Developing a Computational Spatial Attention Metric to Examine Workers’ Visual Search Efficiency at Hazardous Construction Jobsites
Publication: Computing in Civil Engineering 2023
ABSTRACT
Workers are required to efficiently distribute their limited attentional resources to the surrounding environment to maintain their situational awareness at hazardous jobsites. While previous studies have argued that the hazard identification performance of workers is significantly affected by their attentional allocation, no study empirically investigated the spatial attentional distribution for a successful search strategy. To address this gap, this study monitored 30 workers’ visual search patterns within immersive 360° construction scenarios using eye-tracking technology. Incorporating a computer vision technique, a new spatial attention metric regarding effective search strategy was developed based on workers’ visual search data. The results indicated that workers tended to distribute their attention to the narrow area limited to their field of view, and often, around 80% of 360° surroundings remained unattended, including behind and overhead areas. These findings highlighted the importance of designing a proper training program to improve workers’ search efficiency and hazard identification performance.
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REFERENCES
Bradski, G. (2000). “The openCV library.” Dr. Dobb’s Journal: Software Tools for the Professional Programmer, Miller Freeman Inc., 25(11), 120–123.
Endsley, M. R. (1995). “Toward a Theory of Situation Awareness in Dynamic Systems.” Human Factors: The Journal of the Human Factors and Ergonomics Society, 37(1), 32–64.
Harada, Y., and Ohyama, J. (2019). “Spatiotemporal Characteristics of 360-Degree Basic Attention.” Scientific Reports, 9(1), 16083.
Hasanzadeh, S., Esmaeili, B., and Dodd, M. D. (2016). “Measuring Construction Workers’ Real-Time Situation Awareness Using Mobile Eye-Tracking.” Construction Research Congress 2016, American Society of Civil Engineers, Reston, VA, 2894–2904.
Jeelani, I., Asadi, K., Ramshankar, H., Han, K., and Albert, A. (2021). “Real-time vision-based worker localization & hazard detection for construction.” Automation in Construction, 121, 103448.
Lee, K., Hasanzadeh, S., and Esmaeili, B. (2022a). “Spatial Exposure to Dynamic Safety Hazards in Construction Sites through 360-Degree Augmented Panoramas: Ecological Validity in Safety Research.” Construction Research Congress 2022, American Society of Civil Engineers, Reston, VA, 715–725.
Lee, K., Hasanzadeh, S., and Esmaeili, B. (2022b). “Assessing Hazard Anticipation in Dynamic Construction Environments Using Multimodal 360-Degree Panorama Videos.” Journal of Management in Engineering, 38(5).
Lee, K., Shinde, Y., Hasanzadeh, S., and Esmaeili, B. (2022c). “Toward Personalized Safety Training: Automating the Classification of Construction Workers’ Cognitive Failures.” Proceedings of the International Symposium on Automation and Robotics in Construction, 268–275.
Park, G. D., and Reed, C. L. (2015). “Nonuniform Changes in the Distribution of Visual Attention from Visual Complexity and Action: A Driving Simulation Study.” Perception, 44(2), 129–144.
Sacks, R., Rozenfeld, O., and Rosenfeld, Y. (2009). “Spatial and Temporal Exposure to Safety Hazards in Construction.” Journal of Construction Engineering and Management, 135(8), 726–736.
Soret, R., Hurter, C., and Peysakhovich, V. (2019). “Attentional orienting in real and virtual 360-degree environments.” Proceedings of the 11th ACM Symposium on Eye Tracking Research & Applications, ACM, New York, NY, USA, 1–3.
BLS (US Bureau of Labor Statistics). (2020). “Table 4. Fatal occupational injuries for selected industries, 2016-20 - 2020 A01 Results.” <https://www.bls.gov/news.release/cfoi.t04.htm>(Oct. 16, 2022).
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Published online: Jan 25, 2024
ASCE Technical Topics:
- Business management
- Computer vision and image processing
- Computing in civil engineering
- Disaster risk management
- Disasters and hazards
- Distribution functions
- Employment
- Engineering fundamentals
- Labor
- Mathematical functions
- Mathematics
- Measurement (by type)
- Methodology (by type)
- Metric systems
- Occupational safety
- Personnel management
- Practice and Profession
- Public administration
- Public health and safety
- Risk management
- Safety
- Spatial distribution
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