Datasetpublic

HaomingLuo/AgentFEM-Material-Loading-Memory

AgentFEM Material Loading Memory An open, reproducible research dataset for path-dependent material modeling, neural constitutive surrogates and finite-element deployment tests. The repository contains six staged, explicitly separated releases. Start here Goal Recommended entry Understand the current dataset This page and the sealed-test data card Train or benchmark a constitutive model DENIM start guide Reproduce the multiaxial baseline study… See the full description on the dataset page: https://huggingface.co/datasets/HaomingLuo/AgentFEM-Material-Loading-Memory.

sourceHugging Facecc-by-4.0updated 15d agoView on Hugging Face

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rootconfigst2_material_loading_memory_pilot.json

t2_material_loading_memory_pilot.json52 linesDownload Raw Back to configs

1{2  "schema": "agentfem.physics-data.material-loading-memory",3  "schema_version": "0.1.0",4  "dataset_version": "pilot-0.1",5  "seed": 20260925,6  "sample_count": 96,7  "points_per_trajectory": 121,8  "material_models": {9    "j2_linear_isotropic": 48,10    "chaboche_combined": 4811  },12  "path_families": {13    "monotonic_tension": 16,14    "unload_reload": 16,15    "tension_compression": 16,16    "symmetric_cyclic": 16,17    "mean_shifted_cyclic": 16,18    "variable_amplitude": 1619  },20  "splits": {21    "train": 72,22    "validation": 12,23    "test": 1224  },25  "ranges": {26    "young_pa": [150000000000.0, 230000000000.0],27    "poisson": [0.25, 0.34],28    "yield_stress_pa": [180000000.0, 450000000.0],29    "maximum_equivalent_strain": [0.003, 0.012],30    "j2_hardening_modulus_pa": [500000000.0, 8000000000.0],31    "chaboche_c1_pa": [15000000000.0, 60000000000.0],32    "chaboche_gamma1": [20.0, 120.0],33    "chaboche_c2_pa": [2000000000.0, 15000000000.0],34    "chaboche_gamma2": [1.0, 20.0],35    "chaboche_isotropic_saturation_pa": [20000000.0, 120000000.0],36    "chaboche_isotropic_rate": [2.0, 20.0]37  },38  "quality_thresholds": {39    "initial_stress_pa": 0.001,40    "plastic_strain_trace": 1e-10,41    "equivalent_plastic_strain_decrease": 1e-12,42    "yield_surface_relative_residual": 1e-8,43    "j2_monotonic_analytical_relative_error": 1e-10,44    "zero_strain_memory_contrast_pa": 1000000.0,45    "refined_stress_relative_change": 0.02,46    "refined_peeq_relative_change": 0.05,47    "j2_plastic_work_negative_tolerance_j_m3": 0.01,48    "final_plastic_work_minimum_j_m3": 0.049  },50  "scope": "Synthetic three-dimensional small-strain material-point trajectories under prescribed proportional deviatoric strain. J2 linear isotropic hardening and experimental Chaboche combined hardening are separate labels. No experimental calibration, fatigue-life label, damage, temperature dependence, finite-strain claim or structural FEM field claim."51}52