nuluh
18892c1188
WIP(notebooks): Add SVM with StandardScaler and PCA to sensor model definitions
2025-06-18 08:31:55 +07:00
nuluh
d0b603ba9f
fix(data): Update DataProcessor instantiation for new data preprocessing implementation
2025-06-18 08:30:12 +07:00
nuluh
a7d8f1ef56
fix(data): Fix pool mapping to include undamaged case and add csv header separator line for Excel compatibility
2025-06-18 08:25:01 +07:00
nuluh
1164627bac
fix(data): Fix export_to_csv to adapt new added undamaged scenario and add new parameter include_time to include 'Time' data
2025-06-18 01:54:12 +07:00
nuluh
58a672a680
fix(data): Fix generate_df_tuples function output bug when special_groups args is passed
2025-06-17 13:20:27 +07:00
nuluh
24c1484300
feat(data): Enhance DataProcessor to support dynamic base path and improve data loading with error handling and memory efficiency
2025-06-16 17:35:27 +07:00
nuluh
60ff4e0fa9
feat(data): Propose new damage file index generation to improve structure and flexibility in DataFrame handling
2025-06-16 03:13:07 +07:00
nuluh
3e652accfb
refactor(data): remove unnecessary variable declaration in DataProcessor for loading dataframes
2025-06-14 04:02:42 +07:00
nuluh
66a09e0ddf
feat(data): Enhance damage file index generation with undamaged file handling and improved error management (WIP)
2025-06-14 04:02:42 +07:00
nuluh
195f8143f0
refactor(data): remove redundant column extraction method and simplify dataframe loading
2025-06-14 00:57:54 +07:00
nuluh
e7332252a6
Merge branch 'feat/90-feat-preserve-trained-model' into dev
2025-06-12 03:38:15 +07:00
nuluh
4b0819f94e
feat(notebooks): Enhance STFT notebook and model selection functionality
...
- Updated paths in the STFT notebook to reflect new data files.
- Improved plotting aesthetics for combined plots and added grid lines.
- Introduced a 3D spectrogram visualization for better data representation.
- Refactored model training function to include error handling and model export functionality.
- Adjusted model training calls to include export paths for saved models. Closes #90
- Added additional markdown cells for better documentation and clarity in the notebook.
2025-06-12 03:35:21 +07:00
nuluh
7613c08ebd
feat(figures): add data preprocessing illustration diagram
2025-06-10 17:21:49 +07:00
nuluh
ad6cda4270
fix(notebooks): update sensor data paths and improve plotting aesthetics
2025-06-10 17:20:13 +07:00
nuluh
ebaa263781
chore(convert): comment out create_damage_files obsolete function
2025-06-09 18:59:51 +07:00
