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An ethical decision-making framework for autonomous vehicles based on public moral preferences
Yi Yang1, Qingfan Wang1, Hong Wang1
1School of Vehicle and Mobility, Tsinghua University, Beijing 100084, China.
Accident; Analysis and Prevention
|September 17, 2025
Summary
This study introduces an ethical algorithm for autonomous vehicles (AVs) based on public moral preferences. The new framework significantly reduces injury severity and aligns AV decisions with societal values, boosting public acceptance.
Area of Science:
- AI Ethics and Autonomous Systems
- Human-Computer Interaction
- Transportation Safety
Background:
- Autonomous vehicle (AV) ethical decision-making is crucial for public acceptance and technology adoption.
- Current AV algorithms lack integration of public opinion in unavoidable ethical dilemmas.
- Public trust in AVs is contingent on their perceived ethical rationality.
Purpose of the Study:
- To propose an ethical decision-making algorithm framework for autonomous vehicles grounded in public moral preferences.
- To model societal moral consensus into machine-executable language for AVs.
- To enhance the ethical alignment of AVs with human values and improve safety.
Main Methods:
- Identified five core moral preferences: reducing overall injury, reducing individual injury, ensuring equal care, protecting the compliant, and avoiding active harm.
- Conducted a large-scale online survey to quantify road user injury severity and model moral preferences.
- Developed and validated an ethical decision-making algorithm using 4,860 diverse traffic scenarios.
Main Results:
- The proposed algorithm closely aligned AV decisions with identified public moral preferences.
- Demonstrated significant reductions in average individual injury severity (52%), injury severity standard deviation (15%), and injury severity for compliers (20%) and non-occupiers (24%) compared to a baseline.
- The framework showed high scalability and alignment with societal ethical considerations.
Conclusions:
- Integrating public moral views into AV ethical algorithms is feasible and effective.
- The developed framework offers a scalable solution to improve AV ethical decision-making and public acceptance.
- This research provides a foundation for culturally adaptable AV ethical frameworks, facilitating technology promotion.
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