Addressing the limitations of current intersection collision warning systems, including non-line-of-sight issues and limited consideration of drivers' characteristics, this paper proposes a cooperative collision warning strategy for connected vehicles at intersections, incorporating driver traits. Firstly, driving behaviors at intersections are categorized into straight and turning, and a turning speed model tailored to driver characteristics is built using the InD dataset. Secondly, vehicle turning trajectory prediction is enhanced with a constant yaw rate model and Extended Kalman Filter, while collision risks are dynamically assessed using a dual-circle vehicle geometry model based on Time Exposed to Risk. Thirdly, a two-level warning strategy grounded in non-cooperative game theory is devised, considering driver heterogeneity and dynamic interactions in unsignalized conflicts. Finally, the strategy is validated through simulations and real-vehicle tests. Results indicate the strategy successfully detected all collisions with a 100% warning rate, reduced collisions by up to 100% among diverse drivers, and decreased accidents by 95.06% and kinetic energy by 52.71% even with aggressive drivers.
| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |