Hazard recognition in an immersive virtual environment: Framework for the simultaneous analysis of visual search and EEG patterns

03/14/2020
by   Mojtaba Noghabaei, et al.
0

Unmanaged hazards in dangerous construction environments proved to be one of the main sources of injuries and accidents. Hazard recognition is crucial to achieve effective safety management and reduce injuries and fatalities in hazardous job sites. Still, there has been lack of effort that can efficiently assist workers in improving their hazard recognition skills. This study presents virtual safety training in an Immersive Virtual Environment (IVE) to enhance worker's hazard recognition skills. A worker wearing a Virtual Reality (VR) device, that is equipped with an eye-tracker, virtually recognizes hazards on simulated construction sites while a brainwave-sensing device records brain activities. This platform can analyze the overall performance of the workers in a visual hazard recognition task and identify hazards that need additional intervention for each worker. This study provides novel insights on how a worker's brain and eye act simultaneously during a visual hazard recognition process. The presented method can take current safety training programs into another level by providing personalized feedback to the workers.

READ FULL TEXT

page 4

page 7

research
08/20/2018

Automating Analysis of Construction Workers Viewing Patterns for Personalized Safety Training and Management

Unrecognized hazards increase the likelihood of workplace fatalities and...
research
01/30/2019

Virtual Manipulation in an Immersive Virtual Environment: Simulation of Virtual Assembly

To fill the lack of research efforts in virtual assembly of modules and ...
research
05/31/2022

Sharing Construction Safety Inspection Experiences and Site-Specific Knowledge through XR-Augmented Visual Assistance

Early identification of on-site hazards is crucial for accident preventi...
research
12/11/2019

The Use of Machine Learning and Big Five Personality Taxonomy to Predict Construction Workers' Safety Behaviour

Research has found that many occupational accidents are foreseeable, bei...
research
02/17/2023

Build a training interface to install the bat's echolocation skills in humans

Bats use a sophisticated ultrasonic sensing method called echolocation t...
research
01/30/2019

Real-world Mapping of Gaze Fixations Using Instance Segmentation for Road Construction Safety Applications

Research studies have shown that a large proportion of hazards remain un...
research
01/12/2019

Utilization of Virtual Reality Visualizations on Heavy Mobile Crane Planning for Modular Construction

Many kinds of industrial projects involve the use of prefabricated modul...

Please sign up or login with your details

Forgot password? Click here to reset