G. Stanton

Multi-Horizon Machine Learning for Bridge Deterioration Prediction and Risk-Based Maintenance Decision-Making

Bridge management agencies must decide not only which structures to treat, but when to treat them over a multi-year programme. Most machine-learning pipelines for bridge condition, however, forecast a single fixed horizon, report only marginal uncertainty, and feed a top-k selection rule that ignores treatment cost and...