Commit Graph

10 Commits

Author SHA1 Message Date
nuluh
5b0b3dd4e5 feat(notebook): Add evaluation metrics and confusion matrix visualizations for model predictions on Dataset B. Remove commented-out code and integrate data preparation using create_ready_data function. 2025-04-24 16:13:50 +07:00
nuluh
eb62c7e614 feat(notebook): Update variable names for clarity, remove unused imports, and streamline data processing. Implement data concatenation using pandas concat for efficiency. Add validation steps for Dataset B and improve model training consistency across sensors. 2025-04-24 10:21:07 +07:00
nuluh
c8509aa728 fix(notebooks): fix out of index stft plotting iteration 2025-04-22 10:55:34 +07:00
nuluh
db2947abdf fix(data): fix the incorrect output of scipy.stft() data to be pandas.DataFrame shaped (513,513) along with its frequencies as the index and times as the columns (transposed) instead of just the magnitude that being flattened out; add checks for empty data and correct file paths for sensor data loading.
Closes #43
2025-04-20 14:45:38 +07:00
nuluh
8ed1437d6d Merge branch 'main' of https://github.com/nuluh/thesis 2025-03-16 14:12:11 +07:00
nuluh
b890e556cf fix(notebook): correct execution counts and update file naming conventions for STFT processing
Closes #27
2025-03-11 19:08:56 +07:00
nuluh
fa6e1ff72b refactor(notebook): seperate process_stft function to individual code cell. 2025-03-08 11:04:37 +07:00
nuluh
8b4eedab8a Closes #26
feat: Specify `fs` when calling `scipy.signal.stft`
2024-12-09 00:49:25 +07:00
nuluh
832b6c49db feat(notebook): Implement STFT with Hann windowing. Closes #22 2024-10-21 19:08:46 +07:00
nuluh
9618714d3c feat: Prepare all damage cases vibration record data to be merged inside two variables "signal_sensor1" and "signal_sensor2". Closes #23 2024-10-19 15:32:05 +07:00