NoSQL Databases: Modern Data Systems for Big Data Analytics

IF 0.8 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC International Journal of Electrical and Computer Engineering Systems Pub Date : 2023-02-27 DOI:10.32985/ijeces.14.2.10
Atul O. Thakare, Omprakash W. Tembhurne, Abhijeet R. Thakare, Soora Narasimha Reddy
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Abstract

Because of the massive utilization of the world wide web and the drastic use of electronic gadgets to access the online world, there is an exponential growth in the information produced by these hardware gadgets. The data produced by different sources, such as smart transportation, healthcare, and e-commerce, are large, complex, and heterogeneous. Therefore, storing and querying this data, coined "Big Data," is challenging. This paper compares relational databases with a few of the popular NoSQL databases. The performance of various databases in executing join queries, filter queries, and aggregate queries on large datasets are compared on a single node and multinode clusters. The experimental results demonstrate the suitability of NoSQL databases for Big Data Analytics and for supporting large userbase interactive web applications.
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NoSQL数据库:大数据分析的现代数据系统
由于万维网的大量使用和电子设备访问网络世界的急剧使用,这些硬件设备产生的信息呈指数级增长。智能交通、医疗保健和电子商务等不同来源产生的数据庞大、复杂且异构。因此,存储和查询这些被称为“大数据”的数据具有挑战性。本文将关系数据库与一些流行的NoSQL数据库进行了比较。在单节点和多节点集群上比较了各种数据库在大型数据集上执行联接查询、过滤查询和聚合查询的性能。实验结果证明了NoSQL数据库适用于大数据分析和支持大用户群交互式web应用程序。
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来源期刊
CiteScore
1.20
自引率
11.80%
发文量
69
期刊介绍: The International Journal of Electrical and Computer Engineering Systems publishes original research in the form of full papers, case studies, reviews and surveys. It covers theory and application of electrical and computer engineering, synergy of computer systems and computational methods with electrical and electronic systems, as well as interdisciplinary research. Power systems Renewable electricity production Power electronics Electrical drives Industrial electronics Communication systems Advanced modulation techniques RFID devices and systems Signal and data processing Image processing Multimedia systems Microelectronics Instrumentation and measurement Control systems Robotics Modeling and simulation Modern computer architectures Computer networks Embedded systems High-performance computing Engineering education Parallel and distributed computer systems Human-computer systems Intelligent systems Multi-agent and holonic systems Real-time systems Software engineering Internet and web applications and systems Applications of computer systems in engineering and related disciplines Mathematical models of engineering systems Engineering management.
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