Research

My research focuses on sensorimotor function and cognitive states, using behavioral experiments and bioinformatics analyses.

Explore my research projects, analysis workflows, and scientific tools on the Projects page. Published studies are listed under Publications.

Multimodal Prediction of Attentional Lapses

This study asks whether physiological and behavioral signals can predict attentional lapses, and whether the resulting models generalize to new participants.

I am investigating whether behavioral and physiological data can predict subsequent performance in a sustained-attention task.

  • #Attention
  • #EEG
  • #ECG
  • #EyeTracking
  • #Behavior
Six-stage research framework for prediction task definition, signal processing, feature selection, generalization, multimodal comparison and robustness.

Human Cognitive State Estimation and Cross-Subject Generalization

This ongoing study investigates cognitive-load estimation from physiological and eye-tracking data, with a focus on how well models generalize to new participants.

I am investigating how well EEG, ECG, EDA, and eye-tracking data can estimate cognitive load, and whether the models generalize to new participants.

  • #CognitiveLoad
  • #EEG
  • #ECG
  • #EDA
  • #Gaze
Illustrative workflow combining physiological and eye-tracking features for cognitive-load classification.

Effect and Mechanism of Safranal on ISO-Induced Myocardial Injury

This study examined the effects and potential mechanisms of safranal in isoproterenol-induced myocardial injury.

I co-authored a study of safranal in isoproterenol-induced myocardial injury, combining network pharmacology with experimental investigation.

  • #Safranal
  • #MyocardialInjury
  • #NetworkPharmacology
  • #ExperimentalValidation
Rodent positioned in a laboratory restraint apparatus connected to experimental tubing.