A Scalable IoT Video Data Analytics for Smart Cities

Abstract

The smart city is a comprehensive application of information resources and a high degree of information technology integration. With the technical support from IoT (Internet of things), smart city need to have three features of being instrumented, interconnected and intelligent. IoT provides the ability to manage, remotely monitor and control devices from massive streams of real-time data.Our model offers a scalable IoT video data analytics applications for Smart cities to end users, who can exploit scalability in both data storage and processing power to execute analysis on large or complex datasets. This model provides data analytics programming suites and environments in which developers and researchers can design scalable analytics services and applications. A cloud/edge-based automated video analysis system to process large numbers of video streams, where the underlying infrastructure is able to scale based on the number of camera devices and easy to integrate analytic application. The system automates the video analysis process and reduces manual intervention. The design of our model is developed to be easily extended for new kinds of IoT devices, message routing and queueing, and data analytics, to permit specific application to be programmed via the paradigm to be flexible yet simple.

QoS Aware Multicast Routing Protocol for Video Transmission in Smart Cities

“…Video camera scheduling-in-VCSN is a combinatorial optimization problem to increase throughput while the difficulty in computation increases gradually with increasing number of video cameras. Doan et al [10] provided a scalable IoT video data analytics application for smart cities to end users, who can take advantage of scalability in both data processing as well as storage power to perform analysis on complex/large datasets. This algorithm offers data analytics environment and suite in which the researchers and developers could develop scalable analytical applications and services.…”

“…This constraint is utilized to avoid the loops. • 4 th constraint (10): Data flow gets transmitted from node i to j which is lesser than or equivalent to residual bandwidth of the connection in node i to j. • 5 th constraint (11): The in-between nodes cannot be taken as the message targets.…”