Representativeness Assessment

Representativeness Assessment

UPXO provides tools to assess whether a generated grain structure is statistically representative of a target microstructure.

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Morphological Representativeness

Compares grain size, shape, and spatial distributions of a synthetic grain structure against reference data.

Key module: repqual/mcgs2d_representativeness_assesser.py

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Topological Representativeness

Assesses grain network topology (coordination numbers, neighbour relationships) against reference statistics.

Key module: repqual/grain_network_repr_assesser.py (2D), repqual/grain_network_repr_assesser_3D.py (3D)

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Representativeness Generation (repgen/)

Automates the generation of ensembles of grain structures that collectively satisfy representativeness criteria.

• repgen/repgen2dmcgs.py — 2D ensemble generation
• repgen/repgen3dmcgs.py — 3D ensemble generation

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Coming Soon

• Textural representativeness assessment
• Multi-scale representativeness
• Surrogate model integration (surrModelOps/)