Information and communication technologies have improved the quality of intelligent transportation systems (ITS). By estimating from cellular floating vehicle data (CFVD) is more cost-effective, and easier to acquire than traditional ways. This study proposes a cell probe (CP)-based method to analyse the cellular network signals (e.g., call arrival, handoff, and location update), and regression models are trained for vehicle speed estimation. In experiments, this study compares the practical traffic information of vehicle detector (VD) with the estimated traffic information by the proposed methods. The experiment results show that the accuracy of vehicle speed estimation by CP-based method is 97.63%. Therefore, the CP-based method can be used to estimate vehicle speed from CFVD for ITS.
机构:
Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Janecek, Andreas
;
Valerio, Danilo
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Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Telecommun Res Ctr Vienna FTW, A-1220 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Valerio, Danilo
;
Hummel, Karin Anna
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机构:
ETH, Commun Syst Grp, Comp Engn & Networks Lab, CH-8092 Zurich, SwitzerlandUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Hummel, Karin Anna
;
Ricciato, Fabio
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机构:
Univ Ljubljana, Fac Comp & Informat Sci, Ljubljana 1001, Slovenia
Austrian Inst Technol, A-1220 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Ricciato, Fabio
;
Hlavacs, Helmut
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机构:
Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
机构:
Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Janecek, Andreas
;
Valerio, Danilo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Telecommun Res Ctr Vienna FTW, A-1220 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Valerio, Danilo
;
Hummel, Karin Anna
论文数: 0引用数: 0
h-index: 0
机构:
ETH, Commun Syst Grp, Comp Engn & Networks Lab, CH-8092 Zurich, SwitzerlandUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Hummel, Karin Anna
;
Ricciato, Fabio
论文数: 0引用数: 0
h-index: 0
机构:
Univ Ljubljana, Fac Comp & Informat Sci, Ljubljana 1001, Slovenia
Austrian Inst Technol, A-1220 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria
Ricciato, Fabio
;
Hlavacs, Helmut
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, AustriaUniv Vienna, Fac Comp Sci, Res Grp Entertainment Comp, A-1090 Vienna, Austria