Conditional Diffusion-Based inversion of operational parameters for shield attitude adjustment
To mitigate catastrophic safety risks caused by shield attitude deviation in complex soft-soil tunneling, an intelligent operational parameter inversion framework termed physics-aware conditional diffusion for tunneling (PACD-T) is developed. Departing from conventional deterministic forward-mapping models, this study...