On-Street and Off-Street Parking Availability Prediction Using Multivariate Spatiotemporal Models


Parking guidance and information (PGI) systems are becoming necessary elements of intelligent transportation systems due to the very fact that cars and infrastructure are becoming additional and more connected. One major challenge in developing economical PGI systems is the uncertain nature of parking availability in parking facilities (each on-street and off-street). A reliable PGI system ought to have the capability of predicting the availability of parking at the arrival time with reliable accuracy. During this paper, we study the character of the parking availability knowledge in a huge town and propose a multivariate autoregressive model that takes into consideration each temporal and spatial correlations of parking availability. The model is employed to predict parking availability with high accuracy. The prediction errors are used to suggest the parking location with the highest probability of having a minimum of one parking spot accessible at the estimated arrival time. The results are demonstrated using real-time parking knowledge in the areas of San Francisco and Los Angeles.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE :The Potential Impact of Vehicle-to-Vehicle Communication on On-Street Parking Under Heterogeneous ConditionsABSTRACT:The aim of this paper is to review the impacts of bottom-up information provision concerning on-street
PROJECT TITLE :Enhancement of Performance, Availability, and Flexibility of a Battery Energy Storage System Based on a Modular Multilevel Cascaded Converter (MMCC-SSBC)ABSTRACT:This paper provides a theoretical and experimental
PROJECT TITLE : Video Dissemination over Hybrid Cellular and Ad Hoc Networks - 2014 ABSTRACT: We study the problem of disseminating videos to mobile users by using a hybrid cellular and ad hoc network. In particular, we formulate
PROJECT TITLE : Secure and Efficient Data Transmission for Cluster-Based Wireless Sensor Networks - 2014 ABSTRACT: Secure data transmission is a critical issue for wireless sensor networks (WSNs). Clustering is an effective
PROJECT TITLE : PSR A Lightweight Proactive Source Routing Protocol For Mobile Ad Hoc Networks - 2014 ABSTRACT: Opportunistic data forwarding has drawn much attention in the research community of multihop wireless networking,

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry