安全な自律性の確保:自動運転車の未来を切り開く
Ensuring Safe Autonomy: Navigating the Future of Autonomous Vehicles
自動運転車の安全性証明の難しさを指摘し、動的リスク管理を統合したモジュール型自己適応型自律フレームワークの可能性を示した論文。
著者: Patrick Wolf
分類: cs.RO
原文アブストラクト
Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of safety remains an open challenge preventing such machinery from being introduced to markets and deployed in real world. Traditional approaches for safety assurance of autonomously driving vehicles often lead to underperformance due to conservative safety assumptions that cannot handle the overall complexity. Besides, the more sophisticated safety systems rely on the vehicle's perception systems. However, perception is often unreliable due to uncertainties resulting from disturbances or the lack of context incorporation for data interpretation. Accordingly, this paper illustrates the potential of a modular, self-adaptive autonomy framework with integrated dynamic risk management to overcome the abovementioned drawbacks.