Manivannan / Vehicle Predictive Maintenance Public

Target: Cortex-M4F 80MHz Clone this project

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Vehicle Predictive Maintenance

Audio

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Data (23 samples)

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Faulty Drive Shaft.2lvqlisi

ID: 79749859

Label: Faulty Drive Shaft

Sample length: 15s

Faulty Drive Shaft.2m11jdmc

ID: 79749860

Label: Faulty Drive Shaft

Sample length: 15s

Brake Pad Noise.2m18k1fm

ID: 79749855

Label: Brake Pad Noise

Sample length: 15s

Faulty Drive Shaft.2m11vo29

ID: 79749854

Label: Faulty Drive Shaft

Sample length: 15s

Normal.2m1cdugl

ID: 79749848

Label: Normal

Sample length: 15s

Faulty Drive Shaft.2lvr1srk

ID: 79749858

Label: Faulty Drive Shaft

Sample length: 15s

Normal.2m1aaabe

ID: 79749849

Label: Normal

Sample length: 15s

Faulty Drive Shaft.2m11dktr

ID: 79749856

Label: Faulty Drive Shaft

Sample length: 15s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

100.0%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

167 ms.

Peak RAM usage

82.1K

Flash usage

46.2K

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Dataset summary

Data collected

5m 37s

Sensor

audio @ 16KHz

Labels

Brake Pad Noise, Faulty Drive Shaft, Normal

Project info

Project ID	66064
Project version	1
License	No license attached
No. of views	22,677
No. of clones	13