Jenny Plunkett / TinyML Talks - Fan Anomaly Detection Public

Target: Cortex-M4F 80MHz 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.

TinyML Talks - Fan Anomaly Detection

Accelerometer

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 (108 samples)

View all

nominal.2fc1h1fc.ingestion-fbbb6647-l5h5r.cbor.2rreocb5

ID: 77605326

Label: nominal

Sample length: 3s

off.2fc1q2ea.ingestion-fbbb6647-l5h5r.cbor.2rreodih

ID: 77605276

Label: off

Sample length: 3s

off.2fc1m4ou.ingestion-fbbb6647-l5h5r.cbor.2rreocgv

ID: 77605304

Label: off

Sample length: 3s

off.2fc20359.ingestion-fbbb6647-xwn6n.cbor.2rreodmc

ID: 77605259

Label: off

Sample length: 3s

off.2fc1hm9a.ingestion-fbbb6647-xwn6n.cbor.2rreocgk

ID: 77605309

Label: off

Sample length: 3s

nominal.2fc23chc.ingestion-fbbb6647-xlhc8.cbor.2rreocfu

ID: 77605313

Label: nominal

Sample length: 3s

off.2fc217pu.ingestion-fbbb6647-xlhc8.cbor.2rreodm9

ID: 77605256

Label: off

Sample length: 3s

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

ID: 77605314

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

Clone project

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	2,733
No. of clones	12