Synthesizing Personalized Construction Safety Training Scenarios for VR Training
Synthesizing Personalized Construction Safety Training Scenarios for VR Training
复制标题
综合个性化施工安全培训场景进行VR培训
DOI：
10.1109/tvcg.2022.3150510
复制
发表时间：
2022
影响因子：
5.2
通讯作者：
Yu, Lap-Fai
中科院分区：
文献类型：
--
作者：
Li, Wanwan;Huang, Haikun;Solomon, Tomay;Esmaeili, Behzad;Yu, Lap-Fai
建筑业是可预防的致命伤害最多的行业，提供有效的安全培训实践可以在减少死亡人数方面发挥重要作用。在基于虚拟现实的培训的最新进展的基础上，我们设计了一种新的方法来合成建筑安全培训场景，以培训用户如何在虚拟现实中熟练地检查建筑工地上的潜在危险。给定训练规范，如个人训练偏好和目标训练时间，我们通过优化方法合成个性化的VR训练场景。我们通过进行用户研究来验证我们的方法，其中用户经历了我们的个性化指导VR培训，免费探索VR培训或幻灯片培训。研究结果表明，个性化指导的VR培训方法可以更有效地提高用户的施工危险检查技能。
Construction industry has the largest number of preventable fatal injuries, providing effective safety training practices can play a significant role in reducing the number of fatalities. Building on recent advancements in virtual reality-based training, we devised a novel approach to synthesize construction safety training scenarios to train users on how to proficiently inspect the potential hazards on construction sites in virtual reality. Given the training specifications such as individual training preferences and target training time, we synthesize personalized VR training scenarios through an optimization approach. We validated our approach by conducting user studies where users went through our personalized guidance VR training, free exploration VR training, or slides training. Results suggest that personalized guidance VR training approach can more effectively improve users' construction hazard inspection skills.