Brainchip / bc-pred-main-anom Public

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bc-pred-main-anom

Accelerometer

About this project

Project used in anomaly detection of accelerometer data taken for the Vibration Classification with Brainchip's Akida project.

Data (2,086 samples)

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edge.87

ID: 893458041

Label: edge

Sample length: 1s

edge.81

ID: 893458047

Label: edge

Sample length: 1s

edge.4

ID: 893458086

Label: edge

Sample length: 1s

off-no-sound.122

ID: 893458014

Label: off

Sample length: 1s

new-no-sound.52

ID: 893457597

Label: on

Sample length: 1s

edge-tues.188

ID: 893457238

Label: edge

Sample length: 1s

center-tues.289

ID: 893456918

Label: center

Sample length: 1s

center.246

ID: 893458377

Label: center

Sample length: 1s

Model accuracy (Unoptimized (float32))

Validation set

Test set

On-device performance (Cortex-M4F 80MHz, Unoptimized (float32))

Latency

11 ms.

Peak RAM usage

1.9K

Flash usage

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Dataset summary

Data collected

34m 46s

Sensors

accX, accY, accZ @ 100Hz

Labels

center, edge, off, on

Project info

Project ID	370971
License	Apache 2.0
No. of views	228,710
No. of clones	6