Title :
On Closed-Loop Bicycle Availability Prediction
Author :
Schlote, Arieh ; Bei Chen ; Shorten, Robert
Author_Institution :
Hamilton Inst., Nat. Univ. of Ireland, Maynooth, Ireland
Abstract :
We study the effect of customer choices in bicycle-sharing systems based on bicycle availability predictions. We show that such systems may lead to flapping behavior between bicycle stations. The consequences of flapping instability include poor user experience and suboptimal usage of the available bicycle stock. We propose a simple assignment strategy aimed at eliminating flapping and balancing demand at each station based on actual availability.
Keywords :
bicycles; transportation; bicycle sharing; bicycle station; bicycle stock; bicycle-sharing system; closed-loop bicycle availability prediction; flapping behavior; flapping instability; Availability; Bicycles; Delays; Prediction algorithms; Real-time systems; Smart phones; Bicycle sharing; stochastic assignment;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2014.2365492