Title :
Semantic Traffic-Aware Routing Using the LarKC Platform
Author :
Della Valle, Emanuele ; Celino, Irene ; Dell´Aglio, Daniele ; Grothmann, Ralph ; Steinke, Florian ; Tresp, Volker
Author_Institution :
Politec. di Milano, Milan, Italy
Abstract :
The popularity of location-based services and automotive navigation systems calls for a new generation of intelligent solutions to support users in mobility. This article presents a traffic-aware semantic routing service for mobile users based on the Large Knowledge Collider (LarKC) Semantic Web pluggable platform. It proposes a technique for integrating conceptual query answering with statistical learning and operations research algorithms. The presented prototype of a traffic-aware semantic routing service works efficiently with large, heterogeneous information sources and delivers value-added services to mobile users.
Keywords :
mobile computing; query processing; road traffic; semantic Web; traffic engineering computing; LarKC platform; automotive navigation systems; conceptual query answering; large knowledge collider semantic Web pluggable platform; location-based services; mobile users; operations research algorithms; statistical learning; traffic-aware semantic routing service; value-added services; Forecasting; Information retrieval; Internet; Ontologies; Recurrent neural networks; Semantics; Telecommunication traffic; Urban areas; location-based services; semantic retrieval; traffic forecasting; urban computing;
Journal_Title :
Internet Computing, IEEE
DOI :
10.1109/MIC.2011.107