Filippo Grassia

Incremental Transformer for Surrogate-Based Inverse Design of Geopolymer Mixtures

Small-data inverse design is challenging in engineering informatics when observations are heterogeneous, mixed-type, and constrained by physical relations among design variables. This work proposes a topology-aware surrogate framework guided by an Incremental Transformer (INCRT) for physics-constrained inverse design,...