Manivannan / Industry 4.0 - PredictiveMaintenance - Fan Public
Target: Cortex-M4F 80MHz Clone this project

Test data

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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.

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Sample name Expected outcome Length Accuracy Result
00000195.wav.2uddnbl3 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000189.wav.2uddmgmb normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000188.wav.2uddkk5e normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000186.wav.2uddkeco normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000179.wav.2uddjv9r normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000174.wav.2uddjv15 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000170.wav.2uddj0f3 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000158.wav.2uddgb7p normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000144.wav.2uddcqep normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000142.wav.2uddcmbl normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000138.wav.2uddci0i normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000132.wav.2uddchic normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000127.wav.2uddbca0 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000122.wav.2udd8vit normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000120.wav.2udd8up2 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000117.wav.2udd8th9 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000113.wav.2udd8rt7 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000111.wav.2udd8qvn normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000108.wav.2udd7t9d normal 10s 56% 5 normal, 3 abnormal, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
00000101.wav.2udd552a normal 10s 78% 7 normal, 1 abnormal, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
00000100.wav.2udd518b normal 10s 33% 4 abnormal, 3 normal, 2 uncertain
Show classification Show in data acquisition Show in feature explorer
00000097.wav.2udd50rf normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000082.wav.2udd1l5n normal 10s 89% 8 normal, 1 abnormal
Show classification Show in data acquisition Show in feature explorer
00000068.wav.2udd140o normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000055.wav.2udctdsn normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000045.wav.2udctdbt normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000044.wav.2udctc7j normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000037.wav.2udcplf6 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000032.wav.2udcpl6a normal 10s 78% 7 normal, 2 abnormal
Show classification Show in data acquisition Show in feature explorer
00000031.wav.2udcpkq0 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000029.wav.2udcpkfp normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000028.wav.2udcpjvs normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000027.wav.2udcpjlo normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000024.wav.2udcpjio normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000023.wav.2udcpj9u normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000022.wav.2udcph0s normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000014.wav.2udc6t68 normal 10s 78% 7 normal, 2 abnormal
Show classification Show in data acquisition Show in feature explorer
00000019.wav.2udc6s7q normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000009.wav.2udc6s2n normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000001.wav.2udc6r3k normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000002.wav.2udc5hlv normal 10s 89% 8 normal, 1 abnormal
Show classification Show in data acquisition Show in feature explorer
00000118.wav.2ucueber abnormal 10s 89% 8 abnormal, 1 normal
Show classification Show in data acquisition Show in feature explorer
00000114.wav.2ucue9sa abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000109.wav.2ucue7r1 abnormal 10s 89% 8 abnormal, 1 normal
Show classification Show in data acquisition Show in feature explorer
00000108.wav.2ucue7fl abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000106.wav.2ucud4hh abnormal 10s 78% 7 abnormal, 2 normal
Show classification Show in data acquisition Show in feature explorer
00000103.wav.2ucuag1r abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000101.wav.2ucua2g3 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000098.wav.2ucu9re4 abnormal 10s 89% 8 abnormal, 1 normal
Show classification Show in data acquisition Show in feature explorer
00000093.wav.2ucu9qkp abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000091.wav.2ucu9qar abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000088.wav.2ucu9pou abnormal 10s 89% 8 abnormal, 1 normal
Show classification Show in data acquisition Show in feature explorer
00000086.wav.2ucu9p92 abnormal 10s 78% 7 abnormal, 1 normal, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
00000085.wav.2ucu9l85 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000084.wav.2ucu8irq abnormal 10s 78% 7 abnormal, 2 normal
Show classification Show in data acquisition Show in feature explorer
00000082.wav.2ucu60ge abnormal 10s 56% 5 abnormal, 3 normal, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
00000072.wav.2ucu5ktj abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000068.wav.2ucu5kgr abnormal 10s 78% 7 abnormal, 2 normal
Show classification Show in data acquisition Show in feature explorer
00000056.wav.2ucu1g9t abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000053.wav.2ucu1g4h abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000050.wav.2ucu1fvd abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000046.wav.2ucu1fpq abnormal 10s 78% 7 abnormal, 1 normal, 1 uncertain
Show classification Show in data acquisition Show in feature explorer
00000044.wav.2ucu1fkn abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000042.wav.2ucu0eib abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000040.wav.2uctsvku abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000027.wav.2uctsqeg abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000031.wav.2uctsqep abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000013.wav.2uctpngg abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000012.wav.2uctpn4t abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000007.wav.2uctplai abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000006.wav.2uctpl02 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000001.wav.2uctp5h3 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000023.wav.2uclt5ok normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000022.wav.2uclt5es normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000002.wav.2uclsq6o normal 10s 89% 8 normal, 1 abnormal
Show classification Show in data acquisition Show in feature explorer
00000001.wav.2uclspkh normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000014.wav.2uclspba normal 10s 78% 7 normal, 2 abnormal
Show classification Show in data acquisition Show in feature explorer
00000019.wav.2uclsmts normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000009.wav.2uclsm45 normal 10s 100% 9 normal
Show classification Show in data acquisition Show in feature explorer
00000013.wav.2uclntl0 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000012.wav.2uclntad abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000007.wav.2uclnsgu abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000006.wav.2uclnrv1 abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
00000001.wav.2uclnrgb abnormal 10s 100% 9 abnormal
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
94.84%

Confusion matrix

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Feature explorer

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