Fatigue detection from driving persons with EEG - Masterthesis by Raphael Eißler

Check the Wiki fore more Infos!!

• First time setup
• Improvements
• Bugs / Problems
• Jupyter Basics for this Repo
• EEG Data
• Driving Simulator

Description of the Repo

Repo Files Overview

• processRawDataset.ipynb - Shows the functions on how to process a raw .csv file into processed Files (pickeled) and machine learning ready files (.npy) and how they can get loaded.
• thesis_diagrmas.ipynb - A notebook which creates nearly all images needed for the Thesis.
• experiment_protocol.odt - Contains the used experiment protocol.
• diagrams.pptx - Contains multiple diagrams created for the thesis.

'Code' Folder

This folder contains everything related to the own programmed Pipeline. It contains of transformers, utility functions, plot functions, measering functions and functions to load/save/create Data.

'machine_learning_notebooks' Folder

This folder contains multiple jupyter notebooks for various created classifiers.

• compare_classificators.ipynb Creates various classifiers and creates a ROC Curve and compares it with each classifiers
• evaluate_models_detailed.ipynb Evaluates multiple classifiers with a confusion matrix, accuracy, F1 Score, Recall and Precision and compares them with the different datasets.
• test_classifiers.ipynb Here a grid search for multiple classifiers can be done.
• pauls_work.ipynb (Neural Network Folder) Here multiple neural networks have been craeted and can be evaluated. (Done with the Help of Paul)
• The other Notebooks are classifier specific.

'captureData' Folder

Contains the notebooks, which have been used for the experiments to capture the video camera and the Muse S EEG Data.

'Config' Folder

This Folder contains yaml config files for each used System. The config is partly explained in the code but also explained in the Thesis. TODO - Write down each point of the config file

'data_processing' Folder

This folder contains notebooks to extract/process the raw EEG data from the experiments. There the 5 minutes of fatigue from the 40 minute drive will be extracted. Also the 5 minutes of awake will be extracted from the reaction game

'driving_simulator' Folder

This folder contains the scenario settings and files for the used driving simulator with OpenDS 4.5. It also contains a notebook to create waypoints for the auto "bots" to drive around.

'images' folder

This is just a temporary folder to store created images from the notebooks.

'openVibeScenarios' Folder

This fodler contains the created scenarios for openVibe.

'old_notebooks' Folder

Contains a bunch of notebooks, which have been created but got not really used in the end.