An agent-based framework for a traffic security management system
文献类型：期刊论文
| 作者 | Tang, SM ; Gao, HJ; Kantor, P; Muresan, G; Roberts, F; Zeng, DD; Wang, FY; Chen, H; Merkle, RC; Tang, Shuming
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| 刊名 | INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS
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| 出版日期 | 2005 |
| 卷号 | 3495期号:1页码:660-661 |
| 关键词 | Automatic incidentdetection forecast nonparametricregression algorithms state vectors traffic incidents |
| 通讯作者 | Tang, Shuming |
| 中文摘要 | |
| 英文摘要 | This paper proposes an improved nonparametric regression (INPR) algorithm for forecasting traffic flows and its application in automatic detection of traffic incidents. The INPRA is constructed based on the searching method of nearest neighbors for a traffic-state vector and its main advantage lies in forecasting through possible trends of traffic flows, instead of just current traffic states, as commonly used in previous forecasting algorithms. Various simulation results have indicated the viability and effectiveness of the proposed new algorithm. Several performance tests have been conducted using actual traffic data sets and results demonstrate that INPRs average absolute forecast errors, average relative forecast errors, and average computing times are the smallest comparing with other forecasting algorithms. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Information Systems ; Computer Science, Interdisciplinary Applications ; Computer Science, Theory & Methods |
| 研究领域[WOS] | Computer Science |
| 收录类别 | SCI ; ISTP |
| 语种 | 英语 |
| WOS记录号 | WOS:000230114100096 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9137]  |
| 专题 | 自动化研究所_09年以前成果 |
| 通讯作者 | Tang, Shuming |
| 作者单位 | 1.Shandong Acad Sci, Inst Automat, Shandong, Peoples R China 2.Chinese Acad Sci, Inst Automat, Key Lab Complex Syst & Intelligence Sci, Beijing, Peoples R China |
| 推荐引用方式 GB/T 7714 | Tang, SM,Gao, HJ,Kantor, P,et al. An agent-based framework for a traffic security management system[J]. INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,2005,3495(1):660-661. |
| APA | Tang, SM.,Gao, HJ.,Kantor, P.,Muresan, G.,Roberts, F.,...&Tang, Shuming.(2005).An agent-based framework for a traffic security management system.INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS,3495(1),660-661. |
| MLA | Tang, SM,et al."An agent-based framework for a traffic security management system".INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS 3495.1(2005):660-661. |
入库方式： OAI收割
来源：自动化研究所
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