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Finding Diverse Failure Scenarios in Autonomous Systems Using Adaptive Stress Testing

Journal Article
12-02-04-0018
ISSN: 2574-0741, e-ISSN: 2574-075X
Published December 18, 2019 by SAE International in United States
Finding Diverse Failure Scenarios in Autonomous Systems Using Adaptive Stress Testing
Sector:
Citation: Du, P. and Driggs-Campbell, K., "Finding Diverse Failure Scenarios in Autonomous Systems Using Adaptive Stress Testing," SAE Intl. J CAV 2(4):241-251, 2019, https://doi.org/10.4271/12-02-04-0018.
Language: English

References

  1. Miller , A. 2018 https://abcnews.go.com/US/companies-working-driverless-car-technology/story?id=53872985
  2. Heider , H.J. , Schallehn , M. , Schlegel , C. , and Stricker , K. An Autonomous Car Roadmap for Suppliers Boston, MA Bain and Company 2017
  3. PWC 2017
  4. Favaro , F.M. , Nader , N. , Eurich , S.O. , Tripp , M. , and Varadaraju , N. Examining Accident Reports Involving Autonomous Vehicles in California PLoS One 12 9 e0184952 2017 https://doi.org/10.1371/journal.pone.0184952
  5. Koopman , P. and Wagner , M. Challenges in Autonomous Vehicle Testing and Validation SAE Int. J. Trans. Safety 4 1 15 24 2016 https://doi.org/10.4271/2016-01-0128
  6. Brian , C.T. AAA Foundation for Traffic Safety 2017
  7. State of California 2019 https://www.dmv.ca.gov/portal/dmv/detail/vr/autonomous/autonomousveh_ol316+
  8. Waymo 2017
  9. Lee , R. , Kochenderfer , M.J. , Mengshoel , O.J. , Brat , G.P. , and Owen , M.P. Adaptive Stress Testing of Airborne Collision Avoidance Systems AIAA/IEEE Digital Avionics Systems Conference - Proceedings Prague, Czech Republic 2015 6C21 6C213
  10. Browne , C. , Powley , E. , White-House , D. , Lucas , S. , Cowling , P.I. et al. A Survey of Monte Carlo Tree Search Methods IEEE Transactions on Computational Intelligence and AI 4 1 1 43 2012
  11. Koren , M. , Alsaif , S. , Lee , R. , and Kochenderfer , M.J. Adaptive Stress Testing for Autonomous Vehicles IEEE Intelligent Vehicles Symposium, Proceedings Chang Shu, China 2018 1898 1904
  12. Government of Ontario 2018
  13. Butler , R.W. and Finelli , G.B. The Infeasibility of Quantifying the Reliability of Life-Critical Real-Time Software IEEE Transactions on Software Engineering 19 1 3 12 January 1993
  14. Kalra , N. and Paddock , S.M. Driving to Safety: How Many Miles of Driving Would It Take to Demonstrate Autonomous Vehicle Reliability? Santa Monica, CA RAND Corporation 2016 1 16
  15. Belbachir , A. , Smal , J.-c. , Blosseville , J.-m. , and Gruyer , D. Simulation-Driven Validation of Advanced Driving-Assistance Systems Procedia - Social and Behavioral Sciences 48 1205 1214 2012
  16. Huang Wuling , Wang Kunfeng , Lv Yisheng , and Zhu Fenghua Autonomous Vehicles Testing Methods Review 2016 IEEE 19th International Conference on Intelligent Transportation Systems (ITSC) Rio de Janeiro, Brazil 2016 163 168
  17. Shah , S. , Dey , D. , Lovett , C. , and Kapoor , A. 2017
  18. Yang , H.-H. and Peng , H. Development and Evaluation of Collision Warning/Collision Avoidance Algorithms Using an Errable Driver Model Vehicle System Dynamics 48 sup1 525 535 2010
  19. Zhao , D. , Lam , H. , Peng , H. , Bao , S. et al. Accelerated Evaluation of Automated Vehicles Safety in Lane-Change Scenarios Based on Importance Sampling Techniques IEEE Transactions on Intelligent Transportation Systems 18 3 595 607 March 2017
  20. Morton , J. , Wheeler , T.A. , and Kochenderfer , M.J. Closed-Loop Policies for Operational Tests of Safety-Critical Systems IEEE Transactions on Intelligent Vehicles 3 3 317 328 Sep. 2018
  21. Givan , B. and Parr , R. 2001 https://www.cs.rice.edu/~vardi/dag01/givanl.pdf
  22. Couetoux , A. and Doghmen , H. Adding Double Progressive Widening to Upper Confidence Trees to Cope with Uncertainty in Planning Problems 9th European Workshop on Reinforcement Learning(EWRL-9) Athens, Greece 2011
  23. Liu , H. and Schneider , M. Similarity Measurement of Moving Object Trajectories Proceedings of the 3rd ACM SIGSPATIAL International Workshop on GeoStreaming, IWGS’12 New York, NY, USA 2012 ACM 19 22
  24. Mahalanobis , P.C. On the Generalized Distance in Statistics Proceedings of National Institute of Sciences (India) 2 49 55 1936
  25. Treiber , M. , Hennecke , A. , and Helbing , D. Congested Traffic States in Empirical Observations and Microscopic Simulations Physical Review E - Statistical Physics, Plasmas, Fluids, and Related Interdisciplinary Topics 62 2 1805 1824 2000
  26. Apolcyn 2016 https://github.com/apolcyn/traclus_impl
  27. Lee , J. and Han , J. Trajectory Clustering: A Partition-and-Group Framework Proceedings of the 2007 ACM SIGMOD International Conference on Management of Data Beijing, China 2007 593 604

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