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Tasks performed to align the conditional monitoring project with the format of other projects

  • Added requirements.txt
  • Added the library item for the condition monitoring project in the readme file at root directory
  • Removed the outputs from the python notebook
  • Started with modularizing the code of the python notebook

This is a pull request for the issue #59

@arivperumal19 arivperumal19 marked this pull request as draft March 13, 2023 20:43
@arivperumal19 arivperumal19 marked this pull request as ready for review March 13, 2023 20:48
"source": [
"#Separating the main metrics and additional metrics into different tables for further analysis\n",
"\n",
"metrics = pd.DataFrame(list(zip(final['Data_y'][3],\n",

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Please add vibration plots for inner and outer ring damages.

@arivperumal19
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  1. Performed EDA using data-describe package with sample matlab files.
  2. Added sample visualizations to the notebook.
  3. Modularized the code for easier understanding and reusability.

For the issue #59

"id": "ec9855e8-7e9c-4005-a25d-3433086e35a0",
"metadata": {},
"source": [
"### EDA using data-describe"

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@arivperumal19

As discussed, please add the visualization comparison for extent of damage for:

1) Artificial Damage - Table 4
Try to see the comparison between KA03 and KA05. Since both damage methods are electric engraver but the extent damage level is different. We want to get a sense of vibration deviation for these levels

2) Real Damage - Table 5
Check comparison for KA04 and KA16. Both have same damage type (Fatigue, pitting) but different damage levels.

Note: Just a caution, to make sure we are comparing apples to apples. 1 and 2 are for Outer Ring elements. Inner ring damages will exhibit different behaviour from OR.

### Dataset
### Paderborn Bearing Dataset

Our dataset of Interest(Paderborn Bearing Dataset) consists the following details:

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@arivperumal19
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  1. Cleaned EDA notebook
  2. Started with consolidating all the bearing damage related information with Signals for further analysis.

For the issue #59

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looks good.

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4 participants