(Re)Configuring Bike Station Network via Crowdsourced Information Fusion and Joint Optimization

Suining He · Kang Geun Shin

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Urban Transport and Accessibility Transportation and Mobility Innovations Urban and Freight Transport Logistics

Abstract

Thanks to their great success as a green urban transportation means of first/last-mile connectivity, bike sharing service (BSS) networks has been proliferating all over the globe. Their station (re)placement and dock resizing has thus become an increasingly important problem for bike sharing service providers.

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References

2009Bike-sharing: History, Impacts, Models of Provision, and Future 2015Trees Grow on Money: Urban Tree Canopy Cover and Environmental Justice 2015Methodologies for Cross-Domain Data Fusion: An Overview 2015Modeling Bike Share Station Activity: Effects of Nearby Businesses and Jobs on Trips to and from Stations 2017Planning Bike Lanes based on Sharing-Bikes' Trajectories 2016Rebalancing Bike Sharing Systems 2016Mobility Modeling and Prediction in Bike-Sharing Systems 2015Understanding Spatiotemporal Patterns of Biking Behavior by Analyzing Massive Bike Sharing Data in Chicago

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2020E-Sharing: Data-driven Online Optimization of Parking Location Placement for Dockless Electric Bike Sharing 2020Station Correlation Attention Learning for Data-driven Bike Sharing System Usage Prediction 2020Information Fusion for (Re)Configuring Bike Station Networks With Crowdsourcing 2021Transfer learning approach to bicycle-sharing systems' station location planning using OpenStreetMap data

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