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Big Data Analytics in Telecommunications: Literature Review and Architecture Recommendations

IEEE/CAA Journal of Automatica Sinica 2020年第1期7卷 18-38页

作者： Hira Zahid Tariq Mahmood Ahsan Morshed Timos Sellis Faculty of Computer Science Institute of Business AdministrationKarachi 75270Pakistan School of Engineering and Technology CQUniversityMelbourne Victoria 3000Australia University of Technology Hawthorn VIC 3122Australia

This paper focuses on facilitating state-of-the-art applications of big data analytics(bda) architectures and infrastructures to telecommunications(telecom) industrial *** companies are dealing with terabytes to petabytes of data on a daily basis. Io T applications in telecom are further contributing to this data deluge. Recent advances in bda have exposed new opportunities to get actionable insights from telecom big data. These benefits and the fast-changing bda technology landscape make it important to investigate existing bda applications to telecom sector. For this, we initially determine published research on bda applications to telecom through a systematic literature review through which we filter 38 articles and categorize them in frameworks, use cases, literature reviews, white papers and experimental validations. We also discuss the benefits and challenges mentioned in these articles. We find that experiments are all proof of concepts(POC) on a severely limited bda technology stack(as compared to the available technology stack), i.e.,we did not find any work focusing on full-fledged bda implementation in an operational telecom environment. To facilitate these applications at research-level, we propose a state-of-the-art lambda architecture for bda pipeline implementation(called Lambda Tel) based completely on open source bda technologies and the standard Python language, along with relevant *** discovered only one research paper which presented a relatively-limited lambda architecture using the proprietary AWS cloud infrastructure. We believe Lambda Tel presents a clear roadmap for telecom industry practitioners to implement and enhance bda applications in their enterprises.

关键词： Index Terms—Big data analytics bda pipeline bda technology stack lambda architecture python systematic literature review telecommunications.

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