Data-Driven Rapid Assessment of Seismic Responses in Offshore Observation Tower Structures

By integrating high-fidelity finite element simulations, seismic response database construction, and data-driven prediction methods, an assessment framework was established that enables the transition from physics-based modeling to intelligent response reconstruction.

This framework extends conventional numerical analyses, which typically rely on individual seismic scenarios, toward continuous response prediction under coupled variations of multiple seismic parameters, thereby achieving rapid and high-accuracy assessment of seismic responses for offshore observation tower structures.