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)

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bearing.323

ID: 98655694

Label: bearing

Sample length: 500ms

throttle.832

ID: 98652903

Label: throttle

Sample length: 500ms

throttle.557

ID: 98653135

Label: throttle

Sample length: 500ms

throttle.828

ID: 98652918

Label: throttle

Sample length: 500ms

throttle.742

ID: 98652984

Label: throttle

Sample length: 500ms

throttle.386

ID: 98653273

Label: throttle

Sample length: 500ms

running.552

ID: 98654710

Label: running

Sample length: 500ms

throttle.170

ID: 98653432

Label: throttle

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

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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	215,204
No. of clones	1