switching points: compare dataset vs. autoencoder 23905 23953 80% Aeration valve + 20% sensor drift num_measurements=48 ->11.52h 33505 33528 80% Aeration valve + 20% sensor bias num_measurements=23 ->5,52h 38305 38309 80% Aeration valve + 20% sensor spike num_measurements=4 ->0.96h 40225 40232 80% Aeration valve + 20% sensor spike num_measurements=7 ->1.68h 42145 42150 80% Aeration valve + 20% sensor spike num_measurements=5 ->1.2h 44065 44069 80% Aeration valve + 20% sensor spike num_measurements=4 ->0.96h 47905 47907 80% Aeration valve + 20% sensor PD num_measurements=2 ->0.48h Total time taken by the detection system to evaluate all anomalies: 0.000047 minutes.