openalexZenodo (CERN European Organization for Nuclear Research)2026-07-24
ADR1D-EWS: Causal Machine-Learning Early Warning for Reactive Contaminant Transport
Gerardo Tinoco-Guerrero, Francisco J. Domínguez-Mota, José A. Guzmán-Torres
ADR1D-EWS is a reproducible machine-learning system for predicting whether contaminant concentration at a protected downstream sensor in the ADR1D benchmark will reach 0.01 mg/L within one hour. The system uses 52 causal features derived only from upstream observations available…