A Scalable Big Data Framework for Real-Time Traffic Monitoring System
نویسندگان
چکیده
Inthis study, a scalable and real-time intelligent transportation system based ona big data framework is presented. The proposed allows for the use ofexisting from road sensors to better understand traffic flow, travelerbehavior increase network performance. Our isdesigned process large-scale stream analyze events such asincidents, crashes, congestion. experiments performed on publictransportation modes of city Casablanca in Morocco reveal that theproposed achieves significant gain time, gathers datafrom many sensors, not expensive terms hardware resourceconsumption.
منابع مشابه
A Scalable Real-time Monitoring System for Supporting Traffic Engineering
Quality of service based value-added services in IP networks necessitate the use of traffic engineering. The latter relies typically on monitoring data for both offline, proactive and dynamic, reactive solutions. A monitoring system should be scalable in terms of network size, speed and number of customers subscribed to value-added services. This article investigates the requirements of scalabl...
متن کاملImplementation of Random Forest Algorithm in Order to Use Big Data to Improve Real-Time Traffic Monitoring and Safety
Nowadays the active traffic management is enabled for better performance due to the nature of the real-time large data in transportation system. With the advancement of large data, monitoring and improving the traffic safety transformed into necessity in the form of actively and appropriately. Per-formance efficiency and traffic safety are considered as an im-portant element in measuring the pe...
متن کاملVISATRAM: a real-time vision system for automatic traffic monitoring
This paper presents a novel approach to automatic traffic monitoring using 2D spatiotemporal images. A TV camera is mounted above a highway to monitor the traffic through two slice windows, and a panoramic view image and an epipolar plane image are formed for each lane. Our real-time vision system for automatic traffic monitoring, VISATRAM, is an inexpensive system with a PC486 and a frame grab...
متن کاملReal-time Big Data Analytical Architecture for Image Processing Framework
Big Data analytics and Hadoop architecture has significantly improved the real time data processing and storage Data with significant amount of velocity, veracity and variety was in the earlier processed by Data warehouse. The problem in the Data warehouse technique is that it always used to construct a sample out of the entire Data so, any given instant of time only part of the Data has used t...
متن کاملFast and Scalable Real-Time Monitoring System for Beowulf Clusters
Fast real-time monitoring of system information is important to the understanding of parallel system especially for a large cluster system that appeared recently. Making the system fast and scalable at the same time is still a challenging task. This paper presents the design and implementation of a fast and real time monitoring system called SCMS/RMS. This system is a part of more comprehensive...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Computer Science
سال: 2022
ISSN: ['1552-6607', '1549-3636']
DOI: https://doi.org/10.3844/jcssp.2022.801.810