Check out this work on using machine learning to perform short term predictions on circulating bikes in Pisa’s bike sharing system CicloPi
An Experience in using Machine Learning for Short-term Predictions in Smart Transportation Systems. In: Journal of Logical and Algebraic Methods in Programming , vol. 87, pp. 52-66, 2017, ISSN: 2352-2208.