Adaptive Stress Testing: Finding Likely Failure Events with Reinforcement Learning

Finding the most likely path to a set of failure states is important to the analysis of safety-critical systems that operate over a sequence of time steps, such as aircraft collision avoidance systems and autonomous cars. In many applications such as autonomous driving, failures cannot be completely...

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Veröffentlicht in:The Journal of artificial intelligence research Jg. 69; S. 1165 - 1201
Hauptverfasser: Lee, Ritchie, Mengshoel, Ole J., Saksena, Anshu, Gardner, Ryan W., Genin, Daniel, Silbermann, Joshua, Owen, Michael, Kochenderfer, Mykel J.
Format: Tagungsbericht Journal Article
Sprache:Englisch
Veröffentlicht: Ames Research Center AI Access Foundation, Inc 06.12.2020
AI Access Foundation
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ISSN:1076-9757, 1943-5037, 1076-9757
Online-Zugang:Volltext
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