id	author	title	date	pages	extension	mime	words	sentences	flesch	summary	cache	txt
work_nfiznlqmc5dubdw66g2y4lqila	Zhi Liu	Coordinated ramp signal optimization framework based on time series flux-correlation analysis	2021	24	.pdf	application/pdf	10200	1376	64	Keywords Ramp signal optimization, Correlation analysis, GRU neural network Coordinated ramp signal optimization framework based on time series In this article, we propose a coordinated ramp signal optimization framework based The traffic data of the congested road and ramps are predicted by the traffic flow prediction method and the time-series correlation measurement; In this article, we use the GRU neural network for traffic flow prediction. data pre-processing, traffic flow analysis and signal optimization scheme generation. is obtained by combining distance, ramp flow and traffic correlation. traffic flow time series data is continuous observed values collected by a loop detector This article uses neural network and time series methods to analyze dynamic traffic We model multi-ramp section in SUMO, and entering the traffic flow data during the Coordinated ramp signal optimization framework based on time series flux-correlation analysis Coordinated ramp signal optimization framework based on time series flux-correlation analysis	./cache/work_nfiznlqmc5dubdw66g2y4lqila.pdf	./txt/work_nfiznlqmc5dubdw66g2y4lqila.txt