Opportunities · 01System Implementation and Security
232 papers21.6% of this theme group
Explores practical deployment methods and the importance of safeguarding bike‑sharing platforms.
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‑Driven Demand Forecasting
214 papers19.9% of this theme group
Leverages mining and clustering techniques to predict usage and improve service planning.
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 for Rebalancing Operations
186 papers17.3% of this theme group
Applies mathematical models to address bike‑distribution imbalances and enhance operational efficiency.
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 Benefits
174 papers16.2% of this theme group
Shows how bike‑sharing supports urban design goals and contributes to transport system 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 Matching and Congestion Relief
125 papers11.6% of this theme group
Develops algorithms for car‑pooling and ride‑sharing to reduce traffic and improve vehicle utilization.
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 Service Optimization
82 papers7.6% of this theme group
Investigates location‑time patterns to refine bike‑sharing routing and service quality.
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 Contexts and Dockless Growth
60 papers5.6% of this theme group
Studies how city structure and metro proximity influence dockless bike‑sharing adoption and distribution.
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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