A 2025 study by Manoj Kumar Mishra in Nature Scientific Reports employs human-inspired optimizers TLBO and SPBO to refine CNNs for EEG-based driver drowsiness detection. The research presents a compelling case for advanced neural networks reducing on-road risks, highlighting detailed signal analysis and hyperparameter tuning in a controlled simulation study.
Q&A
- What are TLBO and SPBO?
- How does EEG signal processing contribute to improved drowsiness detection?
- What are the practical implications for driver safety from this study?