Jenny Plunkett / TinyML Talks - Fan Anomaly Detection Public

Target: Cortex-M4F 80MHz Clone this project

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TinyML Talks - Fan Anomaly Detection

Accelerometer

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Data (108 samples)

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nominal.2fc29umi.ingestion-fbbb6647-xlhc8.cbor.2rreocg8

ID: 77605314

Label: nominal

Sample length: 3s

off.2fc1j9qf.ingestion-fbbb6647-xwn6n.cbor.2rreocgt

ID: 77605303

Label: off

Sample length: 3s

off.2fc60g5p.ingestion-fbbb6647-xwn6n.cbor.2rreodm5

ID: 77605255

Label: off

Sample length: 3s

nominal.2fc23prh.ingestion-fbbb6647-xwn6n.cbor.2rreocfv

ID: 77605315

Label: nominal

Sample length: 3s

nominal.2fc1ei9a.ingestion-fbbb6647-xlhc8.cbor.2rreocbb

ID: 77605323

Label: nominal

Sample length: 3s

nominal.2fc2f2ff.ingestion-fbbb6647-xwn6n.cbor.2rreocb7

ID: 77605331

Label: nominal

Sample length: 3s

nominal.2fc2bkbm.ingestion-fbbb6647-xwn6n.cbor.2rreocb9

ID: 77605322

Label: nominal

Sample length: 3s

nominal.2fc2g8g9.ingestion-fbbb6647-xwn6n.cbor.2rreocb9

ID: 77605325

Label: nominal

Sample length: 3s

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

77.5%

On-device performance (Cortex-M4F 80MHz, Quantized (int8))

Latency

12 ms.

Peak RAM usage

8.1K

Flash usage

20.0K

Run this model

On any device

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Dataset summary

Data collected

5m 24s

Sensors

accX, accY, accZ @ 100Hz

Labels

nominal, off

Project info

Project ID	81243
Project version	1
License	BSD 3-Clause Clear
No. of views	1,724
No. of clones	11