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Personalized Route Planning System Based on Driver Preference
Ren Wang1, Mengchu Zhou2, Kaizhou Gao1
1Institute of Systems Engineering, Macau University of Science and Technology, Macau 999078, China.
Existing route navigation systems fail to meet driver needs by using few attributes. This study introduces a driver preference-based route planning (DPRP) model for personalized route recommendations, improving navigation systems.
Area of Science:
- Computer Science
- Artificial Intelligence
- Transportation Engineering
Background:
- Current route navigation systems rely on limited attributes, failing to capture diverse driver needs.
- Optimal routes often involve multiple objectives and attributes, which existing systems do not adequately address.
Purpose of the Study:
- To propose a driver preference-based route planning (DPRP) model.
- To develop a system that recommends optimal routes by incorporating individual driver preferences.
Main Methods:
- Collected data on driver preferences.
- Developed an integrated algorithm to solve the DPRP model.
- Optimized the algorithm by simplifying road networks and removing invalid sub-routes to reduce computation cost.
Main Results:
- The proposed DPRP model effectively recommends optimal routes based on driver preferences.
- The integrated algorithm significantly speeds up the route recommendation process.
- Computational cost is reduced through network simplification and sub-route invalidation.
Conclusions:
- The DPRP model enhances route navigation systems by personalizing route recommendations.
- The developed algorithm offers an efficient and effective solution for preference-based route planning.
- This approach addresses the limitations of existing systems by considering multiple driver objectives and attributes.
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