Jenny Plunkett / TinyML Talks - Fan Anomaly Detection Public
Target: Cortex-M4F 80MHz Clone this project

Test data

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Model variants
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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 Anomaly Accuracy Result
off.2fc4g7ul.ingestion-fbbb6647-xlhc8.cbor.2rreo29s off 3s -0.49 100% 6 off
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obstruction.2fc595ud.ingestion-fbbb6647-l5h5r.cbor.2rreo281 obstruction 3s 157.74 6 anomaly
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obstruction.2fc59ovf.ingestion-fbbb6647-xlhc8.cbor.2rreo268 obstruction 3s 222.90 6 anomaly
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obstruction.2fc59f87.ingestion-fbbb6647-l5h5r.cbor.2rreo24e obstruction 3s 78.31 6 anomaly
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obstruction.2fc5bk81.ingestion-fbbb6647-xlhc8.cbor.2rreo22p obstruction 3s 560.13 6 anomaly
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obstruction.2fc5bap6.ingestion-fbbb6647-xwn6n.cbor.2rreo210 obstruction 3s 239.56 6 anomaly
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obstruction.2fc5b0un.ingestion-fbbb6647-xwn6n.cbor.2rreo1v6 obstruction 3s 394.95 6 anomaly
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obstruction.2fc5alac.ingestion-fbbb6647-xwn6n.cbor.2rreo1td obstruction 3s 200.88 6 anomaly
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obstruction.2fc5ac53.ingestion-fbbb6647-xwn6n.cbor.2rreo1rj obstruction 3s 106.99 6 anomaly
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nominal.2fc4o803.ingestion-fbbb6647-xlhc8.cbor.2rreo1pl nominal 3s 0.00 83% 5 nominal, 1 off
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obstruction.2fc5a2fl.ingestion-fbbb6647-l5h5r.cbor.2rreo1nt obstruction 3s 293.18 6 anomaly
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nominal.2fc4nr1l.ingestion-fbbb6647-xlhc8.cbor.2rreo1jm nominal 3s 0.15 100% 6 nominal
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nominal.2fc4mr2o.ingestion-fbbb6647-xwn6n.cbor.2rreo1fs nominal 3s -0.07 100% 6 nominal
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shaking.2fc4qt9e.ingestion-fbbb6647-l5h5r.cbor.2rreo1ch shaking 3s 1000.00 6 anomaly
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shaking.2fc4rh3p.ingestion-fbbb6647-xlhc8.cbor.2rreo1de shaking 3s 1000.00 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4r7jp.ingestion-fbbb6647-xwn6n.cbor.2rreo1da shaking 3s 82.30 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4qj80.ingestion-fbbb6647-l5h5r.cbor.2rreo1ca shaking 3s 1000.00 6 anomaly
Show classification Show in data acquisition Show in feature explorer
nominal.2fc4me5n.ingestion-fbbb6647-xwn6n.cbor.2rreo1ca nominal 3s 1.17 0% 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4q9hb.ingestion-fbbb6647-l5h5r.cbor.2rreo1b4 shaking 3s 1000.00 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4pqea.ingestion-fbbb6647-xlhc8.cbor.2rreo1b1 shaking 3s 1000.00 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4p6r3.ingestion-fbbb6647-l5h5r.cbor.2rreo194 shaking 3s 142.91 6 anomaly
Show classification Show in data acquisition Show in feature explorer
shaking.2fc4pgq0.ingestion-fbbb6647-l5h5r.cbor.2rreo19p shaking 3s 151.99 6 anomaly
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nominal.2fc4m1v1.ingestion-fbbb6647-l5h5r.cbor.2rreo188 nominal 3s -0.08 100% 6 nominal
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shaking.2fc4oopc.ingestion-fbbb6647-xlhc8.cbor.2rreo182 shaking 3s 721.96 6 anomaly
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off.2fc4jf50.ingestion-fbbb6647-xwn6n.cbor.2rreo17q off 3s -0.48 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4ip9o.ingestion-fbbb6647-xwn6n.cbor.2rreo17q off 3s -0.47 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4ido0.ingestion-fbbb6647-xlhc8.cbor.2rreo167 off 3s -0.46 100% 6 off
Show classification Show in data acquisition Show in feature explorer
nominal.2fc4lo5a.ingestion-fbbb6647-xwn6n.cbor.2rreo15h nominal 3s 0.49 0% 6 anomaly
Show classification Show in data acquisition Show in feature explorer
off.2fc4hr2f.ingestion-fbbb6647-l5h5r.cbor.2rreo14l off 3s -0.46 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4hfg1.ingestion-fbbb6647-xwn6n.cbor.2rreo14h off 3s -0.47 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4i40t.ingestion-fbbb6647-xwn6n.cbor.2rreo14o off 3s -0.48 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4h5g4.ingestion-fbbb6647-xlhc8.cbor.2rreo11i off 3s -0.48 100% 6 off
Show classification Show in data acquisition Show in feature explorer
off.2fc4gj9p.ingestion-fbbb6647-xwn6n.cbor.2rreo10u off 3s -0.48 100% 6 off
Show classification Show in data acquisition Show in feature explorer
nominal.2fc4ld39.ingestion-fbbb6647-xwn6n.cbor.2rreo10v nominal 3s 0.12 100% 6 nominal
Show classification Show in data acquisition Show in feature explorer
off.2fc4gs8e.ingestion-fbbb6647-xwn6n.cbor.2rreo110 off 3s -0.47 100% 6 off
Show classification Show in data acquisition Show in feature explorer
nominal.2fc4l3hf.ingestion-fbbb6647-l5h5r.cbor.2rreo0t4 nominal 3s 0.48 17% 5 anomaly, 1 nominal
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nominal.2fc4koda.ingestion-fbbb6647-xlhc8.cbor.2rreo0s5 nominal 3s 0.37 50% 3 nominal, 3 anomaly
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nominal.2fc4kfah.ingestion-fbbb6647-xlhc8.cbor.2rreo0s5 nominal 3s 0.58 0% 6 anomaly
Show classification Show in data acquisition Show in feature explorer
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Model testing output

Results

Model version:
Accuracy
77.50%

Confusion matrix

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Feature explorer

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