Manivannan / Vehicle Predictive Maintenance Public

Target: Cortex-M4F 80MHz Clone this project

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Vehicle Predictive Maintenance

Audio

About this project

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Data (23 samples)

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Brake Pad Noise.2m15a7bp

ID: 79749852

Label: Brake Pad Noise

Sample length: 15s

Normal.2m1cdugl

ID: 79749848

Label: Normal

Sample length: 15s

Normal.2m19ro43

ID: 79749847

Label: Normal

Sample length: 15s

Faulty Drive Shaft.2lvqe4cn

ID: 79749862

Label: Faulty Drive Shaft

Sample length: 15s

Faulty Drive Shaft.2lvr8oqr

ID: 79749857

Label: Faulty Drive Shaft

Sample length: 15s

Brake Pad Noise.2m156rhh

ID: 79749853

Label: Brake Pad Noise

Sample length: 15s

Faulty Drive Shaft.2m11vo29

ID: 79749854

Label: Faulty Drive Shaft

Sample length: 15s

Normal.2m1aaabe

ID: 79749849

Label: Normal

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	23,657
No. of clones	13