Automatic creation of personalised virtual construction safety training in digital twins

Speiser, K and Teizer, J (2024) Automatic creation of personalised virtual construction safety training in digital twins. Proceedings of Institution of Civil Engineers: Management, Procurement and Law, 177(4), pp. 173-183. ISSN 17514304

Abstract

The construction industry faces persistent safety challenges resulting in far too many occupational injuries and fatalities. Even advanced measures like virtual safety training methods still fall short in terms of realism. This paper introduces a pioneering approach that exploits digital twins to create virtual training environments (VTEs) tailored for construction safety. The digital twin for construction safety (DTCS) framework seamlessly integrates building information modelling (BIM) models, schedules, resources and hazard data into a prototype using the game engine Unity. It enables the generation of VTEs with minimal user interaction, empowering safety trainers to define personalised scenarios based on specific project parameters and training requirements tailored to the trainees’ needs. The evaluation of this approach through three distinct real-world projects and a case study with trainees demonstrates its efficacy. The results indicate the ability of the DTCS framework to efficiently create VTEs independently of the project once digital project information is available. Moreover, the framework provides meaningful feedback to the trainees by evaluating the performance using runtime data collection and analysis. The collected data promise use for several applications, but future research must validate their effectiveness. Beyond training, the study highlights the utility of VTEs in improving safety design and hazard mitigation strategies through data-driven insights.

Item Type: Article
Uncontrolled Keywords: building information modelling (BIM); construction; digital twin; education & training; health & safety; railway infrastructure
Index terms: effectiveness, fatalities, realism, construction industry, safety training, interaction, building information modelling, case study, game engine, mitigation, construction safety, digital twin, injury, face, strategy, prototype
Subjects: software systems, performance management, education and knowledge transfer, health risk and incident analysis, management, information systems, environmental health, industry analysis, health conditions and diseases, occupational health and safety management, data collection methods, modelling and simulation, financial risk, behavioral psychology, digital engineering, psychology
Topics: Sustainability, Health and Safety, Engineering Principles, Quality Management, Cost Management, Business Strategy, Research Practice, Organizational Design, Digital Applications
Descriptive scope: 4 PCTE

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here