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- Title:
Building representative velocity profiles using FastDTW and spectral clustering
- Document type:
- Konferenzbeitrag
- Author(s):
- Lohrer, Jürgen; Lienkamp, Markus
- 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.
- Keywords:
- FTM Smarte Mobilität
- Book / Congress title:
- 14th International Conference on ITS Telecommunications
- Date of congress:
- 02.-04.12.2015
- Date of publication:
- 08.01.2016
- Year:
- 2016
- Covered by:
- Scopus
- Fulltext / DOI:
- doi:10.1109/ITST.2015.7377398
- TUM Institution:
- Lehrstuhl für Fahrzeugtechnik
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