2 research outputs found
Neural Network Driven Eye Tracking Metrics and Data Visualization in Metaverse and Virtual Reality Maritime Safety Training
Understand the human brain, predict human
performance, and proactively plan, strategize and act based on
such information initiated a scientific multidisciplinary
alliance to address modern management challenges. This
paper integrates numerous advanced information technologies
such as eye tracking, virtual reality and neural networks for
cognitive task analysis leading to behavioral analysis on
humans that perform specific activities. The technology
developed and presented in this paper has been tested on a
maritime safety training application for command bridge
communication and procedures for collision avoidance. The
technology integrates metaverse and virtual reality
environments with eye tracking for the collection of behavioral
data which are analyzed by a neural network to indicate the
mental and physical state, attention and readiness of a seafarer
to perform such a critical task. The paper demonstrates the
technology architecture, data collection process, indicative
results, and areas for further research