Intelligent Traffic Control System Based on Cloud Computing and Big Data Mining

被引:65
|
作者
Mu Shengdong [1 ,2 ]
Xiong Zhengxian [1 ]
Tian Yixiang [3 ]
机构
[1] Yangtze Normal Univ, Collaborat Innovat Ctr Green Dev Wuling Shan Reg, Chongqing 408100, Peoples R China
[2] Chongqing Humanities & Social Sci Key Res Bas, Chongqing 408100, Peoples R China
[3] Univ Elect Sci & Technol China, Sch Management & Econ, Chengdu 610051, Sichuan, Peoples R China
关键词
Cloud computing; Control systems; Real-time systems; Predictive models; Transportation; Big Data; Job shop scheduling; Cloud control systems; cyber-physical; deep learning; extreme learning machine (ELM); intelligent transportation; FLOW PREDICTION; LEARNING ALGORITHM; NETWORKS;
D O I
10.1109/TII.2019.2929060
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This article aims at discussing problems such as complex object types, large amount of data collection, high demand for transmission and calculation, and weak real-time scheduling and control ability in the construction of modern intelligent traffic information physical fusion network, cloud-based control system theory, modern intelligent traffic control network as the research object, and the physical design of the intelligent transportation information fusion cloud control system scheme. The scheme includes intelligent transportation edge control technology and intelligent transportation network virtualization technology. Based on intelligent traffic flow data, in the center of the cloud control management server using deep learning and overrun learning machine intelligence study methods, such as the forecast of traffic flow data for training, to predict urban road short-term traffic flow and congestion. Further up in the air by using intelligent optimization scheduling algorithm for real-time traffic flow control strategy, the simulation results show the effectiveness of the proposed method.
引用
收藏
页码:6583 / 6592
页数:10
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