Research Article

Enhancing Mixed Traffic Flow Safety via Connected and Autonomous Vehicle Trajectory Planning with a Reinforcement Learning Approach

Table 2

Algorithm performance comparison in different LOS.

LOSBenchmark1 (no intelligence)Proposed model: MCTS-AVSBenchmark2: (MCTS-MTF

A56.2449.526 (11.94%)52.26 (7.08%)
B189.5435.22 (81.42%)47.41 (74.99%)
C162.6338.12 (76.56%)43.36 (73.34%)
D108.4247.06 (56.59%)51.96 (52.08%)
E56.449.76 (11.77%)53.41 (5.30%)
F60.1245.91 (23.64%)46.5 (22.65%)