switching points: compare dataset vs. autoencoder 23905 23930 Aeration valve + sensor drift num_measurements=25 ->6h 33505 33508 Aeration valve + sensor bias num_measurements=3 ->0.72h 38305 38309 Aeration valve + sensor spike num_measurements=4 ->0.96h 40225 40227 Aeration valve + sensor spike num_measurements=2 ->0.48h 42145 42152 Aeration valve + sensor spike num_measurements=7 ->1.68h 44065 44072 Aeration valve + sensor spike num_measurements=7 ->1.68h 47905 47907 Aeration valve + sensor PD num_measurements=2 ->0.48 Total time taken by the detection system to evaluate all anomalies: 0.000052 minutes.