Smart City Gnosys
Smart city article details
| Title | Route Prediction From Gps Trajectory And Road Data |
|---|---|
| ID_Doc | 47085 |
| Authors | Chawuthai R.; Kawachakul K.; Boonrod K.; Threepak T. |
| Year | 2023 |
| Published | 2023 15th International Conference on Computer and Automation Engineering, ICCAE 2023 |
| DOI | http://dx.doi.org/10.1109/ICCAE56788.2023.10111441 |
| Abstract | This paper presents an approach to create a route prediction model for multiple vehicles from GPS trajectory and road data. Since the baseline model is designed for a single car and it provides low performance for our experiment, our approach using the HDBSCAN clustering for route data preprocessing and the prediction model based on Viterbi algorithm, which is an extension of the Hidden Markov Model, provides the better performance in terms of Hit@K where K being 3. The result of our work demonstrates the feasibility to improve the smart city technology under the scope of smart mobility as well. (Abstract) © 2023 IEEE. |
| Author Keywords | GPS data analytics; machine learning; route prediction |
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