Autonomous Driving Levels [G Test Preparation for Engineers]

Autonomous Driving Levels

Autonomous driving levels are an international standard defined by the SAE (Society of Automotive Engineers). Japan and the EU also adopted it in 2021.

Six-Level Classification

Level 0: No Driving Automation

• All driving operations are performed by a human
• Warning and intervention functions only

Level 1: Driving Assistance

• Multiple operations are automated simultaneously (e.g., ACC + lane keeping)
• Continuous human monitoring

Level 2: Partial Driving Automation

• Integrated automation of multiple operations
• Human monitoring can be reduced under certain conditions
• The highest level currently available on the market

Level 3: Conditional Driving Automation

• Nearly complete autonomous driving
• Human intervention is required when the system reaches its limits
• In Japan, practical deployment began in some cases in spring 2024

Level 4: High Driving Automation

• Fully autonomous driving under specific conditions
• The vehicle can stop when the system's limits are exceeded
• A driver may not be needed in some cases

Level 5: Full Driving Automation

• Fully autonomous driving under all conditions
• Commercial implementation is still far off

Technical Elements

Challenges

• Technological Limitations of Full Automation
Legal and Ethical Issues
• Coordination with Infrastructure Development

Recommended Learning Resources

This is an international standard defining the stages of advancement of autonomous driving technology. Most currently available production vehicles are approximately Level 2.

Books

• “Deep Learning Textbook: Deep Learning G-Certificate Official Text, 2nd Edition” (Supervised by JDLA)
  A standard among G-Certificate exam takers. This official text provides a systematic way to study according to the syllabus. Start with this book.

• “The Ultimate Deep Learning G-Certificate Exam Preparation Text, 2nd Edition” (SB Creative)
  Fully covers the latest syllabus and includes end-of-chapter questions and a mock exam PDF. An excellent supplement to the official textbook.

• “Easily Understandable Deep Learning G-Certificate Text & Problem Practice, 3rd Edition” (TAC Publishing)
  With plentiful illustrations and clear explanations, it is approachable even for beginners. Particularly recommended for those with a liberal arts background.

• “Deep Learning G-Certificate Problem Collection, 2nd Edition” (Commonly known as the “Red Book”)
  Focuses on practical problem-solving. Covers the scope of the new syllabus, making it ideal for final review.

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Web Services

• AI Certification Dot Net
  A website where you can practice G-Certificate questions for free.Convenient for those who want to practice problems on their smartphone during their spare time.