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:传统的仿真方法存在一些局限性,例如模拟经验和现实世界表现之间的现实差距。在自动驾驶研究领域,我们提出使用沉浸式虚拟现实系统来处理行人,以在实时交互时包括真实行为,以改善虚拟世界数据的质量并减少差距。在本文中,我们使用数字孪生来复制一项有关自动驾驶车辆和行人之间通信接口的研究,生成一个等效的虚拟场景,以比较结果并建立差异的定性和定量测量。目标是评估隐式和显式形式的通信的有效性和可接受性,并验证行人在模拟器中通过虚拟现实界面执行的行为是否可以直接与其在现实交通情况中执行的角色进行比较。