{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T18:19:08Z","timestamp":1784139548738,"version":"3.55.0"},"reference-count":102,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2021,12,22]],"date-time":"2021-12-22T00:00:00Z","timestamp":1640131200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100002560","name":"Soonchunhyang University","doi-asserted-by":"publisher","award":["The Soonchunhyang University Research Fund"],"award-info":[{"award-number":["The Soonchunhyang University Research Fund"]}],"id":[{"id":"10.13039\/501100002560","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>In wireless communication, Fifth Generation (5G) Technology is a recent generation of mobile networks. In this paper, evaluations in the field of mobile communication technology are presented. In each evolution, multiple challenges were faced that were captured with the help of next-generation mobile networks. Among all the previously existing mobile networks, 5G provides a high-speed internet facility, anytime, anywhere, for everyone. 5G is slightly different due to its novel features such as interconnecting people, controlling devices, objects, and machines. 5G mobile system will bring diverse levels of performance and capability, which will serve as new user experiences and connect new enterprises. Therefore, it is essential to know where the enterprise can utilize the benefits of 5G. In this research article, it was observed that extensive research and analysis unfolds different aspects, namely, millimeter wave (mmWave), massive multiple-input and multiple-output (Massive-MIMO), small cell, mobile edge computing (MEC), beamforming, different antenna technology, etc. This article\u2019s main aim is to highlight some of the most recent enhancements made towards the 5G mobile system and discuss its future research objectives.<\/jats:p>","DOI":"10.3390\/s22010026","type":"journal-article","created":{"date-parts":[[2021,12,23]],"date-time":"2021-12-23T02:02:57Z","timestamp":1640224977000},"page":"26","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":318,"title":["Study and Investigation on 5G Technology: A Systematic Review"],"prefix":"10.3390","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7890-3048","authenticated-orcid":false,"given":"Ramraj","family":"Dangi","sequence":"first","affiliation":[{"name":"School of Computing Science and Engineering, VIT University Bhopal, Bhopal 466114, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Praveen","family":"Lalwani","sequence":"additional","affiliation":[{"name":"School of Computing Science and Engineering, VIT University Bhopal, Bhopal 466114, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3378-2945","authenticated-orcid":false,"given":"Gaurav","family":"Choudhary","sequence":"additional","affiliation":[{"name":"Department of Applied Mathematics and Computer Science, Technical University of Denmark, 2800 Lyngby, Denmark"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0604-3445","authenticated-orcid":false,"given":"Ilsun","family":"You","sequence":"additional","affiliation":[{"name":"Department of Information Security Engineering, Soonchunhyang University, Asan-si 31538, Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5798-398X","authenticated-orcid":false,"given":"Giovanni","family":"Pau","sequence":"additional","affiliation":[{"name":"Faculty of Engineering and Architecture, Kore University of Enna, 94100 Enna, Italy"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,22]]},"reference":[{"key":"ref_1","first-page":"26","article-title":"Generations of mobile wireless technology: Asurvey","volume":"5","author":"Bhalla","year":"2010","journal-title":"Int. J. Comput. Appl."},{"key":"ref_2","first-page":"56","article-title":"0G to 5G mobile technology: A survey","volume":"5","author":"Mehta","year":"2014","journal-title":"J. Basic Appl. Eng. Res."},{"key":"ref_3","first-page":"515","article-title":"Self-enforcing Game Theory-based Resource Allocation for LoRaWAN Assisted Public Safety Communications","volume":"2","author":"Sharma","year":"2018","journal-title":"J. Internet Technol."},{"key":"ref_4","first-page":"52","article-title":"A brief survey on 5G wireless mobile network","volume":"8","author":"Mansoor","year":"2017","journal-title":"Int. J. Adv. Comput. Sci. Appl."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"1617","DOI":"10.1109\/COMST.2016.2532458","article-title":"Next generation 5G wireless networks: A comprehensive survey","volume":"18","author":"Agiwal","year":"2016","journal-title":"IEEE Commun. Surv."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"697","DOI":"10.1109\/JSAC.2016.2550338","article-title":"A survey of energy-efficient techniques for 5G networks and challenges ahead","volume":"34","author":"Buzzi","year":"2016","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Chataut, R., and Akl, R. (2020). Massive MIMO systems for 5G and beyond networks\u2014Overview, recent trends, challenges, and future research direction. Sensors, 20.","DOI":"10.3390\/s20102753"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1109\/MWC.2016.1500374WC","article-title":"Energy efficiency in massive MIMO-based 5G networks: Opportunities and challenges","volume":"24","author":"Prasad","year":"2017","journal-title":"IEEE Wirel. Commun."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1299","DOI":"10.1109\/JIOT.2018.2796542","article-title":"Edge computing aware NOMA for 5G networks","volume":"5","author":"Kiani","year":"2018","journal-title":"IEEE Internet Things J."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1647","DOI":"10.1109\/LSP.2015.2417119","article-title":"Fairness for non-orthogonal multiple access in 5G systems","volume":"22","author":"Timotheou","year":"2015","journal-title":"IEEE Signal Process. Lett."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"2657","DOI":"10.1007\/s11276-015-0942-z","article-title":"A survey of millimeter wave communications (mmWave) for 5G: Opportunities and challenges","volume":"21","author":"Niu","year":"2015","journal-title":"Wirel. Netw."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"209","DOI":"10.1109\/MCOM.2015.7010536","article-title":"Enabling device-to-device communications in millimeter-wave 5G cellular networks","volume":"53","author":"Qiao","year":"2015","journal-title":"IEEE Commun. Mag."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Ramesh, M., Priya, C.G., and Ananthakirupa, V.A.A. (2017, January 23\u201324). Design of efficient massive MIMO for 5G systems\u2014Present and past: A review. Proceedings of the International Conference on Intelligent Computing and Control (I2C2), Coimbatore, India.","DOI":"10.1109\/I2C2.2017.8321950"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Khurpade, J.M., Rao, D., and Sanghavi, P.D. (2018, January 5). A survey on IOT and 5G network. Proceedings of the 2018 International Conference on Smart City and Emerging Technology (ICSCET), Mumbai, India.","DOI":"10.1109\/ICSCET.2018.8537340"},{"key":"ref_15","first-page":"498","article-title":"A machine learning approach to 5G infrastructure market optimization","volume":"19","author":"Bega","year":"2019","journal-title":"IEEE Commun. Mag."},{"key":"ref_16","first-page":"1355","article-title":"K Power optimization in 5G networks: A step towards GrEEn communication","volume":"4","author":"Abrol","year":"2016","journal-title":"IEEE Commun. Mag."},{"key":"ref_17","unstructured":"Wei, Z., Yuan, J., Ng, D.W.K., Elkashlan, M., and Ding, Z. (2016). A survey of downlink non-orthogonal multiple access for 5G wireless communication networks. arXiv."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1109\/MVT.2010.939904","article-title":"Green small-cell networks","volume":"6","author":"Hoydis","year":"2011","journal-title":"IEEE Veh. Technol. Mag."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"602","DOI":"10.1587\/transcom.2015EBI0002","article-title":"Massive MIMO technologies and challenges towards 5G","volume":"99","author":"Papadopoulos","year":"2016","journal-title":"IEICE Trans. Commun."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/j.phycom.2017.11.004","article-title":"A comprehensive survey: Small cell meets massive MIMO","volume":"26","author":"Rajoria","year":"2018","journal-title":"Phys. Commun."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"745018","DOI":"10.1155\/2013\/745018","article-title":"A survey on beamforming techniques for wireless MIMO relay networks","volume":"2013","author":"Vouyioukas","year":"2013","journal-title":"Int. J. Antennas Propag."},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Al-Imari, M., Xiao, P., and Imran, M.A. (2015, January 25\u201328). Receiver and resource allocation optimization for uplink NOMA in 5G wireless networks. Proceedings of the International Symposium on Wireless Communication Systems (ISWCS), Brussels, Belgium.","DOI":"10.1109\/ISWCS.2015.7454317"},{"key":"ref_23","unstructured":"Beck, M.T., Werner, M., Feld, S., and Schimper, S. (2014, January 16\u201320). Mobile edge computing: A taxonomy. Proceedings of the Sixth International Conference on Advances in Future Internet, Lisbon, Portugal."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"6757","DOI":"10.1109\/ACCESS.2017.2685434","article-title":"A survey on mobile edge networks: Convergence of computing, caching and communications","volume":"5","author":"Wang","year":"2017","journal-title":"IEEE Access"},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1206","DOI":"10.1109\/ACCESS.2015.2461602","article-title":"A survey of 5G network: Architecture and emerging technologies","volume":"3","author":"Gupta","year":"2015","journal-title":"IEEE Access"},{"key":"ref_26","unstructured":"(2019, May 10). 5G Explained\u2014How 5G Works. Available online: https:\/\/vinit.com.vn\/en\/5g-explained-how-5g-works."},{"key":"ref_27","first-page":"90","article-title":"The Study on the Effect of the Internet and Mobile-Cellular on Trade in Services: Using the Modified Gravity Model","volume":"10","author":"Kang","year":"2020","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"1478","DOI":"10.1109\/COMST.2017.2678518","article-title":"Machine-to-machine communications in ultra-dense networks\u2014A survey","volume":"19","author":"Chen","year":"2017","journal-title":"IEEE Commun. Surv."},{"key":"ref_29","first-page":"1","article-title":"5G Internet of Things: A survey","volume":"10","author":"Li","year":"2018","journal-title":"J. Ind. Inf. Integr."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Magsi, H., Sodhro, A.H., Chachar, F.A., Abro, S.A.K., Sodhro, G.H., and Pirbhulal, S. (2018, January 3\u20134). Evolution of 5G in Internet of medical things. Proceedings of the International Conference on Computing, Mathematics and Engineering Technologies (iCoMET), Sukkur, Pakistan.","DOI":"10.1109\/ICOMET.2018.8346428"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"3098","DOI":"10.1109\/COMST.2018.2841349","article-title":"A survey on low latency towards 5G: RAN, core network and caching solutions","volume":"20","author":"Parvez","year":"2018","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"1222","DOI":"10.1109\/JSAC.2017.2687998","article-title":"3-D-MIMO with massive antennas paves the way to 5G enhanced mobile broadband: From system design to field trials","volume":"35","author":"Liu","year":"2017","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"130","DOI":"10.1016\/j.jnca.2016.04.021","article-title":"A survey on interference management for device-to-device (D2D) communication and its challenges in 5G networks","volume":"71","author":"Noura","year":"2016","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.icte.2017.03.005","article-title":"Cooperative localization in 5G networks: A survey","volume":"3","author":"Zhang","year":"2017","journal-title":"Ict Express"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Meunier, B., and Cosmas, J. (2018, January 6\u20138). 5G Internet of Radio Light Virtual Reality System. Proceedings of the IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB), Valencia, Spain.","DOI":"10.1109\/BMSB.2018.8436602"},{"key":"ref_36","unstructured":"(2021, September 05). Service Providers of 5G. Available online: https:\/\/technosports.co.in\/2020\/12\/20\/the-top-5-service-providers-of-5g-network-in-2020\/."},{"key":"ref_37","first-page":"76","article-title":"Session-dependent Usage Control for Big Data","volume":"10","author":"Baldi","year":"2020","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Pirinen, P. (2014, January 26\u201327). A brief overview of 5G research activities. Proceedings of the 1st International Conference on 5G for Ubiquitous Connectivity, Levi, Finland.","DOI":"10.4108\/icst.5gu.2014.258061"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"132","DOI":"10.1016\/j.icte.2016.01.003","article-title":"5G mobile technology: A survey","volume":"1","author":"Mitra","year":"2015","journal-title":"Ict Express"},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Dash, L., and Khuntia, M. (2020, January 13). Energy efficient techniques for 5G mobile networks in WSN: A Survey. Proceedings of the 2020 International Conference on Computer Science, Engineering and Applications (ICCSEA), Gunupur, India.","DOI":"10.1109\/ICCSEA49143.2020.9132941"},{"key":"ref_41","doi-asserted-by":"crossref","unstructured":"Milovanovic, D.A., and Bojkovic, Z.S. (2020). An Evolution of 5G Multimedia Communication: New Ecosystem. 5G Multimedia Communication, CRC Press.","DOI":"10.1201\/9781003096450-7"},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"113972","DOI":"10.1016\/j.apenergy.2019.113972","article-title":"5G network-based Internet of Things for demand response in smart grid: A survey on application potential","volume":"257","author":"Hui","year":"2020","journal-title":"Appl. Energy"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"91593","DOI":"10.1109\/ACCESS.2021.3091304","article-title":"Future smartphone: MIMO antenna system for 5G mobile terminals","volume":"9","author":"Abdullah","year":"2021","journal-title":"IEEE Access"},{"key":"ref_44","unstructured":"Larsson, E.G., and Van der Perre, L. (2017). Massive MIMO for 5G, IEEE."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s11432-015-5515-3","article-title":"Recent advances and future challenges for massive MIMO channel measurements and models","volume":"59","author":"Wang","year":"2016","journal-title":"Sci. China Inf. Sci."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"102442","DOI":"10.1016\/j.mechatronics.2020.102442","article-title":"MIMO multirate feedforward controller design with selection of input multiplicities and intersample behavior analysis","volume":"71","author":"Mae","year":"2020","journal-title":"Mechatronics"},{"key":"ref_47","doi-asserted-by":"crossref","unstructured":"Panzner, B., Zirwas, W., Dierks, S., Lauridsen, M., Mogensen, P., Pajukoski, K., and Miao, D. (2014, January 8\u201312). Deployment and implementation strategies for massive MIMO in 5G. Proceedings of the IEEE Globecom Workshops (GC Wkshps), Austin, TX, USA.","DOI":"10.1109\/GLOCOMW.2014.7063455"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"He, C., and Gitlin, R.D. (2016, January 11\u201313). System performance of cooperative massive MIMO downlink 5G cellular systems. Proceedings of the IEEE 17th Annual Wireless and Microwave Technology Conference (WAMICON), Clearwater, FL, USA.","DOI":"10.1109\/WAMICON.2016.7483862"},{"key":"ref_49","unstructured":"Sheikh, T.A., Bora, J., and Hussain, A. (2017, January 8\u20139). A survey of antenna and user scheduling techniques for massive MIMO-5G wireless system. Proceedings of the International Conference on Current Trends in Computer, Electrical, Electronics and Communication (CTCEEC), Mysore, India."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1109\/COMST.2015.2504379","article-title":"A comprehensive survey of pilot contamination in massive MIMO\u20145G system","volume":"18","author":"Elijah","year":"2015","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Zhou, Y., Li, D., Wang, H., Yang, A., and Guo, S. (2014, January 23\u201325). QoS-aware energy-efficient optimization for massive MIMO systems in 5G. Proceedings of the Sixth International Conference on Wireless Communications and Signal Processing (WCSP), Hefei, China.","DOI":"10.1109\/WCSP.2014.6992089"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Shental, O., Zaidel, B.M., and Shitz, S.S. (2017, January 25\u201330). Low-density code-domain NOMA: Better be regular. Proceedings of the 2017 IEEE International Symposium on Information Theory (ISIT), Aachen, Germany.","DOI":"10.1109\/ISIT.2017.8007005"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1109\/COMST.2016.2621116","article-title":"Power-domain non-orthogonal multiple access (NOMA) in 5G systems: Potentials and challenges","volume":"19","author":"Islam","year":"2016","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"18511","DOI":"10.1109\/ACCESS.2018.2817221","article-title":"Comprehensive study and comparison on 5G NOMA schemes","volume":"6","author":"Wu","year":"2018","journal-title":"IEEE Access"},{"key":"ref_55","doi-asserted-by":"crossref","unstructured":"Deka, K., and Sharma, S. (2020). Hybrid NOMA for Future Radio Access: Design, Potentials and Limitations. arXiv.","DOI":"10.1007\/s11277-021-09312-3"},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/CC.2015.7315054","article-title":"A survey: Several technologies of non-orthogonal transmission for 5G","volume":"12","author":"Tao","year":"2015","journal-title":"China Commun."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"2294","DOI":"10.1109\/COMST.2018.2835558","article-title":"A survey of non-orthogonal multiple access for 5G","volume":"20","author":"Dai","year":"2018","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Hong, T., Zheng, S., Liu, R., and Zhao, W. (2021). Design of mmWave Directional Antenna for Enhanced 5G Broadcasting Coverage. Sensors, 21.","DOI":"10.3390\/s21030746"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"101","DOI":"10.1109\/MCOM.2011.5783993","article-title":"An introduction to millimeter-wave mobile broadband systems","volume":"49","author":"Pi","year":"2011","journal-title":"IEEE Commun. Mag."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1109\/MCOM.2018.1700878","article-title":"5G millimeter-wave mobile broadband: Performance and challenges","volume":"56","author":"Busari","year":"2018","journal-title":"IEEE Commun. Mag."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"6250","DOI":"10.1109\/TAP.2017.2740963","article-title":"Millimeter-wave 5G antennas for smartphones: Overview and experimental demonstration","volume":"65","author":"Hong","year":"2017","journal-title":"IEEE Trans. Antennas Propag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1109\/MWC.2014.7000981","article-title":"Key elements to enable millimeter wave communications for 5G wireless systems","volume":"21","author":"Wei","year":"2014","journal-title":"IEEE Wirel. Commun."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"1645","DOI":"10.1007\/s11277-017-4647-8","article-title":"A survey of IoT key enabling and future technologies: 5G, mobile IoT, sematic web and applications","volume":"97","author":"Goudos","year":"2017","journal-title":"Wirel. Pers. Commun."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"e6047","DOI":"10.1002\/cpe.6047","article-title":"5G NB-IoT: Efficient network call admission control in cellular networks","volume":"33","author":"Slalmi","year":"2021","journal-title":"Concurr. Comput. Pract. Exp."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"3619","DOI":"10.1109\/ACCESS.2017.2779844","article-title":"A survey on 5G networks for the Internet of Things: Communication technologies and challenges","volume":"6","author":"Akpakwu","year":"2017","journal-title":"IEEE Access"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1109\/JSAC.2018.2815418","article-title":"Efficient and secure service-oriented authentication supporting network slicing for 5G-enabled IoT","volume":"36","author":"Ni","year":"2018","journal-title":"IEEE J. Sel. Areas Commun."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"23472","DOI":"10.1109\/ACCESS.2021.3051557","article-title":"Machine learning techniques for 5g and beyond","volume":"9","author":"Kaur","year":"2021","journal-title":"IEEE Access"},{"key":"ref_68","first-page":"42","article-title":"Improving traffic forecasting for 5G core network scalability: A Machine Learning approach","volume":"32","author":"Alawe","year":"2018","journal-title":"IEEE Wirel. Commun."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"190822","DOI":"10.1109\/ACCESS.2020.3031966","article-title":"Machine learning threatens 5G security","volume":"8","author":"Suomalainen","year":"2020","journal-title":"IEEE Access"},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"e3627","DOI":"10.1002\/ett.3627","article-title":"An optimal multitier resource allocation of cloud RAN in 5G using machine learning","volume":"30","author":"Bashir","year":"2020","journal-title":"Trans. Emerg. Telecommun. Technol."},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Balevi, E., and Gitlin, R.D. (2017, January 10\u201312). Unsupervised machine learning in 5G networks for low latency communications. Proceedings of the 2017 IEEE 36th International Performance Computing and Communications Conference (IPCCC), San Diego, CA, USA.","DOI":"10.1109\/PCCC.2017.8280492"},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"6792","DOI":"10.1109\/ACCESS.2020.2964697","article-title":"5G vehicular network resource management for improving radio access through machine learning","volume":"8","author":"Tayyaba","year":"2020","journal-title":"IEEE Access"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"2487","DOI":"10.1109\/TNET.2018.2869244","article-title":"An online context-aware machine learning algorithm for 5G mmWave vehicular communications","volume":"26","author":"Sim","year":"2018","journal-title":"IEEE\/ACM Trans. Netw."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1049\/iet-net.2017.0212","article-title":"Machine learning-based IDS for software-defined 5G network","volume":"7","author":"Li","year":"2018","journal-title":"IET Netw."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Kafle, V.P., Fukushima, Y., Martinez-Julia, P., and Miyazawa, T. (2018, January 26\u201328). Consideration on automation of 5G network slicing with machine learning. Proceedings of the 2018 ITU Kaleidoscope: Machine Learning for a 5G Future (ITU K), Santa Fe, Argentina.","DOI":"10.23919\/ITU-WT.2018.8597639"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"6039878","DOI":"10.1155\/2018\/6039878","article-title":"Physical-layer channel authentication for 5G via machine learning algorithm","volume":"2018","author":"Chen","year":"2018","journal-title":"Wirel. Commun. Mob. Comput."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1109\/JCN.2020.000019","article-title":"Intelligent network data analytics function in 5g cellular networks using machine learning","volume":"22","author":"Sevgican","year":"2020","journal-title":"J. Commun. Netw."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"103518","DOI":"10.1016\/j.csi.2021.103518","article-title":"Optimal 5G network slicing using machine learning and deep learning concepts","volume":"76","author":"Abidi","year":"2021","journal-title":"Comput. Stand. Interfaces"},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/MWC.001.1900054","article-title":"Machine Learning for Intelligent Authentication in 5G and Beyond Wireless Networks","volume":"26","author":"Fang","year":"2019","journal-title":"IEEE Wirel. Commun."},{"key":"ref_80","first-page":"758","article-title":"Energy efficiency optimization of 5G radio frequency chain systems","volume":"34","author":"Zi","year":"2016","journal-title":"IEEE Wirel. Commun."},{"key":"ref_81","doi-asserted-by":"crossref","unstructured":"P\u00e9rez-Romero, J., Sallent, O., Ferr\u00fas, R., and Agust\u00ed, R. (2016, January 20\u201323). Knowledge-based 5G radio access network planning and optimization. Proceedings of the IEEE International Conference on Communications Workshops (ICC), Poznan, Poland.","DOI":"10.1109\/ISWCS.2016.7600929"},{"key":"ref_82","doi-asserted-by":"crossref","unstructured":"L\u00e4hetkangas, E., Pajukoski, K., Vihri\u00e4l\u00e4, J., Berardinelli, G., Lauridsen, M., Tiirola, E., and Mogensen, P. (2014, January 10\u201314). Achieving low latency and energy consumption by 5G TDD mode optimization. Proceedings of the IEEE International Conference on Communications Workshops (ICC), Sydney, NSW, Australia.","DOI":"10.1109\/ICCW.2014.6881163"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1109\/TSUSC.2018.2838116","article-title":"Energy efficient backhauling for 5G small cell networks","volume":"4","author":"Mowla","year":"2018","journal-title":"IEEE Trans. Sustain. Comput."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Vook, F.W., Ghosh, A., and Thomas, T.A. (2014, January 1\u20136). MIMO and beamforming solutions for 5G technology. Proceedings of the IEEE MTT-S International Microwave Symposium (IMS2014), Tampa, FL, USA.","DOI":"10.1109\/MWSYM.2014.6848613"},{"key":"ref_85","doi-asserted-by":"crossref","unstructured":"Bhatt, C., Sihag, V., Choudhary, G., Astillo, P.V., and You, I. (February, January 31). A Multi-Controller Authentication approach for SDN. Proceedings of the 2021 International Conference on Electronics, Information, and Communication (ICEIC), Jeju, Korea.","DOI":"10.1109\/ICEIC51217.2021.9369825"},{"key":"ref_86","first-page":"49","article-title":"Micro-frontends: Application of microservices to web front-ends","volume":"10","author":"Pavlenko","year":"2020","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"ref_87","first-page":"2","article-title":"Efficient Distribution and Processing of Data for Parallelizing Data Mining in Mobile Clouds","volume":"11","author":"Kholod","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_88","first-page":"1","article-title":"5G core network security issues and attack classification from network protocol perspective","volume":"10","author":"Kim","year":"2020","journal-title":"J. Internet Serv. Inf. Secur."},{"key":"ref_89","first-page":"49","article-title":"Detection and Classification of Radio Frequency Jamming Attacks using Machine learning","volume":"11","author":"Kasturi","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"012052","DOI":"10.1088\/1742-6596\/1714\/1\/012052","article-title":"Prospects for Handling 5G Network Security: Challenges, Recommendations and Future Directions","volume":"1714","author":"Lal","year":"2021","journal-title":"J. Phys. Conf. Ser."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1109\/MCOMSTD.2018.1700063","article-title":"Overview of 5G security challenges and solutions","volume":"2","author":"Ahmad","year":"2018","journal-title":"IEEE Commun. Stand. Mag."},{"key":"ref_92","first-page":"3","article-title":"A Comprehensive Survey on Core Technologies and Services for 5G Security: Taxonomies, Issues, and Solutions","volume":"11","author":"Park","year":"2021","journal-title":"Hum.-Centric Comput. Inf. Sci."},{"key":"ref_93","unstructured":"Geller, M., and Nair, P. (2018). 5G security innovation with Cisco. Whitepaper Cisco Public, 1\u201329. Available online: https:\/\/infotech.report\/Resources\/Whitepapers\/eed3eb22-b342-443c-99c1-41a96eb43512_5g-security-innovation-with-cisco-wp.pdf."},{"key":"ref_94","unstructured":"Choudhary, G., Kim, J., and Sharma, V. (2019). Security of 5G-mobile backhaul networks: A survey. arXiv."},{"key":"ref_95","doi-asserted-by":"crossref","unstructured":"Choudhary, G., and Sharma, V. (2019). A Survey on the Security and the Evolution of Osmotic and Catalytic Computing for 5G Network, Springer.","DOI":"10.1007\/978-3-030-03508-2_3"},{"key":"ref_96","first-page":"87","article-title":"Securing Future Internet and 5G using Customer Edge Switching using DNSCrypt and DNSSEC","volume":"11","author":"Nowaczewski","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_97","first-page":"3","article-title":"Why would we get attacked? An analysis of attacker\u2019s aims behind DDoS attacks","volume":"11","author":"Abhishta","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_98","first-page":"16","article-title":"Location spoofing attack detection with pre-installed sensors in mobile devices","volume":"11","author":"Wong","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_99","first-page":"106","article-title":"Packet probing study to assess sustainability in available bandwidth measurements: Case of high-speed cellular networks","volume":"11","author":"Jasim","year":"2020","journal-title":"J. Wirel. Mob. Netw. Ubiquitous Comput. Dependable Appl."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"265","DOI":"10.1186\/s13638-019-1592-0","article-title":"5G wireless P2MP backhaul security protocol: An adaptive approach","volume":"2019","author":"Kim","year":"2019","journal-title":"EURASIP J. Wirel. Commun. Netw."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1109\/MWC.2014.6812298","article-title":"Emerging technologies and research challenges for 5G wireless networks","volume":"21","author":"Chin","year":"2014","journal-title":"IEEE Wirel. Commun."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"1437","DOI":"10.1109\/49.730452","article-title":"Transmit beamforming and power control for cellular wireless systems","volume":"16","author":"Liu","year":"1998","journal-title":"IEEE J. Sel. Areas Commun."}],"container-title":["Sensors"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/1\/26\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T07:51:01Z","timestamp":1760169061000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1424-8220\/22\/1\/26"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12,22]]},"references-count":102,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2022,1]]}},"alternative-id":["s22010026"],"URL":"https:\/\/doi.org\/10.3390\/s22010026","relation":{},"ISSN":["1424-8220"],"issn-type":[{"value":"1424-8220","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,12,22]]}}}