中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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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