Predicting the future state (i+1) based on the current state (i)
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| A Reproducible Digital Twin Framework for Additive Manufacturing | |
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| Integrating physics-based models, surrogate models, data assimilation and AI workflow orchestration [cite: 54, 56] | |
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| <title>Data Assimilation Mechanics</title> | |
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| <title>AM Digital Twin Architecture v5</title> | |
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| <title>Uncertainty Quantification Loop</title> | |
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| geometry | |
| { | |
| import_mesh false ; Use built-in mesh generator | |
| dim 3 ; dimension of the domain | |
| length 1.0e-3 ; [m] | |
| height 1.0e-3 ; [m] In 3D, the third parameters is width | |
| width 1.0e-3 | |
| length_divisions 2 ; Number of cell layers in the length direction | |
| height_divisions 2 ; Number of cell layers in the height direction | |
| width_divisions 2 |
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| --- | |
| crate-directory: crate1 | |
| title: "Phase Field Simulation: Homogeneous Nucleation Benchmark No.8a" | |
| description: "An example of generating an ro-crate from a PFHub result, for now this is only focused on the computational platform, environment and implementation" | |
| specification: | |
| identifier: https://raw.githubusercontent.com/usnistgov/pfhub/master/benchmarks/benchmark8.ipynb | |
| description: >- | |
| Phase field modeling of nucleation has a long history and is | |
| covered in a number of reviews (Gránásy 2002, Castro 2003, Simmons | |
| 2004, Gránásy 2007, Warren 2009, Heo 2014, Gránásy 2019). The |
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| --- | |
| - https://raw.githubusercontent.com/usnistgov/pfhub/master/_data/simulations/moose_1a_mpf/meta.yaml |
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