An end-to-end transformer-based TabPFN framework for predicting mechanical strength degradation of fiber-reinforced polymer composite reinforcements embedded in marine concrete

Xuan Zhao, Pei-Fu Zhang, Junjie Zhang, Yiliyaer Tuerxunmaimaiti, Qi Zhao, Composite Strength Analysis Team, Aircraft Design Department, State Key Laboratory of Ocean Engineering, Shanghai Key Laboratory for Digital Maintenance of Buildings and Infrastructure, School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Department of Civil and Environmental Engineering, The Hong Kong Polytechnic University, Hong Kong, School of Water Conservancy and Transportation, Zhengzhou University

Journal of Composite Materials

Published online on April 08, 2026

Abstract

Journal of Composite Materials, Ahead of Print.
Experimental investigations of fiber-reinforced polymer (FRP) bars in realistic marine concrete environments are costly and time-intensive, resulting in scarce test data that poses a major obstacle to reliable degradation models for FRP’s strength ...