The traditional simulation methods present some limitations, such as the reality gap between simulated experiences and real-world performance. In the field of autonomous driving research, we propose the handling of an immersive virtual reality system for pedestrians to include in simulations real behaviors of agents that interact with the simulated environment in real time, to improve the quality of the virtual-world data and reduce the gap. In this paper we employ a digital twin to replicate a study on communication interfaces between autonomous vehicles and pedestrians, generating an equivalent virtual scenario to compare the results and establish qualitative and quantitative measurements of the discrepancy. The goal is to evaluate the effectiveness and acceptability of implicit and explicit forms of communication in both scenarios and to verify that the behavior carried out by the pedestrian inside the simulator through a virtual reality interface is directly comparable with their role performed in a real traffic situation.
翻译:传统仿真方法存在一定局限性,例如模拟体验与现实性能之间的真实性差距。在自动驾驶研究领域,我们提出构建沉浸式虚拟现实系统,让行人参与实时与模拟环境交互的智能体真实行为模拟,以提升虚拟世界数据质量并缩小上述差距。本文采用数字孪生技术复现了关于自动驾驶车辆与行人通信接口的研究,构建等效虚拟场景以对比结果,并建立定性与定量的差异度量。我们的目标是评估隐式和显式通信形式在两种场景中的有效性与可接受性,同时验证通过虚拟现实界面在模拟器中行人所表现的行为,是否与其在真实交通情境中的角色表现具有直接可比性。