[자율주행 스터디] Introduction to Self-Driving cars - Week 3-1

2020. 9. 12. 19:0004. Archives/자율주행

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Week 3 - Safety Assurance for Autonomous Vehicles

Course info.


Lesson 1 : Safety Assurance for Self-Driving Vehicles

Contents

  • Autonomous driving crashes
  • Formal definitions
  • Major haard sources
  • Safety requirements

Exmaples of Automated Vehicle Crashes

  • Google Waymo (Rear bus)

  • Uber

  • GM Cruise

  • Uber 2018

  • Uber Crash: Multiple Things Gone Wrong

    • No real time checks on safety drivers
    • After the woman was detected on the road (6 sec before)
      • First classified as unknown object
      • Then misclassified as a vehicle
      • Then a bicycle
    • 1.3 sec before, Volvo system tried to do emergency braking maneuver

Basic Safety Terms

  • Harm : Physical harm to a living thing
  • Safety - Abscence of unreasonable risk of harm
  • Hazard - Potential source of unreasonable risk of harm

Major Hazard Sources

  • Mechanical
  • Electrical
  • Hardware (computing hardware chip)
  • Software
  • Sensors
  • Behavioral
  • Fallback
  • Cyber (해킹 같은거)

NHTSA : Safety Framework

  • System engineering approach to safety
  • Autonomy Design
  • Testing and crash mitigation

NHTSA : Autonomy Design

  • ODD (operational design domain)
  • OEDR (object and event detection and response)
  • Fallback
  • Traffic laws
  • Cyber security
  • HMI (Human Machine Interface)

NHTSA : Testing and Crash Mitigation

  • Testing (simulation, close track testing, public road driving)
  • Crashworthiness
  • Post crash
  • Data recording
  • Consumer education
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