Mateusz / CBM Fault Classifier Public

Target: Nordic nRF9160 DK (Cortex-M33 64MHz) Clone this project

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CBM Fault Classifier

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Data (4,000 samples)

View all

running.291

ID: 98654922

Label: running

Sample length: 500ms

stopped.61

ID: 98654311

Label: stopped

Sample length: 500ms

running.480

ID: 98654766

Label: running

Sample length: 500ms

stopped.326

ID: 98654107

Label: stopped

Sample length: 500ms

stopped.444

ID: 98654005

Label: stopped

Sample length: 500ms

stopped.75

ID: 98654305

Label: stopped

Sample length: 500ms

running.3

ID: 98655137

Label: running

Sample length: 500ms

bearing.885

ID: 98655251

Label: bearing

Sample length: 500ms

Model accuracy (Unoptimized (float32))

Validation set

81.2%

Test set

63.6%

On-device performance (Nordic nRF9160 DK (Cortex-M33 64MHz), Unoptimized (float32))

Latency

4 ms.

Peak RAM usage

5.5K

Flash usage

97.3K

Run this model

On any device

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Dataset summary

Data collected

33m 20s

Sensors

pca0, pca1, pca2, pca3, pca4, pca5, pca6, pca7, pca8, pca9, pca10, pca11, pca12, pca13, pca14, pca15, pca16, pca17, pca18, pca19, pca20, pca21, pca22, pca23, pca24, pca25, pca26, pca27, pca28, pca29, pca30, pca31, pca32, pca33, pca34, pca35, pca36, pca37, pca38, pca39, pca40, pca41, pca42, pca43, pca44, pca45, pca46, pca47, pca48, pca49, pca50, pca51, pca52, pca53, pca54, pca55, pca56, pca57, pca58, pca59, pca60, pca61, pca62, pca63, pca64, pca65, pca66, pca67, pca68, pca69 @ 20Hz

Labels

bearing, running, stopped, throttle

Project info

Project ID	66596
Project version	1
License	No license attached
No. of views	197,032
No. of clones	1