Abstract
The present spreading out of the Internet of Things (IoT) originated the realization of millions of IoT devices connected to the Internet. With the increase of allied devices, the gigantic multimedia big data (MMBD) vision is also gaining eminence and has been broadly acknowledged. MMBD management offers computation, exploration, storage, and control to resolve the QoS issues for multimedia data communications. However, it becomes challenging for multimedia systems to tackle the diverse multimedia-enabled IoT settings including healthcare, traffic videos, automation, society parking images, and surveillance that produce a massive amount of big multimedia data to be processed and analyzed efficiently. There are several challenges in the existing structural design of the IoT-enabled data management systems to handle MMBD including high-volume storage and processing of data, data heterogeneity due to various multimedia sources, and intelligent decision-making. In this article, an architecture is proposed to process and store MMBD efficiently in an IoT-enabled environment. The proposed architecture is a layered architecture integrated with a parallel and distributed module to accomplish big data analytics for multimedia data. A preprocessing module is also integrated with the proposed architecture to prepare the MMBD and speed up the processing mechanism. The proposed system is realized and experimentally tested using real-time multimedia big data sets from athentic sources that discloses the effectiveness of the proposed architecture.
Highlights
Internet of Things (IoT) is one of the latest concepts in the current age
A preprocessing module is integrated with the proposed architecture to speed up the processing mechanism in the IoT-enabled environment
Results are produced by utilizing various authentic multimedia big data sets to assess the proposed MMBD framework using parallel and distributed paradigms and premeditated algorithms
Summary
Internet of Things (IoT) is one of the latest concepts in the current age. The future of this globe is IoT which will be going to alter today’s world objects into intelligent and smart objects [1]. The hardware consists of the associated devices with sensors having a network among them, and a software component comprises data storage and analytics programs that help in presenting information for users. The massive data is termed big data that plays a great part in the information management of intelligent applications. Multimedia communications change the lifestyle of people, changing the way we use devices present in a technological environment. Multimedia communications involve big data when there are more vital problems. Big data analytics is combined with IoT application development to truthful processing and computation of the generated multimedia data. Specific datasets are utilized to realize the proposed multimedia big data management architecture to optimize the processing method of data
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