Generative Adversarial Networks for Parallel Transportation Systems
Lv, Yisheng1,2; Chen, Yuanyuan3; Li, Li4; Wang, Fei-Yue1
2018-09-01
发表期刊IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE
卷号10期号:3页码:4-10
文章类型Article
摘要Generative Adversarial Networks (GANs) have emerged as a promising and effective mechanism for machine learning due to its recent successful applications. GANs share the same idea of producing, testing, acquiring, and utilizing data as well as knowledge based on artificial systems, computational experiments, and parallel execution of actual and virtual scenarios, as outlined in the theory of parallel transportation. Clearly, the adversarial concept is embedded implicitly or explicitly in both GANs and parallel transportation systems. In this article, we first introduce basics of GANs and parallel transportation systems, and then present an approach of using GANs in parallel transportation systems for traffic data generation, traffic modeling, traffic prediction and traffic control. Our preliminary investigation indicates that GANs have a great potential and provide specific algorithm support for implement n.g parallel transportation systems.
关键词Generative Adversarial Networks Parallel Transportation Systems Acp Deep Learnin Parallel Learning Parallel Intelligence
WOS标题词Science & Technology ; Technology
DOI10.1109/MITS.2018.2842249
关键词[WOS]PREDICTION
收录类别SCI
语种英语
WOS研究方向Engineering ; Transportation
WOS类目Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS记录号WOS:000440001900003
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/20178
专题复杂系统管理与控制国家重点实验室_先进控制与自动化
作者单位1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing, Peoples R China
2.Qingdao Acad Intelligent Ind, Qingdao, Peoples R China
3.Univ Chinese Acad Sci, Control Theory & Control Engn, Beijing, Peoples R China
4.Tsinghua Univ, Dept Automat, Beijing, Peoples R China
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Lv, Yisheng,Chen, Yuanyuan,Li, Li,et al. Generative Adversarial Networks for Parallel Transportation Systems[J]. IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,2018,10(3):4-10.
APA Lv, Yisheng,Chen, Yuanyuan,Li, Li,&Wang, Fei-Yue.(2018).Generative Adversarial Networks for Parallel Transportation Systems.IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE,10(3),4-10.
MLA Lv, Yisheng,et al."Generative Adversarial Networks for Parallel Transportation Systems".IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE 10.3(2018):4-10.
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