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.

In this paper we show how to recover design information from Java source code. We take a pattern-based approach and proceed in a step by step manner deriving several layers of increasing abstraction. A compiler collects information about inheritance hierarchies and method call relations. It also looks for particular source text patterns coming from naming conventions or programming guidelines.The result of the compile phase is a graph acting as the starting graph of a graph grammar that describes our design recovery process. We define criteria for the automatic detection of associations and aggregations between classes, as well as for some of the popular design patterns such as composite or strategy.