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- Dokumenttyp:
- Konferenzbeitrag
- Autor(en):
- Lohrer, Jürgen; Lienkamp, Markus
- Titel:
- Building representative velocity profiles using FastDTW and spectral clustering
- Abstract:
- The use of map based representative velocity profiles allows to predict the future state of a vehicle. The suggested approach is based on Fast Dynamic Time Warping. Spectral clustering is used to distinguish velocity profiles. Applying abstraction can significantly reduce computation time with a minor effect on cluster allocation. Outlier removal increases the quality of cluster identification. The approach was applied to the road network of Munich, to prove the universal applicability.
- Stichworte:
- FTM Smarte Mobilität
- Kongress- / Buchtitel:
- 14th International Conference on ITS Telecommunications
- Datum der Konferenz:
- 02.-04.12.2015
- Publikationsdatum:
- 08.01.2016
- Jahr:
- 2016
- Nachgewiesen in:
- Scopus
- Volltext / DOI:
- doi:10.1109/ITST.2015.7377398
- TUM Einrichtung:
- Lehrstuhl für Fahrzeugtechnik
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