A Queue Hybrid Neural Network with Weather Weighted Factor for Traffic Flow Prediction

doi:10.1109/CSCWD49262.2021.9437626

IR > 研究生院

	A Queue Hybrid Neural Network with Weather Weighted Factor for Traffic Flow Prediction
	Miao, Fengman; Tao, Long; Xue, Jianbin; Zhang, Xijun
	2021
会议名称	24th IEEE International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD)
会议录名称	PROCEEDINGS OF THE 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON COMPUTER SUPPORTED COOPERATIVE WORK IN DESIGN (CSCWD)
页码	788-793
会议日期	MAY 05-07, 2021
会议地点	Dalian, PEOPLES R CHINA
出版地	NEW YORK
出版者	IEEE
摘要	In recent years, the development of short-term traffic flow prediction technology has been the focus of many scholars. Although the existing traffic flow prediction methods perform well, they still fail to reach the level of accurate prediction. This is mainly because the model structure they adopted is simple, the factors considered are not enough, and the data processing methods they adopted are single. In this paper, a queue hybrid neural network (QHNN) model based on long short-term memory (LSTM) and gated recurrent unit (GRU), with weather weighted factor, is proposed to predict traffic flow. Queue hybrid neural network is proposed to extract the characteristics of traffic flow. The calculation formula of weather weighted factor is constructed to take more weather factors into consideration. The experimental results show that the method proposed in this paper is superior to the existing advanced models. The experimental process is more scientific because it is carried out in a step-by-step optimization way.
关键词	queue hybrid structure weather weighted factor traffic flow prediction long short-term memory gated recurrent unit
DOI	10.1109/CSCWD49262.2021.9437626
收录类别	CPCI-S
语种	英语
WOS记录号	WOS:000716858200134
引用统计	被引频次：2[WOS] [WOS记录] [WOS相关记录]
文献类型	会议论文
条目标识符	https://ir.lut.edu.cn/handle/2XXMBERH/150133
专题	研究生院计算机与通信学院
通讯作者	Miao, Fengman
作者单位	Lanzhou Univ Technol, Sch Comp & Commun, Lanzhou, Peoples R China
第一作者单位	兰州理工大学
通讯作者单位	兰州理工大学
推荐引用方式 GB/T 7714	Miao, Fengman,Tao, Long,Xue, Jianbin,et al. A Queue Hybrid Neural Network with Weather Weighted Factor for Traffic Flow Prediction[C]. NEW YORK:IEEE,2021:788-793.