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Data-Driven Analysis of Bicycle Sharing Systems as Public Transport Systems Based on a Trip Index Classification
Mark Richard Wilby1, Juan José Vinagre Díaz1, Rubén Fernández Pozo1
1Group Biometry, Biosignals, Security, and Smart Mobility, Departamento de Matemática Aplicada a las Tecnologías de la Información y las Comunicaciones, Escuela Técnica Superior de Ingenieros de Telecomunicación, Universidad Politécnica de Madrid, Avenida Complutense 30, 28040 Madrid, Spain.
Bicycle Sharing Systems (BSSs) are increasingly vital for urban mobility. Our study reveals BSSs function as independent public transport, with 90.60% of trips serving a transport purpose, not just leisure.
Area of Science:
- Urban Mobility Studies
- Transportation Science
- Data Science in Transportation
Background:
- Bicycle Sharing Systems (BSSs) are rapidly expanding in urban environments.
- Traditionally viewed as a last-mile solution for public transport, their full potential is often underestimated.
Purpose of the Study:
- To establish Bicycle Sharing Systems (BSSs) as a public transport system in their own right.
- To develop a mathematical framework for classifying BSS trips into transport or leisure categories.
- To analyze the underlying public transport network formed by BSS usage.
Main Methods:
- Development of a novel 'trip index' using trajectory data to classify BSS usage.
- Creation of a mathematical framework to analyze BSS trip purposes.
- Analysis of BSS shortest paths, accounting for real-world cyclist shortcuts.
- Application of the methodology to empirical data from Madrid's BiciMAD system.
Main Results:
- The 'trip index' effectively distinguishes between transport and leisure BSS trips.
- Transport and leisure trips exhibit distinct statistical and operational characteristics.
- The study identified fundamental user trajectories within the BSS network.
- 90.60% of BiciMAD trips were classified as transport, validating BSSs as public transport.
Conclusions:
- Bicycle Sharing Systems (BSSs) function as a significant public transport mode.
- The developed methodology provides a robust framework for analyzing BSS usage patterns.
- Empirical evidence from BiciMAD supports the classification of BSSs as a primary transport solution.
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