Mukesh Sankhla / PM_ST1 Public

Target: Arduino UNO Q (Qualcomm QRB2210) Clone this project

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PM_ST1

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Data (3,273 samples)

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ei_pm_station1_pcb_assembly.s630

ID: 3063532200

Label: normal_health

Sample length: 1s

ei_pm_station1_pcb_assembly.s2867

ID: 3063536727

Label: fault_heater_failure, fault_vacuum_leak

Sample length: 1s

ei_pm_station1_pcb_assembly.s1030

ID: 3063533014

Label: normal_health

Sample length: 1s

ei_pm_station1_pcb_assembly.s3260

ID: 3063537527

Label: fault_heater_failure, fault_vacuum_leak

Sample length: 1s

ei_pm_station1_pcb_assembly.s749

ID: 3063532439

Label: normal_health

Sample length: 1s

ei_pm_station1_pcb_assembly.s3208

ID: 3063537417

Label: fault_vacuum_leak, fault_heater_failure

Sample length: 1s

ei_pm_station1_pcb_assembly.s1041

ID: 3063533037

Label: normal_health

Sample length: 1s

ei_pm_station1_pcb_assembly.s763

ID: 3063532467

Label: normal_health

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

99.8%

On-device performance (Arduino UNO Q (Qualcomm QRB2210), Unoptimized (float32))

Latency

1 ms.

Flash usage

19.5K

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Dataset summary

Data collected

1h 0m 0s

Sensors

accel_x_g, accel_y_g, accel_z_g, vibration_rms_g, reflow_zone1_temp_c, reflow_zone2_temp_c, reflow_zone3_temp_c, reflow_zone4_temp_c, conveyor_current_a, pick_place_vacuum_mbar @ 10Hz

Labels

fault_heater_failure, fault_vacuum_leak, normal_health, warning_bearing_wear, warning_heater_aging

Project info

Project ID	1081979
License	3-Clause BSD
No. of views	9,027
No. of clones	0