Manivannan / Faulty Lithium Ion cell Detection in BMS pack Public

Target: Cortex-M4F 80MHz Clone this project

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Faulty Lithium Ion cell Detection in BMS pack

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Data (144 samples)

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Faulty_Cell6.5.txt

ID: 105607542

Label: Faulty_Cell6

Sample length: 768ms

Faulty_Cell5.1.txt

ID: 105607559

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell3.8.txt

ID: 105607503

Label: Faulty_Cell3

Sample length: 768ms

Faulty_Cell5.11.txt

ID: 105607553

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell5.12.txt

ID: 105607552

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell6.3.txt

ID: 105607482

Label: Faulty_Cell6

Sample length: 768ms

Faulty_Cell5.5.txt

ID: 105607491

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell6.10.txt

ID: 105607479

Label: Faulty_Cell6

Sample length: 768ms

Model accuracy (Unoptimized (float32))

Validation set

100.0%

Test set

82.4%

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

Latency

40 ms.

Peak RAM usage

7.4K

Flash usage

45.1K

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Dataset summary

Data collected

1m 51s

Sensor

thermaldata @ 1000Hz

Labels

Faulty_Cell1, Faulty_Cell2, Faulty_Cell3, Faulty_Cell4, Faulty_Cell5, Faulty_Cell6, normal

Project info

Project ID	102553
Project version	2
License	No license attached
No. of views	26,830
No. of clones	11