Domain-Constrained Diffusion Framework for Point Cloud–Based Corrosion Morphology Generation and Chained Evolution

doi:10.1016/j.corsci.2026.113694

Domain-Constrained Diffusion Framework for Point Cloud–Based Corrosion Morphology Generation and Chained Evolution

2026-02-06

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DOI：10.1016/j.corsci.2026.113694

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Abstract

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• Realizing point-cloud–driven generation of 3D corrosion morphological under explicit domain constraints and physical-feasibility rules. • Embedding multi-dimensional corrosion descriptors and ISO roughness metrics as priors in the conditional diffusion process. • Implementing a process-based chained evolution scheme to capture pit nucleation, deepening, and edge-driven growth across corrosion periods. • Achieving high-fidelity morphological consistent with measured multi-parameter statistics and spectral characteristics.

Keywords:

point-cloud

corrosion morphology

diffusion framework

domain constraints

chained evolution

Domain-Constrained Diffusion Framework for Point Cloud–Based Corrosion Morphology Generation and Chained Evolution

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