* wip: add function to create stratified train-test split from STFT data
* feat(src): implement working function for dataset B to create ready data from STFT files stft_files and add setup.py for package configuration
* 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.
* fix(.gitignore): add rule to ignore egg-info directories and ensure proper formatting
* docs(README): add instructions for running stft.ipynb notebook
* 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.
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Co-authored-by: nuluh <dam.ar@outlook.com>
* feat(latex): add initial literature review paragraph from paper which data I used #67
* feat(latex): add Indonesian translation of structural health monitoring methods and related research findings
* feat(latex): add theoretical foundations and classification algorithms for damage localization in english version
* feat(latex): add initial content for literature review in index.tex
* Update latex/chapters/en/02_literature_review/index.tex
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* feat(latex): initialize new structure for methodology chapter
* feat(latex): initialize sections for methodology chapter including data analysis, materials, and steps
* feat(latex): add detailed description and structure for materials section in methodology chapter
* fix(latex): correct section title from "Bahan dan Materi" to "Benda Uji" to give more context about the thesis
Closes#71
* feat(latex): add section for tools in methodology chapter
* feat(latex): initialize methodology steps with overall clue descriptions of research phases
* feat(latex): add specimen diagram with sensor notation for data representation in methodology chapter
* feat(latex): add diagram for joint and sensors placement in methodology chapter
* feat(latex): update dataset figure and add specimen image in methodology chapter
* feat(latex): expand data analysis section in methodology chapter
* fix(latex): fix citation format for secondary data source in methodology chapter
* feat(latex): add data acquisition section with dataset details and sampling information
* fix(latex): update input paths in methodology chapter for correct file referencing
* feat(latex): add hardware and software sections with detailed descriptions and components used in the research
* Update latex/chapters/id/03_methodology/tool/hardware.tex
fix(latex): Fix figure reference
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* Update latex/chapters/id/03_methodology/steps/index.tex
chore: remove double slash of image path
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* Update latex/chapters/id/03_methodology/data_analysis/index.tex
fix(latex): Fix typo
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
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Co-authored-by: nuluh <dam.ar@outlook.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* feat(latex): add brief explanation of Short-Time Fourier Transform in theoretical foundation
* feat(latex): add brief evaluation of classic machine learning algorithms for damage localization
* fix(latex): correct STFT equation notation in theoretical foundation
Closes#72
* fix(latex): clarify STFT application in structural response analysis
* feat(latex): add explanation of windowing function in theoretical foundation
* feat(latex): expand classification algorithms section with additional methods and details
* feat(latex): add Hann window section with definition and application details
* feat(latex): enhance literature review with detailed SHM methods and STFT explanation
