Evaluation of the Safety Shell Architecture for Automated Driving in a Realistic Simulator

计算机科学 建筑 模拟 计算机体系结构模拟器 驾驶模拟器 壳体(结构) 嵌入式系统 工程类 艺术 土木工程 视觉艺术
作者
C.A.J. Hanselaar,Yue Fu,Andrei Terechko,Jochen Seemann,T. Beurskens,Emilia Silvaş,W.P.M.H. Heemels
标识
DOI:10.1109/iv55156.2024.10588686
摘要

The transition from advanced driver assistance systems to highly automated vehicles proves to be difficult, as the driver is no longer a safety fallback for the latter systems. One of the main challenges is formed by edge cases in the encountered driving scenarios that trigger functional insufficiencies in automated driving (AD) systems. Functional insufficiencies, for the sake of understanding, may be viewed as an inappropriate understanding of or response to a scenario in an AD system, which in turn causes dangerous vehicle behavior. Prior research suggests that using an architecture capable of including redundant heterogeneous AD systems as separate channels, such as the Safety Shell, can mitigate some of these functional insufficiencies. However, this benefit has only been evaluated in limited and deterministic simulation environments. To overcome this, our objectives in this paper are to (i) develop an experimental method for extensive testing of such architectures, and (ii) to assess the suitability of the Safety Shell architecture to handle edge cases with this new method. Using the developed experimental setup we observe a significant safety and availability increase of the Safety Shell compared to the included individual AD channels in the tested scenarios. Finally, our study provides insight into the requirements for the evaluated AD channels.
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