Mateusz / CBM Fault Classifier Public

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

Welcome to Edge Impulse, the largest community of edge AI developers!
This is a public Edge Impulse project, use the navigation bar to see all data and models in this project; or clone to retrain or deploy to any edge device.

CBM Fault Classifier

About this project

This public Edge Impulse project does not have a README yet. Clone this project to add new data or retrain this project, or to deploy this project to a device.

Data (4,000 samples)

View all

throttle.996

ID: 98652788

Label: throttle

Sample length: 500ms

running.72

ID: 98655098

Label: running

Sample length: 500ms

bearing.760

ID: 98655347

Label: bearing

Sample length: 500ms

bearing.647

ID: 98655439

Label: bearing

Sample length: 500ms

throttle.437

ID: 98653238

Label: throttle

Sample length: 500ms

bearing.446

ID: 98655599

Label: bearing

Sample length: 500ms

stopped.222

ID: 98654184

Label: stopped

Sample length: 500ms

throttle.832

ID: 98652903

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

1 ms.

Peak RAM usage

5.5K

Flash usage

97.3K

Run this model

Scan QR code or launch in browser

Launch in browser

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	222,479
No. of clones	1