Mastering EEG Visualization: Building a Flask App with Fuzzy Logic and Advanced Chart Configurations
Channel: BioniChaos
Date: 04/02/2024

In this video, I dive into the intricacies of developing a Flask application for simulating and analyzing EEG data with fuzzy logic. I discuss how to create a dynamic and interactive EEG data visualization, tackling issues like EMG artifact detection, autoscaling, and data scrolling. I encounter challenges with chart configuration, JavaScript implementation, and CSS styling, emphasizing the need for precise scaling and stationary labels within the chart. Additionally, I delve into improving the realism of the generated EEG data by introducing baseline oscillations, noise, artifacts, and signal complexity, aiming to closely mimic real-world signals. This session is a deep dive into the nuances of biomedical data visualization and analysis, showcasing my journey to refine and perfect the EEG display.

Relevant Tags:
#FlaskAppDevelopment #EEGDataAnalysis #FuzzyLogic #EMGArtifactDetection #BiomedicalEngineering   #DataVisualization #EEGSimulation #BrainwaveAnalysis  #BiomedicalDataScience

The tools I develop are available on https://bionichaos.com 
You can support my work on https://patreon.com/bionichaos

00:00:00 - Introduction: Flask Application for Simulated EEG Analysis
00:00:16 - Exploring Fuzzy Logic for EEG Signal Analysis
00:00:24 - Baseline EEG Characteristics and EMG Artifact Identification
00:00:32 - Technical Challenges with EEG Data Visualization
00:00:39 - Implementing Fuzzy Logic for EMG Detection in EEG Signals
00:00:47 - Designing and Troubleshooting the Flask Application
00:00:58 - Progress Review: HTML, JavaScript, Python, and CSS Integration
00:01:07 - Code Review and Issue Identification in Flask Application
00:01:30 - Debugging Scroller Functionality and Waveform Display
00:01:42 - Enhancing EEG Data Scrolling and EMG Artifact Generation
00:02:20 - Incorporating Longer Datasets and EMG Signals for Analysis
00:02:45 - Code Review: Challenges with EMG Detection and Baseline EEG
00:03:13 - Optimizing Chart Configuration for EEG Data Visualization
00:04:01 - JavaScript Adjustments for Improved Chart Functionality
00:05:01 - Finalizing Responsive Chart Configuration for EEG Data
00:06:05 - Refining EEG Chart Settings for Improved Data Visibility
00:07:02 - Addressing CSS and Browser Rendering Issues
00:07:58 - Centering EEG Waveform and Label Position Adjustments
00:09:01 - Troubleshooting Label Visibility and Data Centering
00:10:31 - Enhancing Chart Display and Adhering to Color Palette
00:11:02 - Final Adjustments for Optimal Chart Display and Fit
00:11:38 - Improving the Realism of Generated EEG Data