Manivannan / Faulty Lithium Ion cell Detection in BMS pack 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.

Faulty Lithium Ion cell Detection in BMS pack

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 (144 samples)

View all

Faulty_Cell2.5.txt

ID: 105607571

Label: Faulty_Cell2

Sample length: 768ms

Faulty_Cell1.1

ID: 105607581

Label: Faulty_Cell1

Sample length: 768ms

Faulty_Cell6.5.txt

ID: 105607542

Label: Faulty_Cell6

Sample length: 768ms

normal.5.txt

ID: 105607532

Label: normal

Sample length: 768ms

Faulty_Cell4.12.txt

ID: 105607562

Label: Faulty_Cell4

Sample length: 768ms

Faulty_Cell5.13.txt

ID: 105607548

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell5.1.txt

ID: 105607559

Label: Faulty_Cell5

Sample length: 768ms

Faulty_Cell6.12.txt

ID: 105607539

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

Run this model

On any device

Clone project

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	25,950
No. of clones	10