id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
ajst-9130	Xia, Huayu	Research on the Control Method of Urban Expressway Weaving Area	2023	4	.pdf	application/pdf	3251	148	55	In the case of fixed speed limit control, compared with the speed distribution map without control, it can be seen that the speed distribution of vehicles in weaving area and speed limit area has improved, but compared with the speed distribution map under variable speed limit guidance control, the speed distribution of vehicles in each area under variable speed limit guidance control has improved significantly, The variable speed limit guidance control based on the DQN algorithm can ensure that the main traffic flow operates at relatively stable speeds, thereby improving the traffic efficiency of urban expressways [7]. DQN Settings The key elements of variable speed limit guidance control based on DQN algorithm are designed as follows: (1) State Definition.	cache/ajst-9130.pdf	txt/ajst-9130.txt