期刊论文

Jianxin Peng

英文

Materials Today Communications

2352-4928

2025

112815

10.1016/j.mtcomm.2025.112815

CRediT authorship contribution statement Zhou Ziwei: Writing – review & editing, Validation, Software. Peng Jianxin: Writing – review & editing, Supervision, acquisition. Yang Yiming: Writing – original draft, Methodology, Investigation, acquisition, Data curation, Conceptualization.

本校为第一机构

This study aims to propose a hybrid physics-based and data-driven model for predicting flexural capacity of corroded prestressed concrete (PC) structures, aiming to improve the rationality and applicability of flexural capacity assessment. First, a self-adaptive physics-informed deep neural network framework is developed. Then, based on a collected database containing 100 sets of measured data, the proposed model is compared with three deep learning (DL) models, two machine learning (ML) models and two traditional mechanism-based prediction models. After that, the score analysis, error analysi...