A randomized model ensemble approach for reconstructing signals from faulty sensors

► The work deals with signal validation and sensor diagnostics. ► The aim is to define a procedure for large-scale signal validation. ► Ensembles of PCA models have been developed. ► Ensemble model diversity is obtained by signal randomization and BAGGING. ► Robustness tests have been carried out.