Opportunities · 01System implementation and security
232 papers21.6% of this theme group
Opportunities focus on building robust bike sharing services and addressing security aspects.
Bike sharing (210) · Transport engineering (141) · Service (34) · Computer security (13)
Implementing bike-sharing systems
Broken Bike Recycling Planning for Sharing Bikes System
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Opportunities · 02Data mining for demand forecasting
214 papers19.9% of this theme group
Papers explore predictive analytics and clustering techniques to anticipate bike sharing demand.
Bike sharing (186) · Data mining (25) · Cluster analysis (31) · Demand forecasting (22)
Traffic prediction in a bike-sharing system
Bicycle-Sharing System Analysis and Trip Prediction
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Opportunities · 03Optimization of rebalancing operations
186 papers17.3% of this theme group
Research proposes mathematical approaches to balance bike distribution efficiently.
Bike sharing (168) · Mathematical optimization (22) · Truck (24) · Operations research (34)
A Dynamic Approach to Rebalancing Bike-Sharing Systems
A Rebalancing Strategy for the Imbalance Problem in Bike-Sharing Systems
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Opportunities · 04Built environment and resilience links
174 papers16.2% of this theme group
Studies examine how bike sharing interacts with urban form and supports transport resilience.
Bike sharing (140) · Cycling (38) · Public transport (48) · Transport engineering (65)
Bike Share Usage and the Built Environment: A Review
The Role of Bike Sharing in Promoting Transport Resilience
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Opportunities · 05Ride sharing and congestion mitigation
125 papers11.6% of this theme group
Works investigate matching and routing methods to reduce traffic through car and ride sharing.
Parking guidance and information (13) · Car sharing (20) · Traffic congestion (19) · Matching (11)
An Optimal Ride Sharing Recommendation Framework for Carpooling Services
The taxi sharing practices: Matching, routing and pricing methods
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Opportunities · 06Spatio‑temporal system analysis
82 papers7.6% of this theme group
Research analyzes spatial and temporal patterns to improve bike sharing service planning.
TRIPS architecture (79) · Transport engineering (42) · Bike sharing (55) · Service (14)
Exploring Spatio-temporal Properties of Bike-Sharing Systems
Trip Route Planning for Bicycle-Sharing Systems
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Opportunities · 07Urban context and usage prediction
60 papers5.6% of this theme group
Papers study how built environment and metro proximity influence dockless bike sharing usage.
Bike sharing (56) · Transport engineering (31) · China (8) · Beijing (5)
Exploring the Multiscale Relationship between the Built Environment and the Metro-Oriented Dockless Bike-Sharing Usage
Forecasting usage and bike distribution of dockless bike‐sharing using journey data
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