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Proposal for optimal placement platform of bikes using queueing networks.
Shinya Mizuno1, Shogo Iwamoto2, Mutsumi Seki3
1Shizuoka Institute of Science and Technology, 2200-2 Toyosawa, Fukuroi, Shizuoka 437-8555 Japan.
Springerplus
|December 21, 2016
Summary
This study introduces a queueing network model to optimize bike distribution systems. It uses real-world data to determine optimal node placement and bike numbers, improving rental cycle business operations.
Area of Science:
- Operations Research
- Urban Planning
- Transportation Science
Background:
- Previous bike-sharing system experiments showed unclear effectiveness and frequent discontinuation.
- Existing distribution models lacked clarity on optimal node arrangement and resource allocation.
Purpose of the Study:
- To develop an effective model for arranging bike distribution nodes.
- To optimize the placement and number of bikes in rental systems.
- To provide a foundation for efficient rental cycle business operations.
Main Methods:
- Constructed a queueing network model for bike distribution node arrangement.
- Utilized Google Maps API for realistic distance and transit time data.
- Applied a gravity model to population distribution for transition probability calculation.
Main Results:
- The model enables precise system design when node arrangement and bike counts are known.
- Demonstrated optimization using convenience stores as nodes.
- Achieved simultaneous optimization of node quantity, placement, and bike allocation per node.
Conclusions:
- The developed queueing network model effectively optimizes bike distribution systems.
- The system provides a robust framework for establishing and managing rental cycle businesses.
- Optimized node configuration and bike allocation enhance operational efficiency and user experience.
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