利用数字双胞胎自动创建个性化虚拟建筑安全培训

Kilian Speiser, Jochen Teizer
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摘要

建筑行业面临着长期的安全挑战,职业事故和死亡事故频发。虚拟安全培训方法往往缺乏真实感。本文介绍了一种开创性的方法,即利用数字孪生创建专门针对建筑安全的虚拟培训环境(VTE)。建筑安全数字孪生(DTCS)框架利用游戏引擎 Unity 将建筑信息模型(BIM)模型、时间表、资源和危险数据无缝集成到原型中。它只需极少的用户交互就能生成 VTE,使安全培训师能够根据具体的项目参数和培训要求定义个性化的场景,以满足学员的需求。通过三个不同的真实世界项目和一个有六名学员参加的案例研究,对这种方法进行了评估,证明了它的有效性。结果表明,一旦有了 BIM 模型,DTCS 框架就能独立于项目高效地创建 VTE。此外,该框架通过使用运行时数据收集来评估性能,从而为学员提供有意义的反馈。收集到的数据有望用于多种应用,但未来的研究必须验证其有效性。除培训外,该研究还强调了 VTE 在通过数据驱动的洞察力改进安全设计和危险缓解策略方面的实用性。
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Automatic creation of personalised virtual construction safety training using digital twins
The construction industry faces persistent safety challenges, with many occupational accidents and fatalities. Virtual safety training methods often fall short in terms of realism. This article 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 six trainees demonstrates its efficacy. Results indicate the DTCS framework’s ability to efficiently create VTEs independently of the project once a BIM model is available. Moreover, the framework provides meaningful feedback to the trainee by evaluating the performance using run-time data collection. The collected data promises use for several applications, but future research must validate its effectiveness. Beyond training, the study highlights the utility of VTEs in improving safety design and hazard mitigation strategies through data-driven insights.
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