Construction-to-lifecycle risk intelligence: a noise-robust Physics-Informed Temporal Graph Transformer and Bayesian Markov-Switching sample-selection framework for reinforcement and repair decisions
Construction projects require sequential decisions on structural reinforcement during execution and repair prioritization during operation under heterogeneous conditions, incomplete inspections, temporal dependence and non-engineering constraints. This study develops a construction-to-lifecycle risk-intelligence framew...