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hamilton-principle

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keisuke58 / Tmcmc202601

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Multiscale Bayesian framework bridging 5-species oral biofilm ecology and 3D FEM stress analysis via TMCMC, DeepONet surrogate (~100x speedup), and GNN-informed priors. 28x stiffness range, basin sensitivity, gradient-based NUTS sampling.

bayesian-inference uncertainty-quantification finite-element-method jax tmcmc graph-neural-network inverse-problem multiscale-modeling oral-biofilm neural-operator deeponet peri-implantitis nuts-sampler hamilton-principle dysbiosis-index
  • Updated Mar 8, 2026
  • Python

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