Zalmotek / Thingy:91 Predictive Maintenance Public

Target: Cortex-M4F 80MHz Clone this project

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Thingy:91 Predictive Maintenance

Accelerometer

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Data (34 samples)

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Idling.312n2t4q

ID: 106662128

Label: Idling

Sample length: 10s

Extruding.312nghuc

ID: 106662114

Label: Extruding

Sample length: 10s

Extruding.312n9t4s

ID: 106662122

Label: Extruding

Sample length: 10s

Extruding.312nc6gd

ID: 106662119

Label: Extruding

Sample length: 10s

Extruding.312nb29t

ID: 106662123

Label: Extruding

Sample length: 10s

Idling.312n1ise

ID: 106662131

Label: Idling

Sample length: 10s

Idling.312mvhil

ID: 106662130

Label: Idling

Sample length: 10s

Idling.312n5est

ID: 106662124

Label: Idling

Sample length: 10s

Model accuracy (Unoptimized (float32))

Validation set

70.5%

Test set

55.4%

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

Latency

8 ms.

Peak RAM usage

5.1K

Flash usage

21.5K

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Dataset summary

Data collected

5m 40s

Sensors

accX, accY, accZ @ 100Hz

Labels

Extruding, Idling

Project info

Project ID	96183
Project version	1
License	No license attached
No. of views	26,667
No. of clones	25