Manivannan / Faulty Lithium Ion cell Detection in BMS pack Public
Target: Cortex-M4F 80MHz Clone this project

Test data

Set confidence thresholds
Model variants
Test 'Unoptimized (float32)' model Test 'Quantized (int8)' model
Set the 'expected outcome' for each sample to the desired outcome to automatically score the impulse.
Sample name Expected outcome Length Accuracy Result
Faulty_Cell6.7.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.2.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.13.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.1.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell2.4.txt Faulty_Cell2 768ms 100% 1 Faulty_Cell2
Show classification Show in data acquisition
Faulty_Cell4.11.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.8.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.15.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.13.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.7.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.4.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.2.txt Faulty_Cell4 768ms 0% 1 uncertain
Show classification Show in data acquisition
Faulty_Cell4.10.txt Faulty_Cell4 768ms 0% 1 normal
Show classification Show in data acquisition
Faulty_Cell4.5.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.3.txt Faulty_Cell4 768ms 0% 1 uncertain
Show classification Show in data acquisition
Faulty_Cell4.1.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
normal.6.txt normal 768ms 100% 1 normal
Show classification Show in data acquisition
Faulty_Cell5.10.txt Faulty_Cell5 768ms 100% 1 Faulty_Cell5
Show classification Show in data acquisition
normal.7.txt normal 768ms 100% 1 normal
Show classification Show in data acquisition
Faulty_Cell3.9.txt Faulty_Cell3 768ms 100% 1 Faulty_Cell3
Show classification Show in data acquisition
Faulty_Cell2.1.txt Faulty_Cell2 768ms 100% 1 Faulty_Cell2
Show classification Show in data acquisition
Faulty_Cell3.7.txt Faulty_Cell3 768ms 100% 1 Faulty_Cell3
Show classification Show in data acquisition
Faulty_Cell6.13.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.7.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.2.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell6.1.txt Faulty_Cell6 768ms 100% 1 Faulty_Cell6
Show classification Show in data acquisition
Faulty_Cell4.10.txt Faulty_Cell4 768ms 0% 1 normal
Show classification Show in data acquisition
Faulty_Cell4.11.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.3.txt Faulty_Cell4 768ms 0% 1 uncertain
Show classification Show in data acquisition
Faulty_Cell4.1.txt Faulty_Cell4 768ms 100% 1 Faulty_Cell4
Show classification Show in data acquisition
Faulty_Cell4.2.txt Faulty_Cell4 768ms 0% 1 uncertain
Show classification Show in data acquisition
Faulty_Cell3.6.txt Faulty_Cell3 768ms 100% 1 Faulty_Cell3
Show classification Show in data acquisition
Faulty_Cell2.4.txt Faulty_Cell2 768ms 100% 1 Faulty_Cell2
Show classification Show in data acquisition
Faulty_Cell1.4.txt Faulty_Cell1 768ms 100% 1 Faulty_Cell1
Show classification Show in data acquisition

Model testing output

Results

Model version:
Accuracy
82.35%

Confusion matrix

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Feature explorer

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