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Modeling an enhanced ridesharing system with meet points and time windows
Xin Li1, Sangen Hu2, Wenbo Fan3
1Department of Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong, China.
This study introduces meet points into ridesharing systems, optimizing routes and reducing travel time. The enhanced system offers flexibility and efficiency, particularly during peak hours, aiding traffic congestion mitigation.
Area of Science:
- Operations Research
- Transportation Science
- Urban Planning
Background:
- E-hailing services and ridesharing are increasingly common in urban transportation.
- Traditional ridesharing models face challenges in operational flexibility and efficiency.
Purpose of the Study:
- To develop a mathematical model for an enhanced ridesharing system incorporating meet points and user time windows.
- To improve system performance by reducing total travel time and increasing passenger capacity.
Main Methods:
- Formulation of a mixed integer linear program (MILP) for the enhanced ridesharing problem.
- Implementation of a Tabu-based meta-heuristic algorithm to solve the MILP.
- Validation using CPLEX for optimal solutions in various scenarios.
Main Results:
- The model effectively generates detailed route plans with passenger assignments to meet points, achieving en-route delay savings.
- The meta-heuristic algorithm demonstrates high computational efficiency, yielding solutions close to optimal (8-15% difference).
- Introducing meet points reduces total travel time by 2.7%-3.8% in small-scale systems, with greater benefits expected for larger fleets.
Conclusions:
- The proposed model and algorithm provide an efficient tool for operating ridesharing systems, especially during peak demand.
- Meet points enhance operational flexibility and contribute to traffic congestion mitigation.
- The study highlights the potential of optimized ridesharing for sustainable urban mobility.
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