Curating Datasets from GPS, Communication Technology and Social Media: Using Artificial Intelligence to Predict, Analyse and Manage Traffic System

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

To control and manage the current traffic congestion, crashes and pollutions are the preliminary needs of our daily lives. The resilience of traffic accidents, congestion, and prediction is one of the most important problems of the traffic management system and traffic engineering. After the traffic prediction based on real-time collected datasets, it is easy to manage and control the traffic. The classical techniques that are used are road sensors and video cameras fixed at specific locations and recording the flow of traffic for different times of the day. The latest techniques used for collecting the traffic data are the Global Positioning System (GPS), communication technologies, and social media such as Twitter, Facebook, Instagram, etc. The main objective of this paper is to give a brief overview of the emerging technologies such as GPS, communication technologies, and social media data and curating datasets from it. Similarly, discuss the application of machine and deep learning in traffic control and management. Deep-rooted research is needed to choose the most suitable machine and deep learning algorithm and technique that can be applied to efficiently manage and control the current conventional traffic system.
Original languageEnglish
Title of host publicationProceedings of 2022 2nd International Conference on Computing and Information Technology (ICCIT)
PublisherIEEE
ISBN (Electronic)978-1-6654-3605-2
ISBN (Print)978-1-6654-1175-2
DOIs
Publication statusPublished - 17 Feb 2022
EventComputing and Information Technology (ICCIT), 2022 2nd International Conference - Tabuk, Saudi Arabia
Duration: 25 Jan 202227 Jan 2022
Conference number: 2022 2nd
https://ieeexplore.ieee.org/xpl/conhome/9711508/proceeding

Conference

ConferenceComputing and Information Technology (ICCIT), 2022 2nd International Conference
Abbreviated titleICCIT
Country/TerritorySaudi Arabia
CityTabuk
Period25/01/2227/01/22
Internet address

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