Predictive_Audio
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About this project
Important part of predictive maintenance includes Audio that is microphone data from devices:
Here we have 3 types of data required to clasify and predict fan noise of 3D printer [Nearest industrial machine available right now]
Background
Fan Noise
Fan Disturbance
| Type | Time [m, s] |
|---|---|
| background | 6m 40s |
| fanNoise | 9m 10s |
| fanDisturbance | 6m 40s |
| Total Dataset | 22m 30s |
Microphone Used:
Setup:
Download block output
| Title | Type | Size | |
|---|---|---|---|
| MFE training data | NPY file | 1350 windows | |
| MFE training labels | NPY file | 1350 windows | |
| MFE testing data | NPY file | 350 windows | |
| MFE testing labels | NPY file | 350 windows | |
| NN Classifier model | TensorFlow Lite (float32) | 15 KB | |
| NN Classifier model | TensorFlow Lite (int8 quantized) | 9 KB | |
| NN Classifier model | TensorFlow SavedModel | 27 KB |
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Summary
Data collected
28m 21sProject info
| Project ID | 63123 |
| Project version | 1 |
| License | No license attached |
