Smart traffic analytics in the semantic web with STAR-CITY: Scenarios, system and lessons learned in Dublin City

被引:43
作者
Lecue, Freddy [1 ]
Tallevi-Diotallevi, Simone [1 ]
Hayes, Jer [1 ]
Tucker, Robert [1 ]
Bicer, Veli [1 ]
Sbodio, Marco [1 ]
Tommasi, Pierpaolo [1 ]
机构
[1] IBM Res, Dublin Res Ctr, Dublin, Ireland
来源
JOURNAL OF WEB SEMANTICS | 2014年 / 27-28卷
关键词
Semantic web; Reasoning system; Intelligent system; Traffic analytics; Smart traffic;
D O I
10.1016/j.websem.2014.07.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper gives a high-level presentation of STAR-CITY, a system supporting semantic traffic analytics and reasoning for city. STAR-CITY, which integrates (human and machine-based) sensor data using variety of formats, velocities and volumes, has been designed to provide insight on historical and real-time traffic conditions, all supporting efficient urban planning. Our system demonstrates how the severity of road traffic congestion can be smoothly analyzed, diagnosed, explored and predicted using semantic web technologies. Our prototype of semantics-aware traffic analytics and reasoning, illustrated and experimented in Dublin Ireland, but also tested in Bologna Italy, Miami USA and Rio Brazil works and scales efficiently with real, historical together with live and heterogeneous stream data. This paper highlights the lessons learned from deploying and using a system in Dublin City based on Semantic Web technologies. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:26 / 33
页数:8
相关论文
共 19 条
[1]  
Agrawal R., P 20 INT C VERY LARG
[2]  
[Anonymous], 2004, ACM SIGMOBILE Mobile Computing and Communications Review, DOI DOI 10.1145/1031483.1031487
[3]  
ARNOTT R, 1994, AM SCI, V82, P446
[4]  
Baader F, 2005, 19TH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE (IJCAI-05), P364
[5]   DYNAMICAL MODEL OF TRAFFIC CONGESTION AND NUMERICAL-SIMULATION [J].
BANDO, M ;
HASEBE, K ;
NAKAYAMA, A ;
SHIBATA, A ;
SUGIYAMA, Y .
PHYSICAL REVIEW E, 1995, 51 (02) :1035-1042
[6]  
Bicer V, 2011, LECT NOTES COMPUT SC, V7032, P1, DOI 10.1007/978-3-642-25093-4_1
[7]  
Bicer Veli., 2011, Proceedings of the 20th ACM international conference on The Effects of Index Storage on Ranked Information Retrieval Mantheiy, James Information and knowledge management (CIKM '11), P1669
[8]  
Biem A., 2010, SIGMOD, P1093, DOI DOI 10.1145/1807167.1807291
[9]  
Cairns S., 1998, TRAFFIC IMPACT HIGHW
[10]   Complexity of Subsumption in the εL Family of Description Logics: Acyclic and Cyclic TBoxes [J].
Haase, Christoph ;
Lutz, Carsten .
ECAI 2008, PROCEEDINGS, 2008, 178 :25-+