An approach based on semantic stream reasoning to support decision processes in smart cities

被引:21
作者
D'Aniello, Giuseppe [1 ]
Gaeta, Matteo [1 ]
Orciuoli, Francesco [2 ]
机构
[1] Univ Salerno, Dipartimento Ingn Informaz & Elettr & Matemat App, I-84084 Salerno, Italy
[2] Univ Salerno, Dipartimento Sci Aziendali Management & Innovat S, Via Giovanni Paolo 2,132, I-84084 Salerno, Italy
关键词
Stream reasoning; Smart City; Semantic Web; Decision Support Systems; INTERNET; THINGS;
D O I
10.1016/j.tele.2017.09.019
中图分类号
G25 [图书馆学、图书馆事业]; G35 [情报学、情报工作];
学科分类号
1205 ; 120501 ;
摘要
This paper discusses the use of stream reasoning models and techniques to provide a stream reasoning-based architecture to represent, manage and process data streams produced in the Smart City context, to extract useful knowledge for a better understanding of city phenomena and to support the decision making processes in both the city governance and the citizens. The proposed architecture, taking into account the need for processing heterogeneous data/information across several and different domains, is able to sustain decision-making processes deployed at operational, tactical and strategical levels. Such architecture is distributed and adopts a meet-in-the-middle configuration logic that is really effective and scalable in a complex environment like a (smart) city. The applicability of semantic technologies to implement all the aforementioned features is demonstrated by means of a complex case study realized by using a dataset, related to the city of Aarhus, provided by the CityPulse EU Project.
引用
收藏
页码:68 / 81
页数:14
相关论文
共 32 条
[11]   Big Data: A Survey [J].
Chen, Min ;
Mao, Shiwen ;
Liu, Yunhao .
MOBILE NETWORKS & APPLICATIONS, 2014, 19 (02) :171-209
[12]  
Compton M., 2009, P CEUR WORKSH, V522, P17
[13]   The SSN ontology of the W3C semantic sensor network incubator group [J].
Compton, Michael ;
Barnaghi, Payam ;
Bermudez, Luis ;
Garcia-Castro, Raul ;
Corcho, Oscar ;
Cox, Simon ;
Graybeal, John ;
Hauswirth, Manfred ;
Henson, Cory ;
Herzog, Arthur ;
Huang, Vincent ;
Janowicz, Krzysztof ;
Kelsey, W. David ;
Le Phuoc, Danh ;
Lefort, Laurent ;
Leggieri, Myriam ;
Neuhaus, Holger ;
Nikolov, Andriy ;
Page, Kevin ;
Passant, Alexandre ;
Sheth, Amit ;
Taylor, Kerry .
JOURNAL OF WEB SEMANTICS, 2012, 17 :25-32
[14]   Processing Flows of Information: From Data Stream to Complex Event Processing [J].
Cugola, Gianpaolo ;
Margara, Alessandro .
ACM COMPUTING SURVEYS, 2012, 44 (03)
[15]  
D'Aniello G, 2016, IEEE INT FUZZY SYST, P1554, DOI 10.1109/FUZZ-IEEE.2016.7737875
[16]  
D'Aniello G, 2016, 2016 IEEE INTERNATIONAL MULTI-DISCIPLINARY CONFERENCE ON COGNITIVE METHODS IN SITUATION AWARENESS AND DECISION SUPPORT (COGSIMA), P138, DOI 10.1109/COGSIMA.2016.7497801
[17]   A new DSS based on situation awareness for smart commerce environments [J].
DAniello, Giuseppe ;
Gaeta, Angelo ;
Gaeta, Matteo ;
Lepore, Mario ;
Orciuoli, Francesco ;
Troisi, Orlando .
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2016, 7 (01) :47-61
[18]  
Geisler S, 2013, DAGSTUHL FOLLOW UPS, V5
[19]  
ITU-T, 2015, TECH REP
[20]   Towards an effective framework for building smart cities: Lessons from Seoul and San Francisco [J].
Lee, Jung Hoon ;
Hancock, Marguerite Gong ;
Hu, Mei-Chih .
TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2014, 89 :80-99