Knowledge Modeling and Management for Mobility and Transport Applications

被引:2
|
作者
Bellini, Pierfrancesco [1 ]
Bilotta, Stefano [1 ]
Cenni, Daniele [1 ]
Nesi, Paolo [1 ]
Paolucci, Michela [1 ]
Soderi, Mirco [1 ]
机构
[1] Univ Firenze, Dept Informat Engn, DISIT Lab, Florence, Italy
关键词
data model; big data; smart city; transportation; traffic flow reconstruction; CELL TRANSMISSION MODEL;
D O I
10.1109/CIC.2018.00055
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In the context of smart city, real-time routing and traffic prediction applications have specific requirements as for their needed input data, shaping, and efficient retrieval. The recent applications and services need to have integrated data store for efficient data access and deduction. The models at the state of the art are not satisfactory. Therefore, Sii-Mobility research and development project of Italian Ministry has developed a new model ontology, named the Km4City. It makes possible, among several services also the routing and traffic reconstruction. In the paper, the model identified and processes for knowledge base construction are described. The process takes into account Open Street Map, open data, and real-time data from sensors, mobility and transport operator in multiple formats and protocols, to load them into Km4City KB. A Traffic Reconstruction solution based on differential equations has been also presented. The data model and the solution developed with related algorithms are part of Km4City (www.km4city.org), and accessible for test and usage from Http://servicemap.km4city.org and from Http://firenzetraffic.km4city.org applied in Tuscany whole, one of the larges regions in Italy.
引用
收藏
页码:364 / 371
页数:8
相关论文
共 50 条
  • [21] Supercapacitors Modeling and Integration in Transport Applications
    Camara, Mamadou Bailo
    Gualous, Hamid
    Dakyo, Brayima
    2011 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING (IAS), 2011,
  • [22] Applications of Pixel Oriented Mobility Modelling in Transport & Logistics
    Perera, H. Niles
    Perera, H. Y. Ranjit
    DYNAMICS IN LOGISTICS (LDIC 2022), 2022, : 337 - 348
  • [23] Knowledge management: modeling the knowledge diffusion in community of practice
    Huang, Nen-Ting
    Wei, Chiu-Chi
    Chang, Wei-Kou
    KYBERNETES, 2007, 36 (5-6) : 607 - 621
  • [24] Knowledge Tracing Modeling for Product Design Knowledge Management
    Zhang, Dongmin
    Yin, Zichao
    Xu, Yuchun
    MECHANICAL ENGINEERING, MATERIALS AND ENERGY III, 2014, 483 : 506 - +
  • [25] On Mathematical Modeling of Hierarchical Mobility Management Protocols
    Song, Myungseok
    Cho, Jun-Dong
    Jeong, Jongpil
    2014 FOURTH INTERNATIONAL CONFERENCE ON DIGITAL INFORMATION AND COMMUNICATION TECHNOLOGY AND IT'S APPLICATIONS (DICTAP), 2014, : 75 - 80
  • [26] Mobility knowledge graph: review and its application in public transport
    Zhang, Qi
    Ma, Zhenliang
    Zhang, Pengfei
    Jenelius, Erik
    TRANSPORTATION, 2023, 52 (3) : 1119 - 1145
  • [27] Applications of modeling to vegetation management
    Mason, Euan G.
    Dzierzon, Helge
    CANADIAN JOURNAL OF FOREST RESEARCH, 2006, 36 (10) : 2505 - 2514
  • [28] Mobility management and communication support for nomadic applications
    Cinque, M
    Cotroneo, D
    Russo, S
    ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS 2005: COOPIS, DOA, AND ODBASE, PT 1, PROCEEDINGS, 2005, 3760 : 882 - 899
  • [29] Knowledge management for shared earth modeling
    Denney, Dennis
    JPT, Journal of Petroleum Technology, 2007, 59 (12): : 72 - 74
  • [30] Modeling Uncertainties in Advanced Knowledge Management
    Fathi, Madjid
    Holland, Alexander
    KNOWLEDGE DISCOVERY, KNOWLEDGE ENGINEERING AND KNOWLEDGE MANAGEMENT, 2011, 128 : 17 - 34