Big Data Perspective and Challenges in Next Generation Networks
With the development towards the next generation cellular networks, i.e., 5G, the focus has shifted towards meeting the higher data rate requirements, potential of micro cells and millimeter wave spectrum. The goals for next generation networks are very high data rates, low latency and handling of b...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2018-06-01
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| Series: | Future Internet |
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| Online Access: | http://www.mdpi.com/1999-5903/10/7/56 |
| _version_ | 1819170028434489344 |
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| author | Kashif Sultan Hazrat Ali Zhongshan Zhang |
| author_facet | Kashif Sultan Hazrat Ali Zhongshan Zhang |
| author_sort | Kashif Sultan |
| collection | DOAJ |
| description | With the development towards the next generation cellular networks, i.e., 5G, the focus has shifted towards meeting the higher data rate requirements, potential of micro cells and millimeter wave spectrum. The goals for next generation networks are very high data rates, low latency and handling of big data. The achievement of these goals definitely require newer architecture designs, upgraded technologies with possible backward support, better security algorithms and intelligent decision making capability. In this survey, we identify the opportunities which can be provided by 5G networks and discuss the underlying challenges towards implementation and realization of the goals of 5G. This survey also provides a discussion on the recent developments made towards standardization, the architectures which may be potential candidates for deployment and the energy concerns in 5G networks. Finally, the paper presents a big data perspective and the potential of machine learning for optimization and decision making in 5G networks. |
| first_indexed | 2024-12-22T19:28:53Z |
| format | Article |
| id | doaj.art-281106435b7c44fea52d40078f87a08b |
| institution | Directory Open Access Journal |
| issn | 1999-5903 |
| language | English |
| last_indexed | 2024-12-22T19:28:53Z |
| publishDate | 2018-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Future Internet |
| spelling | doaj.art-281106435b7c44fea52d40078f87a08b2022-12-21T18:15:10ZengMDPI AGFuture Internet1999-59032018-06-011075610.3390/fi10070056fi10070056Big Data Perspective and Challenges in Next Generation NetworksKashif Sultan0Hazrat Ali1Zhongshan Zhang2School of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaDepartment of Electrical Engineering, COMSATS University Islamabad, Abbottabad Campus, Abbottabad 22060, PakistanSchool of Computer and Communication Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaWith the development towards the next generation cellular networks, i.e., 5G, the focus has shifted towards meeting the higher data rate requirements, potential of micro cells and millimeter wave spectrum. The goals for next generation networks are very high data rates, low latency and handling of big data. The achievement of these goals definitely require newer architecture designs, upgraded technologies with possible backward support, better security algorithms and intelligent decision making capability. In this survey, we identify the opportunities which can be provided by 5G networks and discuss the underlying challenges towards implementation and realization of the goals of 5G. This survey also provides a discussion on the recent developments made towards standardization, the architectures which may be potential candidates for deployment and the energy concerns in 5G networks. Finally, the paper presents a big data perspective and the potential of machine learning for optimization and decision making in 5G networks.http://www.mdpi.com/1999-5903/10/7/565Gdata analysismobile communicationwireless communication |
| spellingShingle | Kashif Sultan Hazrat Ali Zhongshan Zhang Big Data Perspective and Challenges in Next Generation Networks Future Internet 5G data analysis mobile communication wireless communication |
| title | Big Data Perspective and Challenges in Next Generation Networks |
| title_full | Big Data Perspective and Challenges in Next Generation Networks |
| title_fullStr | Big Data Perspective and Challenges in Next Generation Networks |
| title_full_unstemmed | Big Data Perspective and Challenges in Next Generation Networks |
| title_short | Big Data Perspective and Challenges in Next Generation Networks |
| title_sort | big data perspective and challenges in next generation networks |
| topic | 5G data analysis mobile communication wireless communication |
| url | http://www.mdpi.com/1999-5903/10/7/56 |
| work_keys_str_mv | AT kashifsultan bigdataperspectiveandchallengesinnextgenerationnetworks AT hazratali bigdataperspectiveandchallengesinnextgenerationnetworks AT zhongshanzhang bigdataperspectiveandchallengesinnextgenerationnetworks |