (method, settings, tooling) Design Options Product & Process Performance (strength, reliability, weight, cost, manufactur-ability ) Design Objective & Constraints Preference & Risk Attitude Optimal Product Process Environment (loads, boundary conditions) ISV
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CyberInfrastructure IT technologies (hidden from the engineer)
Conceptual design process (user-friendly interfaces) Engineering tools (CAD, CAE, etc.) Strategic Goal #4 Cyberinfrastructure and information systems integration (related to Thrust 4) Create and demonstrate integrated system of information tools for rapid concurrent design of engineered components, assemblies, and the associated manufacturing processes incorporating associated technologies. Objectives 1. Create and demonstrate the framework for integrating design toolkits and computational analysis tools with multiscale materials models, including interfaces to industry standard commercial tools. 2. Create and demonstrate common easy-to-use design environment configurable for multilevel users with distributed, concurrent, collaborative access. 3. Create means to transparently utilize computational grid resources with distributed computational and information resources. 4. Create and demonstrate extensible, adaptive design framework with decision support, knowledge accumulation, and support for incorporating business cost models. 5. Create and demonstrate tools and utilities for rapidly creating rule-based applications. The cyber-infrastructure addresses concerns/issues at various levels/layers. At the top, are engineers and the problems they are solving (shown in the center panel above). At this layer, we are addressing issues related to user interfaces and knowledge capture & semantics. At the second layer (from the top) we are addressing issues related to individual applications and programming of parallel codes (shown in the right panel). These applications need to be engineered so as to allow integration with other application. Knowledge representation is an issue to be addressed here. At the third layer, we are addressing application integration and interfaces (also shown in the right panel). At the bottom layer, we are addressing issues related to IT enabling technologies (e.g., Grids, portals, web, security) and organizational issues such as service level agreements.
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ARM LIGHTWEIGHT DESIGN
GM CADILLAC CONTROL ARM LIGHTWEIGHT DESIGN (2000) D C B A E Standard FEA Stress (from highest to lowest) Inclusion (from most severe to less severe) Damage Objective: To employ multiscale material modeling to reduce the weight of components Truth! Wrong! initial failure site (a) (b) Region 3 Region 1 model experiment Result: To optimize a redesign such that 25% weight saved 50% increase in load-bearing capacity 100% increase in fatigue life $2 less per part
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Internal State Variable
GM Corvette Cradle Magnesium Design (2005) System Subsystem Component Internal State Variable Plasticity-Damage Simulation Structures Pore size Nearest Neighbor Distance Dendrite Cell Size Porosity Boundary Conditions Panic brake Pothole strike Forces Moments
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Cradle Load-to-Failure
Simulation Results E D B A C F Modern FEA answer True answer Modern Materials Science answer
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Powder Metal FC0205 Steel (2008)
Compaction, Sintering, and Performance model experiment failure predicted by damage model under performance with distribution of initial porosity maximum von Mises Stress Note: standard FEA would have given the wrong location
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Immersion and Image Analysis Densities by Zone
I – Compaction Modeling (Validation) Main Bearing Cap – Green Density Distribution- after Springback (g/cc) FEA Model Geometry and Material Solution imported from ABAQUS/ Explicit to ABAQUS/Standard for Elastic Springback Analysis Experiment X-ray CT Volume grows 0.6% after springback density 2D X-Ray CT FEA 205Q Experiment Immersion and Image Analysis Densities by Zone Density (g/cc) +7.00 +6.90 +6.85 +6.80 +6.75 +6.70 +6.65 +6.60 +6.55 +6.95 +6.50 +6.45 +6.40 +7.05 1 3 2 4 5 7 8 10 11 6 12 13 16 15 17 18 14 19 20 9 Density Immersion 9 1 3 2 4 5 7 8 10 11 6 12 13 16 15 17 18 14 19 20 Image Analysis
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Cyberinfrastructure Design Framework
FEA simulation Experimental data FEA outputs MSF Validation Input deck Design objectives/ requirements Boundary conditions/ loading FEA setup Optimization Geometry Mesh CAD Post- processing directives Material Material properties repository Material models and constants Model calibration Compute platform settings
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MSU Multiscale Modeling
Vision: In 5-10 years, we are internationally recognized as the premiere material modeling group in world for our validated and verified research and production models Mission: systemize our multiscale modeling capability so that the cyberinfrastructure easily admits each different aspect of the modeling characteristics (codes, materials info, mechanical properties tests, multiscale models, etc)
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Modeling History and Overview
Started in thermonuclear weapons design at Sandia (no underground systems level testing) Populate the space of systems levels with simulations (simulation based design and multiscale modeling to get correct physics) Used for many different metal alloys in materials processing and life-performance analysis Tech transfer to Navy, Army, and automotive applications Notion of history modeling with internal state variables
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FEA Simulations and Timeline Using Internal State Variable Model
Early 1980’s: steel alloys for weapon laydown event (highlight: front cover of Science) plasticity, damage, and fracture Mid 1980’s-1990’s: forging process: rex Late 1980’s: analysis of various components: plasticity and failure Early 1990’s: Navy submarines lethality, welding Mid 1990’s: forming, extrusion, heat treatment Late 1990’s: automotive castings Early 2000’s: everything automotive Mid 2000’s: Army vehicle component designs Late 2000’s: polymers and powder metals
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Metals Modeled by Macroscale DMG ISV Plasticity-Damage Model 1.0
Steel Alloys (15) A286, AF, C1008, S7tool, 1020, 10b22, 4140, 4340, 210SS, 304LSS, 319SS, HY80, HY100, HY130, FC0205 Aluminum Alloys(16) 1100, 2024T0, 2024T35, 2024T4, 5083, 5086, 6061T0, 6022, 6050, 6061T0, 6061T6, 7039, 7075T0, 7075T6, A319, A356 Magnesium Alloys (7) AM20, AM30, AM50, AM60, AZ31, AZ91, AE44 Titanium Alloys (4) Ti7Al4Mo, Ti8Al1Mo1V, Ti0Al6V4, Ti6Al6V2Sn Uranium Alloys (2) D38, D380075Ti Nickel (2) 99.99% pure, In718 Brass (1) 99% pure 70 metal alloys to date!
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MSU CAVS CMD Material Modeling Philosophy
Classical Modeling Paradigm MSU CAVS Modeling Paradigm Phenomena N=Model N Phenomena N=Model 1 . . Phenomena 3=Model 3 Phenomena 3=Model 1+few additional constants Phenomena 2=Model 2 Phenomena 2=Model 1+few additional constants Phenomena 1=Model 1 Phenomena 1=Model 1 Note: with each new model, many more constants are introduced with the new model Note: with every new phenomena the model moves back to a general abstraction so if the new constants are zero the original model results
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Example of Philosophies with Creep and Plasticity
Classical Modeling Paradigm MSU CAVS Modeling Paradigm Phenomena N=Model N Phenomena N=Model 1 . . Damage=Johnson-Cook Damage=Garafalo+disl ISVs+Damage ISVs Plasticity=Ramberg-Osgood Plasticity=Garafalo + dislocation density ISVs Creep=Nabarro-Herring Model Creep=Garafalo flow rule Note: with each new model, many more constants are introduced with the added new model Note: with every new phenomena the model moves back to a general abstraction so if the new constants are zero the original model results
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Macroscale Research and Production Models
Note 1: Production models/codes must have a documented citable journal article for each version of the code a. makes impact factor greater b. makes it easier for next graduate student to add incremental improvements Note 2: Production models/codes must build on the previous work a. helps systemize and synergize our efforts in terms of research and funding b. clears up confusion to outsider customers and industry c. helps user base Note 3: Production models/codes must have a theoretical and user’s manual a. absolute necessity for new graduate students and new user’s b. helps the broad usage of the model over time c. this alone may lead the greatest impact over time Note 4: Only a Production model/code can go into the cyberinfrastructure
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Journal Article History and MSU CAVS R&D Modeling Plan
Bammann (1990) temperature and strain rate dependent unified-creep plasticity model (Bammann Model) Bammann et al. (1993) applications of Bammann model with damage (no formal name) BCJ (1995) formalization of model (really mod of 1993 paper: BCJ) Horstemeyer et al. (2000) microstructure with damage (DMG model) Research Production EMMI MSU CAVS DMG ISV Model 1.0 Version 1.1 Elastic mod damage (Allison) Recrystallization/grain growth V&V ? Coalescence (Allison, Oglesby) Version 1.2 Add more materials with quantifying the structure-property relations Pressure Dep yield (Hammi) Version 1.3 Anisotropic Damage (Solanki) Version 1.4
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MSU CAVS R&D Modeling Plan (cont)
Research Production MSU CAVS DMG ISV Model 1.0 Version 1.5 Hardening change (Bammann) V&V High rate Stress state Dep (Tucker) Version 1.6 Subscale studies Plastic spin (Najafi) Version 1.7 Twinning (Oppedal, Bammann, Horstemeyer, Marin) Version 1.8 Version 2.0 (new set of constants required for all materials) EMMI
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MSU CAVS R&D Modeling Plan (cont)
Research Production MSU CAVS ND DMG ISV Model 2.0 Version 2.1 PPT morphology (El Kadiri) V&V Nonlocal damage (Solanki) Version 2.2 Subscale studies Phase Transform (LWang) Version 2.3 Solidification (Felicelli, LWang) New name??
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Validation and Verification (V&V)
Research FE Codes Tahoe Ramaswamy code (nonlocal damage, implicit) Winters code (coupled thermomechanical) ABAQUS model Fitting algorithm (Carino) Production FE Codes ABAQUS LS Dyna ESI Pamcrash ESI Pamstamp MD Nastran Model implementation Model verification
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Metals Modeled by MultiStage Fatigue Model 1.0
Steel Alloys (3) 4140, 319SS, FC0205 Aluminum Alloys(5) 2024T0, 7075T6, A319, A356, A380 Magnesium Alloys (7) AM30, AM50, AM60, AZ31, AZ61, AZ91, AE44 15 metal alloys to date! Polymers Modeled by MultiStage Fatigue Model 1.0 Polyurethane (2) Pure, carbon nanotube polyurethane Elastomer (2) SBR, track rubber Polycarbonate (1)
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Journal Article History and MSU CAVS R&D Modeling Plan
McDowell et al (2003) microstructure-sensitive MultiStage Fatigue (MSF) Xue et al (2007) grain size and texture effects Jordon et al (2008) nearest neighbor distance and elastic moduli effect on porosity Research Production MSU CAVS MSF Model 1.0 Version 1.1 Polymers (Bouvard, Brown) V&V Add more materials with quantifying the structure-property relations Corrosion (???) Version 1.2 Symptotic Expansions ISVs (???) Version 1.3 Thermo mechanical (???) Version 1.4
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Polymers Modeled by Macroscale ISV ViscoElastic-ViscoPlasticity-Damage Model 1.0
Polycarbonate (1) Polypropylene (1) Polyurethane (1) ABS Elastomer (3-Santoprene, natural rubber, SBR) Nylon (4) Nylon 6.6, Nylon 4.4, E-glass+Nylon, S-glass+Nylon Kevlar Brain Liver Tendon Placenta 12 polymers to date!
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Journal Article History and ISV Polymer Modeling Plan
Bammann (1990) temperature and strain rate dependent unified-creep plasticity model Bammann et al. (1993) applications of Bammann model with damage BCJ (1995) formalization of model Horstemeyer et al. (2000) microstructure with damage Research Production Boyce-Arruda Anand MSU CAVS Poly DMG ISV Model 1.0 Version 1.1 viscoelasticity (Prabhu) V&V ? rubbers (Brown) Version 1.2 Add more materials with quantifying the structure-property relations nanocomposites (Lacy, Shi, Zhang, Pittman, Toghiani) Version 1.3
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Model calibration tools development
CMD Theoreticians THaupt/CCG Tool & Status DMG ImageAnalyzer MSF BB->VEP EMMI PQplot MSC Piecewise lines->DSR DMG UMAT+Uncertainty DMG VUMAT+Nucleation data VPSC MSF+amplitude loading (Fung->Biomaterial?) Dislocation ANN GUI ImageStitcher RPTpostprocessor Web service Model evaluation routine (Fortran, MATLAB) F e d b a c k RLCarino Computational backend for model (MATLAB) Web-based Users PC-based Stand-alone executable Production codes
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Model code, Providers, Users
DMG ImageAnalyzer MSF BB->VEP EMMI PQplot MSC Piecewise curves->DSR DMG UMAT+Uncertainty DMG VUMAT+Nucl. data VPSC MSF+amplitude loading (Fung->Biomaterial?) Dislocation ANN GUI ImageStitcher RPTpostprocessor mfhorst tnw7 mfhorst, bjordan jeanluc ebmarin yhammi (jeanluc) kns3 aoppedal, haitham Mfhorst,bjordan (lwilliams) ElKadiri (bjordon) (axue) (various), S.Agnew, Y.Guo (various) yhammi, bjordon, paul, adrian jeanluc, jef83 jcrapps (USAMP-PM?) sponder kns3 aoppedal (NGC?) ? osama, (haitham’s student) (axue’s student) Production codes
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Computational Manufacturing
and Design Mission: We couple multidisciplinary research of solid mechanics, materials, physics, and applied mathematics in three synergistic areas: theoretical modeling, experimentation, and large scale parallel computational simulation to optimize design and manufacturing processes.
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