The Emerging Role of the Knowledge Driven Applications of Wireless Networks for Next Generation Online Stream Processing

V. Gunturu, P. Kumari, S. Chithra, Bhargabjyoti Saikia, Rajesh Singh, D. P. Singh
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Abstract

The present article discusses the use of stream processing to gather data from large-scale WIFI networks. Along with the foundational techniques for deliberate sampling, data collecting, likewise network monitoring in wireless networks, we also examine how understanding extraction may be viewed as an ML problem for applications for large-scale data streaming. We highlight the major This article discusses advancements in large data stream processing methods. We also look more closely at the database collection, edge detection, and methods for machine learning that may be used in the context of WIFI analytics. We discuss challenges, academic research, and the results of wireless network monitoring and stream analysis. Further research is anticipated into other dataflow improvements, such as pattern recognition and optimization algorithms.
下一代在线流处理中无线网络知识驱动应用的新角色
本文讨论了使用流处理从大规模WIFI网络收集数据。除了有意采样、数据收集和无线网络监控的基本技术外,我们还研究了如何将理解提取视为大规模数据流应用的ML问题。本文讨论了大数据流处理方法的进展。我们还会更密切地关注数据库收集、边缘检测和机器学习方法,这些方法可能会在WIFI分析中使用。我们讨论挑战,学术研究,以及无线网络监测和流分析的结果。预计将进一步研究其他数据流改进,如模式识别和优化算法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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