zameer27 / Pump_Predictive_maintainance Public
Target: Arduino UNO Q (Qualcomm QRB2210) Clone this project

Test data

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Sample length (ms)
10050
10050
Sample frequency (Hz)
20
20
Sample name Expected outcome Length Anomaly Accuracy Result
pump_dataset_power_fault_1786980680.s29 power_fault 10s -0.68 100% 17 power_fault
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pump_dataset_power_fault_1786980680.s24 power_fault 10s -0.84 100% 17 power_fault
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pump_dataset_power_fault_1786980680.s19 power_fault 10s -0.44 76% 13 power_fault, 4 anomaly
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pump_dataset_power_fault_1786980680.s14 power_fault 10s -0.99 100% 17 power_fault
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pump_dataset_power_fault_1786980680.s9 power_fault 10s -0.62 100% 17 power_fault
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pump_dataset_power_fault_1786980680.s4 power_fault 10s -1.02 100% 17 power_fault
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pump_dataset_loose_mount_1786980232.s26 loose_mount 10s -0.34 100% 17 loose_mount
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pump_dataset_loose_mount_1786980232.s21 loose_mount 10s -0.44 100% 17 loose_mount
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pump_dataset_loose_mount_1786980232.s14 loose_mount 10s -0.43 100% 17 loose_mount
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pump_dataset_loose_mount_1786980232.s9 loose_mount 10s -0.54 100% 17 loose_mount
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pump_dataset_loose_mount_1786980232.s4 loose_mount 10s -0.53 100% 17 loose_mount
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pump_dataset_air_leak_1786979733.s27 air_leak 10s -0.78 100% 17 air_leak
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pump_dataset_air_leak_1786979733.s22 air_leak 10s -0.90 100% 17 air_leak
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pump_dataset_air_leak_1786979733.s17 air_leak 10s -0.97 100% 17 air_leak
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pump_dataset_air_leak_1786979733.s12 air_leak 10s -0.90 100% 17 air_leak
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pump_dataset_air_leak_1786979733.s7 air_leak 10s -1.96 100% 17 air_leak
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pump_dataset_air_leak_1786979733.s2 air_leak 10s -1.69 100% 17 air_leak
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pump_dataset_blockage_1786979107.s26 blockage 10s -0.42 100% 17 blockage
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pump_dataset_blockage_1786979107.s21 blockage 10s -0.69 94% 16 blockage, 1 uncertain
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pump_dataset_blockage_1786979107.s16 blockage 10s -0.42 82% 14 blockage, 2 cavitation, 1 uncertain
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pump_dataset_blockage_1786979107.s11 blockage 10s -0.80 88% 15 blockage, 1 air_leak, 1 cavitation
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pump_dataset_blockage_1786979107.s6 blockage 10s -1.00 100% 17 blockage
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pump_dataset_blockage_1786979107.s1 blockage 10s -0.99 100% 17 blockage
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pump_dataset_cavitation_1786978332.s28 cavitation 10s -0.59 100% 17 cavitation
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pump_dataset_cavitation_1786978332.s26 cavitation 10s -0.74 100% 17 cavitation
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pump_dataset_cavitation_1786978332.s21 cavitation 10s -0.70 100% 17 cavitation
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pump_dataset_cavitation_1786978332.s14 cavitation 10s -0.78 94% 16 cavitation, 1 healthy
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pump_dataset_cavitation_1786978332.s11 cavitation 10s -0.84 100% 17 cavitation
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pump_dataset_cavitation_1786978332.s8 cavitation 10s -0.90 100% 17 cavitation
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pump_dataset_cavitation_1786978332.s4 cavitation 10s -0.89 59% 10 cavitation, 7 healthy
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pump_dataset_dryrun_1786646341.s29 dryrun 10s -2.34 100% 17 dryrun
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pump_dataset_dryrun_1786646341.s24 dryrun 10s -2.22 100% 17 dryrun
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pump_dataset_dryrun_1786646341.s22 dryrun 10s -1.47 59% 10 dryrun, 4 anomaly, 3 blockage
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pump_dataset_dryrun_1786646341.s17 dryrun 10s -2.86 100% 17 dryrun
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pump_dataset_dryrun_1786646341.s12 dryrun 10s -1.80 94% 16 dryrun, anomaly
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pump_dataset_dryrun_1786646341.s7 dryrun 10s -0.64 76% 13 dryrun, 4 anomaly
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pump_dataset_dryrun_1786646341.s2 dryrun 10s 0.59 76% 13 dryrun, 4 anomaly
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pump_dataset_healthy_1786645734.s27 healthy 10s -0.82 100% 17 healthy
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pump_dataset_healthy_1786645734.s22 healthy 10s -0.76 100% 17 healthy
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pump_dataset_healthy_1786645734.s17 healthy 10s -0.67 100% 17 healthy
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pump_dataset_healthy_1786645734.s12 healthy 10s -0.53 100% 17 healthy
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pump_dataset_healthy_1786645734.s7 healthy 10s -0.73 100% 17 healthy
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pump_dataset_healthy_1786645734.s2 healthy 10s -0.78 100% 17 healthy
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Model testing output

Results

Model version:
Accuracy
95.35%

Metrics for Classifier

Metric Value
Area under ROC Curve 0.99
Weighted average Precision 0.98
Weighted average Recall 0.98
Weighted average F1 score 0.98

Confusion matrix

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Feature explorer

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