Growing Spatially Embedded Social Networks for Activity-Travel Analysis Based on Artificial Transportation Systems
文献类型：期刊论文
| 作者 | Chen, Songhang1 ; Zhu, Fenghua1; Cao, Jianping2
|
| 刊名 | IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
 |
| 出版日期 | 2014-10-01 |
| 卷号 | 15期号:5页码:2111-2120 |
| 关键词 | Activity-based traffic simulation agent artificial transportation systems (ATS) reinforcement learning spatially embedded social networks |
| 通讯作者 | Chen, Songhang |
| 英文摘要 | Social activity-travel has gained more and more attention as it is a growing percentage of the whole travel. To study its generation mechanism and behavioral characteristics, social network data are usually essential. However, due to individual privacy, it is rather difficult for traditional methods such as questionnaires to collect abundant reliable data. Therefore, we propose a novel method to grow realistic social networks based on artificial transportation systems (ATS). By incorporating the activity-travel simulation provided by ATS and a new agent-based model for social interaction, the method takes into account human mobility to generate spatially embedded social networks. Human mobility shapes and impacts social networks dynamically but is usually ignored by related studies. A case study based on computational experiments is carried out to verify the method. The results indicate that the method can generate social networks with similar topological and spatial characteristics to real social networks. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology |
| 研究领域[WOS] | Engineering ; Transportation |
| 关键词[WOS] | GEOGRAPHIC SPACE ; MODEL ; MOBILITY ; BEHAVIOR |
| 收录类别 | SCI ; SSCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000343002400022 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3631]  |
| 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 100190, Peoples R China 2.Natl Univ Def Technol, Ctr Mil Computat Expt & Parallel Syst Technol, Changsha 410073, Hunan, Peoples R China |
| 推荐引用方式 GB/T 7714 | Chen, Songhang,Zhu, Fenghua,Cao, Jianping. Growing Spatially Embedded Social Networks for Activity-Travel Analysis Based on Artificial Transportation Systems[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2014,15(5):2111-2120. |
| APA | Chen, Songhang,Zhu, Fenghua,&Cao, Jianping.(2014).Growing Spatially Embedded Social Networks for Activity-Travel Analysis Based on Artificial Transportation Systems.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,15(5),2111-2120. |
| MLA | Chen, Songhang,et al."Growing Spatially Embedded Social Networks for Activity-Travel Analysis Based on Artificial Transportation Systems".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 15.5(2014):2111-2120. |
入库方式： OAI收割
来源：自动化研究所
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