Generative Adversarial Networks for Parallel Transportation Systems
文献类型：期刊论文
| 作者 | Lv, Yisheng1,2 ; Chen, Yuanyuan3; Li, Li4; Wang, Fei-Yue1
|
| 刊名 | IEEE INTELLIGENT TRANSPORTATION SYSTEMS MAGAZINE
 |
| 出版日期 | 2018-09-01 |
| 卷号 | 10期号:3页码:4-10 |
| 关键词 | Generative Adversarial Networks Parallel Transportation Systems Acp Deep Learnin Parallel Learning Parallel Intelligence |
| DOI | 10.1109/MITS.2018.2842249 |
| 文献子类 | Article |
| 英文摘要 | 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. |
| WOS关键词 | PREDICTION |
| WOS研究方向 | Engineering ; Transportation |
| 语种 | 英语 |
| WOS记录号 | WOS:000440001900003 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/20178]  |
| 专题 | 自动化研究所_复杂系统管理与控制国家重点实验室_先进控制与自动化团队 |
| 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 |
| 推荐引用方式 GB/T 7714 | 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. |
入库方式： OAI收割
来源：自动化研究所
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