A PCA-DBSCAN-SHAP pipeline reduces 15 months of AQUAVALL WWTP sensor data to a small set of explained operation modes, with held-out samples mostly matching regular operation and documented incidents.
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Applying XAI based unsupervised knowledge discovering for Operation modes in a WWTP. A real case: AQUAVALL WWTP
A PCA-DBSCAN-SHAP pipeline reduces 15 months of AQUAVALL WWTP sensor data to a small set of explained operation modes, with held-out samples mostly matching regular operation and documented incidents.