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Adarsh V. Parekkattil

2 accepted papers

2025

Driver Reaction Time Prediction Through Adaptive Evolutionary Synchrony Window and Convolutional-LSTM

Adarsh V. Parekkattil, Vivek Singh, Sanjeev Kumar Varun, Tharun Kumar Reddy Bollu
ICASSP 2025accepted

Drowsy driving is a leading cause of traffic accidents, often linked to delayed reaction times (RT). While EEG-based methods are effective in detecting drowsiness, they struggle with the lack of adaptive mechanisms for selecting optimal time windows that capture neural synchrony, and the limited gen…

Cited by 0Source ↗Scholar ↗
2025

Single Trial Reaction Time Prediction Using Optimal Synchrony Window Detection

Adarsh V. Parekkattil, Sanjeev Kumar Varun, Tharun Kumar Reddy Bollu
ICASSP 2025accepted

The Optimal Synchrony Window Detection (OSWD) method addresses the challenge of capturing dynamic temporal patterns in non-stationary EEG data for reaction time (RT) prediction. Traditional fixed-window approaches often fail to capture critical neural dynamics due to inter trial variability, leading…

Cited by 0Source ↗Scholar ↗