{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T10:12:33Z","timestamp":1775470353000,"version":"3.50.1"},"reference-count":136,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2023,10,9]],"date-time":"2023-10-09T00:00:00Z","timestamp":1696809600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Algorithms"],"abstract":"<jats:p>A well-functioning smart grid is an essential part of an efficient and uninterrupted power supply for the key enablers of smart cities. To effectively manage the operations of a smart grid, there is an essential requirement for a seamless wireless communication system that provides high data rates, reliability, flexibility, massive connectivity, low latency, security, and adaptability to changing needs. A contemporary review of the utilization of emerging 6G wireless communication for the major applications of smart grids, especially in terms of massive connectivity and monitoring, secured communication for operation and resource management, and time-critical operations, are presented in this paper. This article starts with the key enablers of the smart city, along with the necessity of the smart grid for the key enablers of it. The fundamentals of the smart city, smart grid, and 6G wireless communication are also introduced in this paper. Moreover, the motivations to integrate 6G wireless communication with the smart grid system are expressed in this article as well. The relevant literature overview, along with the novelty of this paper, is depicted to bridge the gap of the current research works. We describe the novel technologies of 6G wireless communication to effectively perform the considered smart grid applications. Novel technologies of 6G wireless communication have significantly improved the key performance indicators compared to the prior generation of the wireless communication system. A significant part of this article is the contemporary survey of the considered major applications of a smart grid that is served by 6G. In addition, the anticipated challenges and interesting future research pathways are also discussed explicitly in this article. This article serves as a valuable resource for understanding the potential of 6G wireless communication in advancing smart grid applications and addressing emerging challenges.<\/jats:p>","DOI":"10.3390\/a16100474","type":"journal-article","created":{"date-parts":[[2023,10,9]],"date-time":"2023-10-09T10:48:33Z","timestamp":1696848513000},"page":"474","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":27,"title":["Emerging 6G\/B6G Wireless Communication for the Power Infrastructure in Smart Cities: Innovations, Challenges, and Future Perspectives"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4093-6810","authenticated-orcid":false,"given":"Ahmed","family":"Al Amin","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Michigan-Dearborn, Dearborn, MI 48128, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5035-8260","authenticated-orcid":false,"given":"Junho","family":"Hong","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Michigan-Dearborn, Dearborn, MI 48128, USA"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-4565-4780","authenticated-orcid":false,"given":"Van-Hai","family":"Bui","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Michigan-Dearborn, Dearborn, MI 48128, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1482-3078","authenticated-orcid":false,"given":"Wencong","family":"Su","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, University of Michigan-Dearborn, Dearborn, MI 48128, USA"}]}],"member":"1968","published-online":{"date-parts":[[2023,10,9]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"720","DOI":"10.1049\/iet-com.2015.0746","article-title":"Beamforming Design for MISO Non-Orthogonal Multiple Access Systems","volume":"11","author":"Cui","year":"2016","journal-title":"IET Commun."},{"key":"ref_2","doi-asserted-by":"crossref","unstructured":"Shehab, M., Khattab, T., Kucukvar, M., and Trinchero, D. (2022, January 9\u201312). The Role of 5G\/6G Networks in Building Sustainable and Energy-Efficient Smart Cities. Proceedings of the 2022 IEEE 7th International Energy Conference (ENERGYCON), Riga, Latvia.","DOI":"10.1109\/ENERGYCON53164.2022.9830364"},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1109\/TSG.2012.2225851","article-title":"Smart Grid Communication: Its Challenges and Opportunities","volume":"4","author":"Ma","year":"2013","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"126877","DOI":"10.1016\/j.jclepro.2021.126877","article-title":"Smart Grid Architecture Model for Control, Optimization and Data Analytics of Future Power Networks with More Renewable Energy","volume":"301","author":"Panda","year":"2021","journal-title":"J. Clean. Prod."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1016\/j.comcom.2015.09.006","article-title":"A Survey on Wireless Sensor Networks for Smart Grid","volume":"71","author":"Fadel","year":"2015","journal-title":"Comput. Commun."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"810","DOI":"10.1109\/TSG.2022.3202608","article-title":"Mobility in the Smart Grid: Roaming Protocols for EV Charging","volume":"14","author":"Bekkers","year":"2023","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_7","unstructured":"(2023, October 03). NIST Framework 2.0. Roadmap for Smart Grid Interoperability Standards [online]; National Institute of Standards and Technology, Available online: https:\/\/www.nist.gov\/system\/files\/documents\/smartgrid\/NIST_Framework_Release_2-0_corr.pdf."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"836","DOI":"10.1109\/OJCOMS.2021.3071496","article-title":"Survey on 6G Frontiers: Trends, Applications, Requirements, Technologies and Future Research","volume":"2","author":"Alwis","year":"2021","journal-title":"IEEE Open J. Commun. Soc."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1109\/COMST.2023.3249835","article-title":"On the Road to 6G: Visions, Requirements, Key Technologies, and Testbeds","volume":"25","author":"Wang","year":"2023","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"957","DOI":"10.1109\/OJCOMS.2020.3010270","article-title":"6G Wireless Communication Systems: Applications, Requirements, Technologies, Challenges, and Research Directions","volume":"1","author":"Chowdhury","year":"2020","journal-title":"IEEE Open J. Commun. Soc."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"325","DOI":"10.23919\/IEN.2022.0043","article-title":"Resilient Power Grid for Smart City","volume":"1","author":"Song","year":"2022","journal-title":"iEnergy"},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1109\/MCE.2021.3055492","article-title":"Toward a Secure and Resilient All-Renewable Energy Grid for Smart Cities","volume":"11","author":"Konstantinou","year":"2022","journal-title":"IEEE Consum. Electron. Mag."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"613","DOI":"10.1109\/JPROC.2018.2812212","article-title":"Smart (Electricity) Grids for Smart Cities: Assessing Roles and Societal Impacts","volume":"106","author":"Masera","year":"2018","journal-title":"Proc. IEEE"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"166962","DOI":"10.1109\/ACCESS.2021.3136361","article-title":"5G-Enabled Education 4.0: Enabling Technologies, Challenges and Solutions","volume":"9","author":"Kizilkaya","year":"2021","journal-title":"IEEE Access"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"461","DOI":"10.1109\/TGCN.2020.2988270","article-title":"Modeling and Analysis of Energy Harvesting and Smart Grid-Powered Wireless Communication Networks: A Contemporary Survey","volume":"4","author":"Hu","year":"2020","journal-title":"IEEE Trans. Green Commun. Netw."},{"key":"ref_16","unstructured":"(2023, October 03). Smart Vehicles and 5G Mobile Transport-Use Case. Available online: https:\/\/www.ericsson.com\/en\/cases\/2016\/smart-vehicles-and-transport."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"64","DOI":"10.1109\/MCOM.2015.7355568","article-title":"Enhancements of V2X Communication in Support of Cooperative Autonomous Driving","volume":"53","author":"Hobert","year":"2015","journal-title":"IEEE Commun. Mag."},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Gupta, N., Juneja, P.K., Sharma, S., and Garg, U. (2021, January 6\u20138). Future Aspect of 5G-IoT Architecture in Smart Healthcare System. Proceedings of the 2021 5th International Conference on Intelligent Computing and Control Systems (ICICCS), Madurai, India.","DOI":"10.1109\/ICICCS51141.2021.9432082"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"107","DOI":"10.1109\/MCOM.101.2100119","article-title":"Advancements in Vehicular Communication Technologies: C-V2X and NR-V2X Comparison","volume":"59","author":"Saad","year":"2021","journal-title":"IEEE Commun. Mag."},{"key":"ref_20","doi-asserted-by":"crossref","unstructured":"Kaiser, M.S., Ray, K., Bandyopadhyay, A., Jacob, K., and Long, K.S. (2022). Proceedings of the Third International Conference on Trends in Computational and Cognitive Engineering: TCCE 2021, Parit Raja, Malaysia, 21\u201322 October 2022, Springer Nature.","DOI":"10.1007\/978-981-16-7597-3"},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/j.cities.2013.12.010","article-title":"Current Trends in Smart City Initiatives: Some Stylised Facts","volume":"38","author":"Neirotti","year":"2014","journal-title":"Cities"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1080\/02513625.2020.1794120","article-title":"Smart Cities after COVID-19: Ten Narratives","volume":"56","author":"Kunzmann","year":"2020","journal-title":"disP-Plan. Rev."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1007\/s13132-012-0089-4","article-title":"Smart City Reference Model: Assisting Planners to Conceptualize the Building of Smart City Innovation Ecosystems","volume":"4","author":"Zygiaris","year":"2013","journal-title":"J. Knowl. Econ."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"4794","DOI":"10.1109\/ACCESS.2022.3140595","article-title":"Integrating Artificial Intelligence Internet of Things and 5G for Next-Generation Smartgrid: A Survey of Trends Challenges and Prospect","volume":"10","author":"Esenogho","year":"2022","journal-title":"IEEE Access"},{"key":"ref_25","first-page":"101125","article-title":"Migrating from Traditional Grid to Smart Grid in Smart Cities Promoted in Developing Country","volume":"45","author":"Neffati","year":"2021","journal-title":"Sustain. Energy Technol. Assess."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"2589","DOI":"10.1016\/j.renene.2019.08.092","article-title":"A Survey on Smart Grid Technologies and Applications","volume":"146","author":"Dileep","year":"2020","journal-title":"Renew. Energy"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"77163","DOI":"10.1109\/ACCESS.2023.3296152","article-title":"Transmission Network Planning in Super Smart Grids: A Survey","volume":"11","author":"Adnan","year":"2023","journal-title":"IEEE Access"},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Embarak, O. (2022, January 25\u201326). An Adaptive Paradigm for Smart Education Systems in Smart Cities using the Internet of Behaviour (IoB) and Explainable Artificial Intelligence (XAI). Proceedings of the 2022 8th International Conference on Information Technology Trends (ITT), Dubai, United Arab Emirates.","DOI":"10.1109\/ITT56123.2022.9863950"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1186\/s41239-021-00254-1","article-title":"Shaping the Future Learning Environments with Smart Elements: Challenges and Opportunities","volume":"18","author":"Cheung","year":"2021","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Burlacu, M., Boboc, R.G., and Butil\u0103, E.V. (2022). Smart Cities and Transportation: Reviewing the Scientific Character of the Theories. Sustainability, 14.","DOI":"10.3390\/su14138109"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"100083","DOI":"10.1016\/j.treng.2021.100083","article-title":"AI Enabled Applications Towards Intelligent Transportation","volume":"5","author":"Iyer","year":"2021","journal-title":"Transp. Eng."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"516","DOI":"10.1016\/j.procs.2019.12.214","article-title":"Smart Cities and Public Health: A Systematic Review","volume":"164","author":"Rocha","year":"2019","journal-title":"Procedia Comput. Sci."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"744","DOI":"10.3390\/smartcities6020036","article-title":"Involvement of Local Authorities in the Protection of Residents\u2019 Health in the Light of the Smart City Concept on the Example of Polish Cities","volume":"6","year":"2023","journal-title":"Smart Cities"},{"key":"ref_34","unstructured":"Ruiz-Vanoye, J.A., Barrera-C\u00e1mara, R.A., D\u00edaz-Parra, O., Ramos-Fern\u00e1ndez, J.C., Fuentes-Penna, A., Ochoa-Zezzatti, A., Hern\u00e1ndez-Aguilar, J.A., and Campero-Jurado, I. (2022). AI, Edge and IoT-Based Smart Agriculture, Academic Press."},{"key":"ref_35","unstructured":"Vermesan, O., and Friess, P. (2022). Digitising the Industry Internet of Things Connecting the Physical, Digital and Virtual Worlds, CRC Press."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1016\/j.agsy.2017.01.023","article-title":"Big Data in Smart Farming\u2014A Review","volume":"153","author":"Wolfert","year":"2017","journal-title":"Agric. Syst."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"100009","DOI":"10.1016\/j.array.2019.100009","article-title":"The Digitisation of Agriculture: A Survey of Research Activities on Smart Farming","volume":"3","author":"Bacco","year":"2019","journal-title":"Array"},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1016\/j.techfore.2018.10.026","article-title":"Enhancing Social Networking in Smart Cities: Privacy and Security Borderlines","volume":"142","author":"Moustaka","year":"2019","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1109\/MTS.2014.2301854","article-title":"Smart Cities and Their Smart Decisions: Ethical Considerations","volume":"33","author":"Bianchini","year":"2014","journal-title":"IEEE Technol. Soc. Mag."},{"key":"ref_40","doi-asserted-by":"crossref","unstructured":"Efstathiades, H., Antoniades, D., Pallis, G., and Dikaiakos, M.-D. (2015, January 25\u201328). Identification of Key Locations Based on Online Social Network Activity. Proceedings of the IEEE\/ACM International Conference on Advances in Social Networks Analysis and Mining, Paris, France.","DOI":"10.1145\/2808797.2808877"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"57","DOI":"10.3233\/AIC-150683","article-title":"Social Media Enabled Human Sensing for Smart Cities","volume":"29","author":"Doran","year":"2016","journal-title":"AI Commun."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"107476","DOI":"10.1016\/j.ijpe.2019.08.011","article-title":"The Smart Factory as a Key Construct of Industry 4.0: A Systematic Literature Review","volume":"221","author":"Osterrieder","year":"2020","journal-title":"Int. J. Prod. Econ."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1007\/s12599-014-0334-4","article-title":"Industry 4.0","volume":"6","author":"Lasi","year":"2014","journal-title":"Bus. Inf. Syst. Eng."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"697","DOI":"10.1016\/j.scs.2018.01.053","article-title":"Towards Sustainable Smart Cities: A Review of Trends, Architectures, Components, and Open Challenges in Smart Cities","volume":"38","author":"Silva","year":"2018","journal-title":"Sustain. Cities Soc."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1","DOI":"10.17763\/0017-8055.86.1.1","article-title":"The Visible Hand: Markets, Politics, and Regulation in Post-Katrina New Orleans","volume":"86","author":"Jabbar","year":"2016","journal-title":"Harv. Educ. Rev."},{"key":"ref_46","unstructured":"Salleh, M.S.M., Fahmy-Abdullah, M., Sufahani, S.F., and Bin Ali, M.K. (2022). Proceedings of the Third International Conference on Trends in Computational and Cognitive Engineering, Parit Raja, Malaysia, 21\u201322 October 2022, Springer. Lecture Notes in Networks and Systems."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/j.trpro.2017.05.084","article-title":"Smart Mobility and Smart Environment in the Spanish Cities","volume":"24","author":"Alonso","year":"2017","journal-title":"Transp. Res. Procedia"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"234","DOI":"10.1108\/BL-07-2018-0033","article-title":"Information Management in the Smart City","volume":"31","author":"Stone","year":"2018","journal-title":"Bottom Line"},{"key":"ref_49","first-page":"65","article-title":"Water Pollution: Sources, Effects, Control and Management","volume":"4","author":"Owa","year":"2013","journal-title":"Mediterr. J. Soc. Sci."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"2595","DOI":"10.1007\/s11276-021-02579-1","article-title":"Smart Grid Cyber-Physical Systems: Communication Technologies, Standards and Challenges","volume":"27","author":"Jha","year":"2021","journal-title":"Wirel. Netw."},{"key":"ref_51","unstructured":"(2023, July 03). Available online: https:\/\/www.youtube.com\/watch?v=X2i7EBRmkaY."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1109\/MCOMSTD.0001.2000080","article-title":"Accelerating Power Grid Monitoring with Flying Robots and Artificial Intelligence","volume":"5","author":"Chehri","year":"2021","journal-title":"IEEE Commun. Stand. Mag."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"88719","DOI":"10.1109\/ACCESS.2022.3201351","article-title":"Design of a Wireless Drone Recharging Station and a Special Robot End Effector for Installation on a Power Line","volume":"10","author":"Stuhne","year":"2022","journal-title":"IEEE Access"},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"944","DOI":"10.1109\/SURV.2011.101911.00087","article-title":"Smart grid\u2014The new and improved power grid: A survey","volume":"14","author":"Fang","year":"2012","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_55","unstructured":"Von Dollen, D. (2023, October 03). Report to NIST on the Smart Grid Interoperability Standards Roadmap. Electric Power Research Institute (EPRI) and National Institute of Standards and Technology, Available online: https:\/\/www.energy.gov\/sites\/prod\/files\/oeprod\/DocumentsandMedia\/Report_to_NIST_August10_2.pdf."},{"key":"ref_56","doi-asserted-by":"crossref","unstructured":"Alharthi, S., Johnson, P., Alharthi, M., and Jose, C. (24, January 21\u201324). IoT\/CPS Ecosystem for Efficient Electricity Consumption: Invited Paper. Proceedings of the 2019 Tenth International Green and Sustainable Computing Conference (IGSC), Alexandria, VA, USA.","DOI":"10.1109\/IGSC48788.2019.8957164"},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Paul, S., Rabbani, M.S., Kundu, R.K., and Zaman, S.M.R. (2014, January 16\u201317). A review of smart technology (Smart Grid) and its features. Proceedings of the 2014 1st International Conference on Non Conventional Energy (ICONCE 2014), Kalyani, India.","DOI":"10.1109\/ICONCE.2014.6808719"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1127","DOI":"10.1007\/s11265-023-01842-2","article-title":"A Cyber-Physical System for Integrated Remote Control and Protection of Smart grid Critical Infrastructures","volume":"95","author":"Isern","year":"2023","journal-title":"J. Sign Process. Syst."},{"key":"ref_59","unstructured":"(2023, October 03). IMT traffic estimates for the years 2020 to 2030, Jul. Available online: https:\/\/www.itu.int\/pub\/R-REP-M.2370-2015."},{"key":"ref_60","doi-asserted-by":"crossref","unstructured":"Sharma, P., Liu, H., Wang, H., and Zhang, S. (2017, January 25\u201326). Securing wireless communications of connected vehicles with artificial intelligence. Proceedings of the 2017 IEEE International Symposium on Technologies for Homeland Security, Waltham, MA, USA.","DOI":"10.1109\/THS.2017.7943477"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"46317","DOI":"10.1109\/ACCESS.2019.2909490","article-title":"Quantum machine learning for 6G communication networks: State-of-the-art and vision for the future","volume":"7","author":"Nawaz","year":"2019","journal-title":"IEEE Access"},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"5468","DOI":"10.1109\/JIOT.2020.3042090","article-title":"Vulnerability Assessment of 6G-Enabled Smart Grid Cyber\u2013Physical Systems","volume":"8","author":"Tariq","year":"2021","journal-title":"IEEE Internet Things J."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1016\/j.icte.2022.05.005","article-title":"A vision on the artificial intelligence for 6G communication","volume":"9","author":"Ahammed","year":"2023","journal-title":"ICT Express"},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"210","DOI":"10.1109\/COMST.2021.3130901","article-title":"Artificial-intelligence-enabled intelligent 6G networks","volume":"24","author":"Mao","year":"2021","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Bertin, E., Crespi, N., and Magedanz, T. (2021). Shaping Future 6G Networks, Wiley.","DOI":"10.1002\/9781119765554"},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"117","DOI":"10.23919\/JCC.2021.11.009","article-title":"IoT-Fog architectures in smart city applications: A survey","volume":"18","author":"Hajam","year":"2021","journal-title":"China Commun."},{"key":"ref_67","doi-asserted-by":"crossref","unstructured":"Joudaki, M., Zadeh, P.T., Olfati, H.R., and Deris, S. (2020, January 30\u201331). A Survey on Deep Learning Methods for Security and Privacy in Smart Grid. Proceedings of the 2020 15th International Conference on Protection and Automation of Power Systems (IPAPS), Shiraz, Iran.","DOI":"10.1109\/IPAPS52181.2020.9375569"},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Gajanan, L.S., Kirar, M., and Raju, M. (2022, January 25\u201327). Cyber-Attacks on Smart Grid System: A Review. Proceedings of the 2022 IEEE 10th Power India International Conference (PIICON), New Delhi, India.","DOI":"10.1109\/PIICON56320.2022.10045208"},{"key":"ref_69","unstructured":"Ho, T.M., Tran, T.D., Nguyen, T.T., Kazmi, S., Le, L.B., Hong, C.S., and Hanzo, L. (2019). Next-generation wireless solutions for the smart factory, smart vehicles, the smart grid and smart cities. arXiv."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Khare, U., Malviya, A., Gawre, S.K., and Arya, A. (2023, January 18\u201319). Cyber Physical Security of a Smart Grid: A Review. Proceedings of the 2023 IEEE International Students\u2019 Conference on Electrical, Electronics and Computer Science (SCEECS), Bhopal, India.","DOI":"10.1109\/SCEECS57921.2023.10062966"},{"key":"ref_71","doi-asserted-by":"crossref","unstructured":"Zhao, Y., Zhai, W., Zhao, J., Zhang, T., Sun, S., Niyato, D., and Lam, K.Y. (2020). A comprehensive survey of 6G wireless communications. arXiv.","DOI":"10.1007\/978-3-030-73100-7_12"},{"key":"ref_72","doi-asserted-by":"crossref","unstructured":"Wu, Y. (2021). 6G Mobile Wireless Networks, Springer.","DOI":"10.1007\/978-3-030-72777-2"},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"134","DOI":"10.1109\/MNET.001.1900287","article-title":"A vision of 6G wireless systems: Applications, trends, technologies, and open research problems","volume":"34","author":"Saad","year":"2020","journal-title":"IEEE Netw."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Tariq, F., Khandaker, M., Wong, K.K., Imran, M., Bennis, M., and Debbah, M. (2019). A speculative study on 6G. arXiv.","DOI":"10.1109\/MWC.001.1900488"},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Nayak, S., and Patgiri, R. (2021). Health Informatics: A Computational Perspective in Healthcare, Springer.","DOI":"10.1007\/978-981-15-9735-0"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"248","DOI":"10.1016\/j.comcom.2020.07.020","article-title":"Blockchain based integrated security measure for reliable service delegation in 6G communication environment","volume":"161","author":"Manogaran","year":"2020","journal-title":"Comput. Commun."},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Hewa, T., Gur, G., Kalla, A., Ylianttila, M., Bracken, A., and Liyanage, M. (2020, January 17\u201320). The role of blockchain in 6G: Challenges opportunities and research directions. Proceedings of the 2nd 6G Wireless Summit (6G SUMMIT), Porto, Portugal.","DOI":"10.1109\/6GSUMMIT49458.2020.9083784"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1109\/MITP.2019.2963491","article-title":"Toward the 6G network era: Opportunities and challenges","volume":"22","author":"Tomkos","year":"2020","journal-title":"IT Prof."},{"key":"ref_79","first-page":"1","article-title":"Antenna selection and power allocation design for 5G massive MIMO uplink networks","volume":"16","author":"Gao","year":"2019","journal-title":"China Commun."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"616","DOI":"10.1109\/LWC.2018.2890470","article-title":"Modified conjugate beam-forming for cell-free massive MIMO","volume":"8","author":"Attarifar","year":"2019","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1109\/TWC.2020.3030772","article-title":"Energy-Efficiency Maximization of Hybrid Massive MIMO Precoding with Random-Resolution DACs via RF Selection","volume":"20","author":"Vlachos","year":"2021","journal-title":"IEEE Trans. Wirel. Commun."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"103413","DOI":"10.1016\/j.jnca.2022.103413","article-title":"NOMA and future 5G & B5G wireless networks: A paradigm","volume":"204","author":"Ghafoor","year":"2022","journal-title":"J. Netw. Comput. Appl."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"1481","DOI":"10.1109\/LWC.2020.2994355","article-title":"Channel Capacity Analysis of Non-Orthogonal Multiple Access with OAM-MIMO System","volume":"9","author":"Amin","year":"2020","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"924","DOI":"10.1109\/LWC.2021.3049496","article-title":"Capacity Enhancement of NOMA-MIMO with OAM-IM","volume":"10","author":"Shin","year":"2021","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"1395","DOI":"10.1109\/LWC.2021.3068654","article-title":"Capacity Analysis of Cooperative NOMA-OAM-MIMO Based Full-Duplex Relaying for 6G","volume":"10","author":"Shin","year":"2021","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_86","doi-asserted-by":"crossref","unstructured":"Al Amin, A., and Shin, S.Y. (2019, January 7\u20139). Investigate the Dominating Factor of Hybrid SWIPT Protocol by Performance Analysis of the Far User of Hybrid SWIPT based CNOMA Downlink Transmission. Proceedings of the 2019 International Conference on Electrical, Computer and Communication Engineering (ECCE), Cox\u2019sBazar, Bangladesh.","DOI":"10.1109\/ECACE.2019.8679127"},{"key":"ref_87","doi-asserted-by":"crossref","unstructured":"Al Amin, A., and Shin, S.Y. (2020). Performance analysis of cooperative nonorthogonal multiple access with improved time switching simultaneous wireless information and power transfer protocol. Trans. Emerg. Telecommun. Technol., 31.","DOI":"10.1002\/ett.4077"},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Al Amin, A., and Shin, S.Y. (2023). Performance evaluation of cooperative-nonorthogonal multiple access-based improved hybrid simultaneous wireless information and power transfer protocol. Trans. Emerg. Telecommun. Technol., 34.","DOI":"10.1002\/ett.4662"},{"key":"ref_89","doi-asserted-by":"crossref","unstructured":"Kader, M.F., Uddin, M.B., Islam, A., and Shin, S.Y. (2019). Cooperative non-orthogonal multiple access with SWIPT over Nakagami-m fading channels. Trans. Emerg. Telecommun. Technol., 30.","DOI":"10.1002\/ett.3571"},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"100914","DOI":"10.1016\/j.phycom.2019.100914","article-title":"Exploiting NOMA in D2D assisted full-duplex cooperative relaying","volume":"38","author":"Uddin","year":"2020","journal-title":"Phys. Commun."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"101335","DOI":"10.1016\/j.phycom.2021.101335","article-title":"Full\/half duplex cooperative relaying NOMA network under power splitting based SWIPT: Performance analysis and optimization","volume":"46","author":"Aswathi","year":"2021","journal-title":"Phys. Commun."},{"key":"ref_92","doi-asserted-by":"crossref","unstructured":"Adila, A.S., Husam, A., and Husi, G. (2018, January 16\u201318). Towards the self-powered Internet of Things (IoT) by energy harvesting: Trends and technologies for green IoT. Proceedings of the 2018 2nd International Symposium on Small-scale Intelligent Manufacturing Systems (SIMS), Cavan, Ireland.","DOI":"10.1109\/SIMS.2018.8355305"},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"474","DOI":"10.1016\/j.aeue.2017.09.012","article-title":"Toward green 5G heterogeneous small-cell networks: Power optimization using load balancing technique","volume":"82","author":"Hawasli","year":"2017","journal-title":"AEU-Int. J. Electron. Commun."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1109\/MVT.2019.2938328","article-title":"Artificial Intelligence-Based Resource Allocation in Ultradense Networks: Applying Event-Triggered Q-Learning Algorithms","volume":"14","author":"Zhang","year":"2019","journal-title":"IEEE Veh. Technol. Mag."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1109\/MCOM.001.2000407","article-title":"Reconfigurable Intelligent Surfaces: Three Myths and Two Critical Questions","volume":"58","author":"Larsson","year":"2020","journal-title":"IEEE Commun. Mag."},{"key":"ref_96","doi-asserted-by":"crossref","first-page":"100438","DOI":"10.1109\/ACCESS.2022.3207495","article-title":"Capacity improvement for intelligent reflecting surface-assisted wireless systems with a small portion of active elements","volume":"10","author":"Chen","year":"2022","journal-title":"IEEE Access"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1109\/LWC.2019.2943466","article-title":"Beamforming Design for Large-Scale Antenna Arrays Using Deep Learning","volume":"9","author":"Lin","year":"2020","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"281","DOI":"10.1016\/j.dcan.2020.07.003","article-title":"Security and Privacy in 6G Networks: New Areas and New Challenges","volume":"6","author":"Wang","year":"2020","journal-title":"Digit. Commun. Netw."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"972","DOI":"10.1109\/LWC.2022.3151873","article-title":"FBI: A Federated Learning-Based Blockchain-Embedded Data Accumulation Scheme Using Drones for Internet of Things","volume":"11","author":"Islam","year":"2022","journal-title":"IEEE Wirel. Commun. Lett."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"2384","DOI":"10.1109\/COMST.2021.3108618","article-title":"Security and privacy for 6G: A survey on prospective technologies and challenges","volume":"23","author":"Nguyen","year":"2021","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1016\/j.icte.2017.08.002","article-title":"An overview of device-to-device communication in cellular networks","volume":"4","author":"Kar","year":"2018","journal-title":"ICT Express"},{"key":"ref_102","doi-asserted-by":"crossref","unstructured":"Abrahamsen, F.E., Ai, Y., and Cheffena, M. (2021). Communication technologies for smart grid: A comprehensive survey. Sensors, 21.","DOI":"10.3390\/s21238087"},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"121168","DOI":"10.1016\/j.apenergy.2023.121168","article-title":"Damping technique empowered robust energy flow calculation for integrated energy systems","volume":"343","author":"Huang","year":"2023","journal-title":"Appl. Energy"},{"key":"ref_104","doi-asserted-by":"crossref","unstructured":"Jayachandran, M., and Kalaiarasy, C. Power-domain NOMA for massive connectivity in smart grid communication networks. Proceedings of the International Conference on Power Electronics and Renewable Energy Systems: ICPERES 2021, Chennai, India, 25\u201325 March 2021.","DOI":"10.1007\/978-981-16-4943-1_19"},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"6010","DOI":"10.1109\/TVT.2015.2480766","article-title":"Impact of user pairing on 5G nonorthogonal multiple-access downlink transmissions","volume":"65","author":"Ding","year":"2016","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_106","unstructured":"Bhatia, V., Swami, P., Sharma, S., and Mitra, R. (2019). Non-orthogonal multiple access as an enabler for massive connectivity for 5G and beyond networks. arXiv."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1109\/MCOM.2018.1700497","article-title":"User Association and Resource Allocation in Unified NOMA Enabled Heterogeneous Ultra Dense Networks","volume":"56","author":"Qin","year":"2018","journal-title":"IEEE Commun. Mag."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"948","DOI":"10.1109\/JSYST.2016.2556420","article-title":"Cost-efficient low latency communication infrastructure for synchrophasor applications in smart grids","volume":"12","author":"Yang","year":"2016","journal-title":"IEEE Syst. J."},{"key":"ref_109","doi-asserted-by":"crossref","unstructured":"Katsaros, K.V., Yang, B., Chai, W.K., and Pavlou, G. (2014, January 3\u20136). Low latency communication infrastructure for synchrophasor applications in distribution networks. Proceedings of the 2014 IEEE International Conference on Smart Grid Communications (SmartGridComm), Venice, Italy.","DOI":"10.1109\/SmartGridComm.2014.7007678"},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"199","DOI":"10.1109\/JIOT.2021.3079916","article-title":"Consumer commercial and industrial iot (in) security: Attack taxonomy and case studies","volume":"9","author":"Xenofontos","year":"2021","journal-title":"IEEE Internet Things J."},{"key":"ref_111","doi-asserted-by":"crossref","unstructured":"Hossain, M.T., Islam, S., Badsha, S., and Shen, H. (2021). Desmp: Differential privacy-exploited stealthy model poisoning attacks in federated learning. arXiv.","DOI":"10.1109\/MSN53354.2021.00038"},{"key":"ref_112","doi-asserted-by":"crossref","unstructured":"Hossain, M.T., Badsha, S., and Shen, H. (2021). Privacy security and utility analysis of differentially private cpes data. arXiv.","DOI":"10.1109\/CNS53000.2021.9705022"},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"5815","DOI":"10.1109\/TII.2021.3132131","article-title":"Detection of malicious attacks in autonomous cyber-physical inverter-based microgrids","volume":"18","author":"Zografopoulos","year":"2021","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"109675","DOI":"10.1016\/j.enbuild.2019.109675","article-title":"Study on deep reinforcement learning techniques for building energy consumption forecasting","volume":"208","author":"Liu","year":"2020","journal-title":"Energy Build."},{"key":"ref_115","doi-asserted-by":"crossref","unstructured":"Islam, S., Zografopoulos, I., Hossain, M.T., Badsha, S., and Konstantinou, C. (2023, January 16\u201319). A Resource Allocation Scheme for Energy Demand Management in 6G-enabled Smart Grid. Proceedings of the 2023 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), Washington, DC, USA.","DOI":"10.1109\/ISGT51731.2023.10066396"},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1109\/LCOMM.2021.3121071","article-title":"Wireless Federated Learning (WFL) for 6G Networks Part I: Research Challenges and Future Trends","volume":"26","author":"Bouzinis","year":"2022","journal-title":"IEEE Commun. Lett."},{"key":"ref_117","doi-asserted-by":"crossref","first-page":"1333","DOI":"10.1109\/TII.2021.3095506","article-title":"Secure and Efficient Federated Learning for Smart Grid with Edge-Cloud Collaboration","volume":"18","author":"Su","year":"2022","journal-title":"IEEE Trans. Ind. Inform."},{"key":"ref_118","doi-asserted-by":"crossref","first-page":"107367","DOI":"10.1016\/j.epsr.2021.107367","article-title":"Smart grid evolution and mobile communications\u2014Scenarios on the Finnish power grid","volume":"199","author":"Borenius","year":"2021","journal-title":"Electr. Power Syst. Res."},{"key":"ref_119","doi-asserted-by":"crossref","unstructured":"Albogamy, F.R., Khan, S.A., Hafeez, G., Murawwat, S., Khan, S., Haider, S.I., Basit, A., and Thoben, K.-D. (2022). Real-Time Energy Management and Load Scheduling with Renewable Energy Integration in Smart Grid. Sustainability, 14.","DOI":"10.3390\/su14031792"},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"5203","DOI":"10.1109\/TSG.2020.3007063","article-title":"PMU-Based Distributed Non-Iterative Algorithm for Real-Time Voltage Stability Monitoring","volume":"11","author":"Guddanti","year":"2020","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_121","unstructured":"(2023, October 03). US-Canada Power System Outage Task Force. Final Report on the August 14 2003 Blackout in the United States and Canada, Available online: https:\/\/cybercemetery.unt.edu\/archive\/energyreport\/20090701154100\/https:\/\/reports.energy.gov\/."},{"key":"ref_122","doi-asserted-by":"crossref","first-page":"555","DOI":"10.1109\/TSG.2019.2925405","article-title":"A Learning-to-Infer Method for Real-Time Power Grid Multi-Line Outage Identification","volume":"11","author":"Zhao","year":"2020","journal-title":"IEEE Trans. Smart Grid"},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"106599","DOI":"10.1016\/j.ijepes.2020.106599","article-title":"An island detection approach by \u03bc-PMU with reduced chances of cyber attack","volume":"126","author":"Shukla","year":"2021","journal-title":"Int. J. Electr. Power Energy Syst."},{"key":"ref_124","doi-asserted-by":"crossref","first-page":"1957","DOI":"10.1109\/COMST.2022.3205505","article-title":"Terahertz Channel Propagation Phenomena, Measurement Techniques and Modeling for 6G Wireless Communication Applications: A Survey, Open Challenges and Future Research Directions","volume":"24","author":"Serghiou","year":"2022","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_125","doi-asserted-by":"crossref","unstructured":"Kokkoniemi, J., Rintanen, P., Lehtomaki, J., and Juntti, M. (2016, January 4\u20138). Diffraction effects in terahertz band\u2014Measurements and analysis. Proceedings of the IEEE Global Communications Conference (GLOBECOM), Washington, DC, USA.","DOI":"10.1109\/GLOCOM.2016.7841734"},{"key":"ref_126","doi-asserted-by":"crossref","first-page":"11727","DOI":"10.1109\/ACCESS.2017.2711784","article-title":"Green Communication in Next Generation Cellular Networks: A Survey","volume":"5","author":"Gandotra","year":"2017","journal-title":"IEEE Access"},{"key":"ref_127","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1515\/eletel-2017-0025","article-title":"Base station energy efficiency improvement for next generation mobile networks","volume":"63","author":"Mwashita","year":"2017","journal-title":"Int. J. Electron. Telecommun."},{"key":"ref_128","first-page":"1308","article-title":"Energy efficiency techniques in ultra-dense wireless heterogeneous networks: An overview and outlook","volume":"23","author":"Alamu","year":"2020","journal-title":"Eng. Sci. Technol. Int. J."},{"key":"ref_129","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1109\/MWC.009.00366","article-title":"Toward Zero-Touch Management and Orchestration of Massive Deployment of Network Slices in 6G","volume":"29","author":"Chergui","year":"2022","journal-title":"IEEE Wirel. Commun."},{"key":"ref_130","doi-asserted-by":"crossref","first-page":"6592","DOI":"10.1109\/TVT.2020.2984624","article-title":"Beyond D2D: Full Dimension UAV-to-Everything Communications in 6G","volume":"69","author":"Zhang","year":"2020","journal-title":"IEEE Trans. Veh. Technol."},{"key":"ref_131","unstructured":"Lombardi, R. (2019, January 29). Wireless backhaul for IMT 2020\/5G: Overview and introduction. Proceedings of the Workshop on Evolution of Fixed Service in Backhaul Support of IMT 2020\/5G, Geneva, Switzerland."},{"key":"ref_132","doi-asserted-by":"crossref","unstructured":"Lee, S.-H., Al Amin, A., and Shin, S.-Y. (2021). Orbital Angular Momentum-Based Multiple-Input-Multiple-Output with Receive Antenna Shift Keying for 6G. Electronics, 10.","DOI":"10.3390\/electronics10131567"},{"key":"ref_133","doi-asserted-by":"crossref","unstructured":"Shaddad, R.Q., Saif, E.M., Saif, H.M., Mohammed, Z.Y., and Farhan, A.H. (2021, January 10\u201312). Channel Estimation for Intelligent Reflecting Surface in 6G Wireless Network via Deep Learning Technique. Proceedings of the 2021 1st International Conference on Emerging Smart Technologies and Applications (eSmarTA), Sana\u2019a, Yemen.","DOI":"10.1109\/eSmarTA52612.2021.9515730"},{"key":"ref_134","doi-asserted-by":"crossref","first-page":"1901","DOI":"10.1109\/OJCOMS.2021.3103735","article-title":"Physical-Layer Security in 6G Networks","volume":"2","author":"Mucchi","year":"2021","journal-title":"IEEE Open J. Commun. Soc."},{"key":"ref_135","doi-asserted-by":"crossref","first-page":"3682","DOI":"10.1109\/COMST.2019.2916180","article-title":"Security for 5G and Beyond","volume":"21","author":"Ahmad","year":"2019","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_136","doi-asserted-by":"crossref","unstructured":"Mohsan, S.A.H., Li, Y., Shvetsov, A.V., Varela-Ald\u00e1s, J., Mostafa, S.M., and Elfikky, A. (2023). A Survey of Deep Learning Based NOMA: State of the Art, Key Aspects, Open Challenges and Future Trends. Sensors, 23.","DOI":"10.3390\/s23062946"}],"container-title":["Algorithms"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/1999-4893\/16\/10\/474\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T21:03:41Z","timestamp":1760130221000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/1999-4893\/16\/10\/474"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,9]]},"references-count":136,"journal-issue":{"issue":"10","published-online":{"date-parts":[[2023,10]]}},"alternative-id":["a16100474"],"URL":"https:\/\/doi.org\/10.3390\/a16100474","relation":{},"ISSN":["1999-4893"],"issn-type":[{"value":"1999-4893","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,9]]}}}