Title :
Knowledge Base Construction Process for Smart-City Services
Author :
Bellini, Pierfrancesco ; Nesi, Paolo ; Rauch, Nadia
Author_Institution :
Dept. of Inf. Eng., Univ. of Florence, Florence, Italy
Abstract :
Presently a very large number of public and private data sets are available around the local governments. In most cases, they are not semantically interoperable and a huge human effort is needed to create integrated ontologies and knowledge base for smart city. In this paper, a system for the ingestion of data for smart city related aspects as road graph, services available on the roads, traffic sensors etc., is proposed. The system allows to manage a big volume of data coming from a variety of sources considering both static and dynamic data, these data are then mapped to a smart-city and mobility ontology and stored into an RDF-Store where this data are available for applications via SPARQL queries to provide new services to the users. The paper presents the knowledge base and the mechanisms adopted for the verification, reconciliation and validation. Some examples about the possible usage of the knowledge base produced are also offered and are accessible from the RDF-Store.
Keywords :
SQL; data integration; knowledge based systems; knowledge verification; ontologies (artificial intelligence); query processing; road traffic control; RDF-Store; SPARQL queries; data ingestion; data management; data mapping; data reconciliation; data storage; data validation; data verification; dynamic data; knowledge base construction process; local governments; mobility ontology; private data sets; public data sets; smart-city services; static data; Cities and towns; Data models; Knowledge based systems; Ontologies; Resource description framework; Roads; Sensors; Smart city; linked open graph; reconciliation; validation and verification of knowledge base;
Conference_Titel :
Engineering of Complex Computer Systems (ICECCS), 2014 19th International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4799-5481-0
DOI :
10.1109/ICECCS.2014.33