Mukesh Sankhla / Overall Production Line Model Public

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

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Overall Production Line Model

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Data (1,715 samples)

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ei_pm_overall_line_reliability.s1667

ID: 3075704212

Label: warning_plant_vibration, fault_utility_breakdown

Sample length: 2s

ei_pm_overall_line_reliability.s520

ID: 3075701398

Label: normal_plant_health

Sample length: 2s

ei_pm_overall_line_reliability.s1471

ID: 3075703682

Label: warning_air_compressor_drop, warning_line_power_surge

Sample length: 2s

ei_pm_overall_line_reliability.s1549

ID: 3075703914

Label: warning_plant_vibration, fault_utility_breakdown

Sample length: 2s

ei_pm_overall_line_reliability.s1360

ID: 3075703435

Label: warning_line_power_surge, warning_air_compressor_drop

Sample length: 2s

ei_pm_overall_line_reliability.s1264

ID: 3075703185

Label: normal_plant_health

Sample length: 2s

ei_pm_overall_line_reliability.s1128

ID: 3075702817

Label: normal_plant_health

Sample length: 2s

ei_pm_overall_line_reliability.s850

ID: 3075702135

Label: normal_plant_health

Sample length: 2s

Model accuracy (Unoptimized (float32))

Validation set

96.0%

Test set

92.6%

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

Latency

2 ms.

Flash usage

16.6K

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Dataset summary

Data collected

1h 0m 0s

Sensors

line_active_power_kw, line_power_factor, line_main_air_pressure_bar, line_main_vacuum_mbar, line_ambient_temp_c, line_vibration_overall_g, line_throughput_rate_ph @ 10Hz

Labels

fault_utility_breakdown, normal_plant_health, warning_air_compressor_drop, warning_line_power_surge, warning_plant_vibration

Project info

Project ID	1087509
License	3-Clause BSD
No. of views	20,410
No. of clones	0