Rule-adaptive lane-changing trajectory planning method for autonomous vehicles driven by dynamic risk information

Rapid advancements in autonomous driving technology have highlighted the challenges of ensuring vehicle safety and driving efficiency in complex dynamic traffic environments. Current approaches typically define potential risks as safety constraints for compliance and use them in trajectory planning.

https://www.nature.com/articles/s41598-025-15382-1