Mukesh Sankhla / PM_ST3 Public

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

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PM_ST3

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Data (3,273 samples)

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ei_pm_station3_housing_assembly.s1478

ID: 3063675844

Label: normal_health

Sample length: 1s

ei_pm_station3_housing_assembly.s1857

ID: 3063677040

Label: normal_health

Sample length: 1s

ei_pm_station3_housing_assembly.s874

ID: 3063673920

Label: normal_health

Sample length: 1s

ei_pm_station3_housing_assembly.s1863

ID: 3063677053

Label: normal_health

Sample length: 1s

ei_pm_station3_housing_assembly.s1065

ID: 3063674557

Label: normal_health

Sample length: 1s

ei_pm_station3_housing_assembly.s2701

ID: 3063679252

Label: warning_glue_clog

Sample length: 1s

ei_pm_station3_housing_assembly.s2631

ID: 3063679082

Label: warning_solder_tip_wear, warning_glue_clog

Sample length: 1s

ei_pm_station3_housing_assembly.s2976

ID: 3063680022

Label: fault_press_overload, fault_heater_breakdown

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

99.0%

Test set

99.1%

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

Latency

1 ms.

Flash usage

15.6K

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Dataset summary

Data collected

1h 0m 0s

Sensors

solder_iron_temp_c, solder_heater_current_a, housing_press_force_n, dispenser_pressure_bar, spindle_vibration_rms_g @ 10Hz

Labels

fault_heater_breakdown, fault_press_overload, normal_health, warning_glue_clog, warning_solder_tip_wear

Project info

Project ID	1082185
License	3-Clause BSD
No. of views	10,719
No. of clones	0