Generic placeholder image

Current Chinese Engineering Science

Editor-in-Chief

ISSN (Print): 2665-9980
ISSN (Online): 2665-9999

Review Article

Challenges, Trends and Solutions for Communication Networks and Cyber-Security in Smart Grid

Author(s): Qutaiba I. Ali* and Firas S. Alsharbaty

Volume 2, Issue 1, 2022

Published on: 06 June, 2022

Article ID: e140122200238 Pages: 22

DOI: 10.2174/2665998002666220114145027

Price: $65

Abstract

The Power grid is one of the most important manifestations of modern civilization. It is a structure having three main functions: generation, transmission lines, or distribution. This concept was appropriate for a century. However, the beginning of the twenty-first century brought dramatic changes to different domains: media, human growth, economic, environmental, political, technical, etc. Smart grid is a sophisticated structure, including cyber and physical bodies; hence it reinforces sustainability, energy management, capabilty of integration with microgrids, and exploiting the renewable energy resources. The quantum leap of a smart grid is related to the advanced communication networks that deal with the cyber part. Moreover, the communication networks of smart grid offer attractive capabilities such as monitoring, control, and protection at the level of real time. The wireless communication techniques in the integration frame are promised solutions to compensate the requirements of a smart grid designing such as wireless local area networks, worldwide interoperability for microwave access, long-term evolution, and narrowband-internet of things. These technologies could provide high capacity, flexibility, low-cost maintenance of the smart grid. However, the multi-interfaces in the smart grid may be exploited by persons or agencies to implement different types of cyberattacks that may lead to dangerous damage. This research paper reviews the upto- date researches in the field of smart grid to handle the new trends and topics in one frame in order to offer an integration vision in this vital section. It concentrates on the section of communication networks, the mainstay of the smart grid. This paper discusses challenges and requirements of adopting wireless communication technologies and delves deeply into literature review to devise and suggest solutions to compensate the impairments efficiently. Moreover, it explores the cyber security which representing the real defiant to implement the concept of smart grid safely.

Keywords: Applications, cyberattacks, LTE, smart grid, WiMAX, wireless networks trends.

[1]
H. Ritchie, and M. Roser, Energy, 2020. Available from: https://ourworldindata.org/energy'
[2]
IEA, World electricity final consumption by sector, 1974-2018, IEA, Paris, 2018. Available from: https://www.iea.org/data-and-statistics/charts/world-electricity-final-consumption-by-sector-1974-2018
[3]
Office of the General Counsel, Communications Requirements of Smart Grid Technologies., 2020. Available from: https://www.energy.gov/gc/downloads/communications-requirements-smart-grid-technologies
[4]
K.C. Budka, J.G. Deshpande, and M. Thottan, Communication Networks for Smart Grids: Making Smart Grid Real., Springer-Verlag: London, 2014.
[http://dx.doi.org/10.1007/978-1-4471-6302-2]
[5]
T. Sato, D.M. Kammen, B. Duan, M. Macuha, Z. Zhou, J. Wu, M. Tariq, and S.A. Asfaw, Smart Grid Standards: Specifications, Requirements, and Technologies., Wiley, 2015.
[http://dx.doi.org/10.1002/9781118653722]
[6]
S.F. Bush, S. Goel, and G. Simard, "IEEE Vision for Smart Grid Communications: 2030 and Beyond Roadmap", IEEE, pp. 1-19, 2013.
[7]
F. Ye, Y. Qian, and R.Q. Hu, Smart Grid Communication Infrastructures: Big Data, Cloud Computing, and Security., Wiley, 2018.
[http://dx.doi.org/10.1002/9781119240136]
[8]
B.M. Buchholz, and Z. Styczynski, Smart Grids: Fundamentals and Technologies in Electric Power Systems of the future., 2nd ed.; Springer-Verlag: Berlin, Heidelberg, 2020.
[http://dx.doi.org/10.1007/978-3-662-60930-9]
[9]
F. Bouhafs, M. Mackay, and M. Merabti, Communication Challenges and Solutions in the Smart Grid., Springer-Verlag: New York, 2014.
[10]
H.T. Mouftah, M. Erol-Kantarci, and M.H. Rehmani, Transportation and Power Grid in Smart Cities: Communication Networks and Services., Wiley, 2018.
[http://dx.doi.org/10.1002/9781119360124]
[11]
N.S. Nafi, K. Ahmed, and M.A. Gregory, "A novel vehicle to grid load management scheme based on WiMAX-WLAN in smart grids", In: IEEE Wireless Communications and Networking Conference (WCNC), March 9-12, 2015, New Orleans, LA, USA, pp. 2149-2154.
[http://dx.doi.org/10.1109/WCNC.2015.7127800]
[12]
N. Uribe-Pérez, I. Angulo, D. De la Vega, T. Arzuaga, I. Fernández, and A. Arrinda, "Smart grid applications for a practical implementation of IP over narrowband power line communications", Energies, vol. 10, no. 11, p. 1782, 2017.
[http://dx.doi.org/10.3390/en10111782]
[13]
M. Kuzlu, M. Pipattanasomporn, and S. Rahman, "Communication network requirements for major smart grid applications in HAN, NAN and WAN", Comput. Netw., vol. 67, pp. 74-88, 2014.
[http://dx.doi.org/10.1016/j.comnet.2014.03.029]
[14]
A. Kukushkin, Introduction to Mobile Network Engineering: GSM, 3G-WCDMA, LTE and the Road to 5G., Wiley, 2018.
[http://dx.doi.org/10.1002/9781119484196]
[15]
S. Asif, 5G Mobile Communications: Concepts and Technologies., Routledge & CRC Press: Boca Raton, Florida, USA, 2018.
[16]
H. Anandakumar, and R. Arulmurugan, "Next generation Wireless Communication Networks for Smart Grid", In: Third International conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC), Dec. 12-14. 2019, Palladam, India, pp. 260-264.
[17]
F. Skopik, and P.D. Smith, Smart Grid Security: Innovative Solutions for a Modernized Grid., Syngress: Amsterdam, 2015.
[18]
M. Faheem, S.B.H. Shah, R.A. Butt, B. Raza, M. Anwar, M.W. Ashraf, M.A. Ngadi, and V.C. Gungor, "Smart grid communication and information technologies in the perspective of Industry 4.0: Opportunities and challenges", Comput. Sci. Rev., vol. 30, pp. 1-30, 2018.
[http://dx.doi.org/10.1016/j.cosrev.2018.08.001]
[19]
A. Abdallah, and X. Shen, Security and Privacy in Smart Grid., Springer International Publishing, 2018.
[http://dx.doi.org/10.1007/978-3-319-93677-2]
[20]
NIST, "Interagency/Internal Report (NISTIR) - 7628 Rev 1", 2014 Available from: https://www.nist.gov/publications/guidelines-smart-grid-cybersecurity
[21]
G.D. Torre Parra, P. Rad, and K.K.R. Choo, "Implementation of deep packet inspection in smart grids and industrial Internet of Things: Challenges and opportunities", J. Netw. Comput. Appl., vol. 135, pp. 32-46, 2019.
[http://dx.doi.org/10.1016/j.jnca.2019.02.022]
[22]
ENISA, Smart Grid Security Recommendations., 2021. Available from: https://www.enisa.europa.eu/publications/ENISA-smart-grid-security-recommendations
[23]
M.Z. Gunduz, and R. Das, "Cyber-security on smart grid: Threats and potential solutions", Comput. Netw., vol. 169, p. 107094, 2020.
[http://dx.doi.org/10.1016/j.comnet.2019.107094]
[24]
L. Kotut, and L.A. Wahsheh, "Survey of Cyber Security Challenges and Solutions in Smart Grids", In: Cybersecurity Symposium (CYBER-SEC), April 18-20 2016, Coeur d'Alene, ID, USA, pp. 32-37.
[http://dx.doi.org/10.1109/CYBERSEC.2016.013]
[25]
D.B. Rawat, and C. Bajracharya, "Cyber security for smart grid systems: Status, challenges and perspectives", In: SoutheastCon, April 9-12 2015, Fort Lauderdale, FL, USA, pp. 1-6.
2015 [http://dx.doi.org/10.1109/SECON.2015.7132891]
[26]
M.B. Line, I.A. Tøndel, and M.G. Jaatun, "Cyber security challenges in Smart Grids", In: 2nd IEEE PES International Conference and Exhibition on Innovative Smart Grid Technologies, Dec. 5-7 2011, Manchester, UK, pp. 1-8.
[http://dx.doi.org/10.1109/ISGTEurope.2011.6162695]
[27]
S. Shapsough, F. Qatan, R. Aburukba, F. Aloul, and A.R. Al Ali, "Smart grid cyber security: Challenges and solutions", In: International Conference on Smart Grid and Clean Energy Technologies (ICSGCE), Oct. 20-23 2015, Offenburg, Germany, pp. 170-175.
[http://dx.doi.org/10.1109/ICSGCE.2015.7454291]
[28]
I. Aouini, and L.B. Azzouz, "Smart Grids Cyber Security Issues and Challenges", Int. J. Electron. Commun. Eng., vol. 9, no. 11, pp. 1263-1269, 2015.
[29]
S. Kumar, and R.Y. Udaykumar, "IEEE 802.16–2004(WiMAX) protocol for grid control center and aggregator communication in V2G for smart grid application", In: IEEE International Conference on Computational Intelligence and Computing Research, Dec. 26-28 2013, Enathi, India, pp. 1-4.
[http://dx.doi.org/10.1109/ICCIC.2013.6724272]
[30]
M. Islam, M.M. Uddin, M.A.A. Mamun, and M.A. Kader, "Performance analysis of AMI distributed area network using WiMAX technol-ogy", In: 9th International Forum on Strategic Technology (IFOST), Oct. 21-23 2014, Cox's Bazar, Bangladesh, pp. 152-155.
[http://dx.doi.org/10.1109/IFOST.2014.6991093]
[31]
O. Neagu, and W. Hamouda, "Performance of WiMAX for smart grid applications", In: International Conference on Selected Topics in Mobile Wireless Networking (MoWNeT), April 11-13 2016, Cairo, Egypt, pp. 1-5.
[http://dx.doi.org/10.1109/MoWNet.2016.7496613]
[32]
P.P.S. Priya, and V. Saminadan, "Performance analysis of WiMAX based Smart grid communication traffic priority model", In: International Conference on Communication and Signal Processing, April 3-5 2014, Melmaruvathur, India, pp. 778-782.
[http://dx.doi.org/10.1109/ICCSP.2014.6949949]
[33]
F. Aalamifar, and L. Lampe, "Optimized WiMAX Profile Configuration for Smart Grid Communications", IEEE Trans. Smart Grid, vol. 8, no. 6, pp. 2723-2732, 2017.
[http://dx.doi.org/10.1109/TSG.2016.2536145]
[34]
H.T. Ansari, "Heterogeneous network modeling for smart grid technology", In: International Conference on Communication and Signal Processing (ICCSP), April 6-8 2016, Melmaruvathur, India, pp. 2336-2339.
[35]
M. Tavasoli, M.H. Yaghmaee, and A.H. Mohajerzadeh, "Optimal placement of data aggregators in smart grid on hybrid wireless and wired communication", In: IEEE Smart Energy Grid Engineering (SEGE), Aug. 21-24 2016, Oshawa, ON, Canada, pp. 332-336.
[http://dx.doi.org/10.1109/SEGE.2016.7589547]
[36]
Z. Kang, X. Wang, M. Wang, and L. Tang, "Load balancing algorithm in heterogeneous wireless networks oriented to smart distribution grid", In: 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD), Aug. 13-15 2016, Changsha, China, pp. 2048-2052.
[http://dx.doi.org/10.1109/FSKD.2016.7603496]
[37]
M.M. Eissa, "New protection principle for smart grid with renewable energy sources integration using WiMAX centralized scheduling technology", Int. J. Electr. Power Energy Syst., vol. 97, pp. 372-384, 2018.
[http://dx.doi.org/10.1016/j.ijepes.2017.11.014]
[38]
A. Hasandka, J. Zhang, S.M.S. Alam, A.R. Florita, and B. Hodge, "Simulation-based Parameter Optimization Framework for Large-Scale Hybrid Smart Grid Communications Systems Design", In: IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct. 29-31 2018, Aalborg, Denmark, pp. 1-7.
[http://dx.doi.org/10.1109/SmartGridComm.2018.8587472]
[39]
R.N. Gore, and S.P. Valsan, "Wireless communication technologies for smart grid (WAMS) deployment", In: IEEE International Conference on Industrial Technology (ICIT), Feb. 20-22 2018, Lyon, France, pp. 1326-1331.
[http://dx.doi.org/10.1109/ICIT.2018.8352370]
[40]
R. Daryapurkar, and R.G. Karandikar, "WIMAX Smart Grid Communication network for a Substation", In: Sixteenth International Conference on Wireless and Optical Communication Networks (WOCN), Dec. 19-21 2019, Bhopal, India, pp. 1-5.
[http://dx.doi.org/10.1109/WOCN45266.2019.8995127]
[41]
J. Zhang, A. Hasandka, S.M.S. Alam, T. Elgindy, A.R. Florita, and B-M. Hodge, "Analysis of Hybrid Smart Grid Communication Network Designs for Distributed Energy Resources Coordination", In: IEEE Power & Energy Society Innovative Smart Grid Technologies Conference., Feb. 18-21 2019, Washington, DC, USA, pp. 1-5.
[42]
F. Aalamifar, L. Lampe, S. Bavarian, and E. Crozier, "WiMAX technology in smart distribution networks: Architecture, modeling, and applications", In: IEEE PES T&D Conference and Exposition, April 14-17 2014, Chicago, IL, USA, pp. 1-5.
[http://dx.doi.org/10.1109/TDC.2014.6863432]
[43]
S. Persia, C. Carciofi, and M. Faccioli, "NB-IoT and LoRA connectivity analysis for M2M/IoT smart grids applications", In: AEIT International Annual Conference, Sept. 20-22 2017, Cagliari, Italy, pp. 1-6.
[http://dx.doi.org/10.23919/AEIT.2017.8240558]
[44]
Y. Li, X. Cheng, Y. Cao, D. Wang, and L. Yang, "Smart Choice for the Smart Grid: Narrowband Internet of Things (NB-IoT)", IEEE Internet Things J., vol. 5, no. 3, pp. 1505-1515, 2018.
[http://dx.doi.org/10.1109/JIOT.2017.2781251]
[45]
X. Chen, "Smart grid integration of IoT", In: 54th International Universities Power Engineering Conference (UPEC), Oct. 14-16 2011, Beijing, China, pp. 1-5.
[46]
H. Hao, Y. Wang, Y. Shi, Z. Li, Y. Wu, and C. Li, "IoT-G: A Low-Latency and High-Reliability Private Power Wireless Communication Architecture for Smart Grid", In: IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Oct. 21-23 2019, Beijing, China, pp. 1-6.
[http://dx.doi.org/10.1109/SmartGridComm.2019.8909773]
[47]
P. Cheng, L. Wang, B. Zhen, and S. Wang, "Feasibility study of applying LTE to Smart Grid", In: IEEE First International Workshop on Smart Grid Modeling and Simulation (SGMS), Oct. 17-17 2011, Brussels, pp. 108-113.
[http://dx.doi.org/10.1109/SGMS.2011.6089018]
[48]
S. Chen, "A novel TD-LTE frame structure for heavy uplink traffic in smart grid", In: IEEE Innovative Smart Grid Technologies - Asia (ISGT ASIA), May 20-23 2014, Kuala Lumpur, Malaysia, pp. 158-163.
[http://dx.doi.org/10.1109/ISGT-Asia.2014.6873782]
[49]
F. Granelli, D. Domeniconi, N.L.S.D. Fonseca, and B. Tsetsgee, "On the Usage of WiFi and LTE for the Smart Grid", In: 7th International Conference on Ubi-Media Computing and Workshops, July 12-14 2014, Ulaanbaatar, Mongolia, pp. 1-5.
[http://dx.doi.org/10.1109/U-MEDIA.2014.49]
[50]
S. Louvros, M. Paraskevas, V. Triantafyllou, and A. Baltagiannis, "LTE uplink delay constraints for smart grid applications", In: IEEE 19th International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD), Dec. 1-3 2014, Athens, Greece, pp. 110-114.
[http://dx.doi.org/10.1109/CAMAD.2014.7033216]
[51]
H. Gözde, M.C. Taplamacıoğlu, M. Arı, and H. Shalaf, "4G/LTE technology for smart grid communication infrastructure", In: 3rd International Istanbul Smart Grid Congress and Fair (ICSG), April 29-30 2015, Istanbul, Turkey, pp. 1-4.
[http://dx.doi.org/10.1109/SGCF.2015.7354914]
[52]
M.H. Alsharif, R. Nordin, and M. Ismail, "Green wireless network optimization strategies within smart grid environments for Long Term Evolution (LTE) cellular networks in Malaysia", Renew. Energy, vol. 85, pp. 157-170, 2016.
[http://dx.doi.org/10.1016/j.renene.2015.06.044]
[53]
I.S. Amiri, M.N. Hindia, A.W. Reza, H. Ahmad, and P. Yupapin, "LTE smart grid performance gains with additional remote antenna units via radio over fiber using a microring resonator system", Opt. Switching Networking, vol. 25, pp. 13-23, 2017.
[http://dx.doi.org/10.1016/j.osn.2016.12.003]
[54]
B. Groenewald, V. Balyan, and M. Khan, "Smart utilization LTE-UMTS spectrum in Smart Grids for communication", In: International Conference on the Domestic Use of Energy (DUE), April 4-5 2017, Cape Town, South Africa, pp. 272-275.
[http://dx.doi.org/10.23919/DUE.2017.7931854]
[55]
W. An, J.J. Ma, H.Y. Zhou, H.S. Chen, X. Jun, and X. Jian, "Application of an Integrated Protection and Control System for Smart Distribution Grid Based on PTN and 4G LTE Communication", In: 3rd International Conference on Smart Grid and Smart Cities (ICSGSC), June 25-28 2019, Berkeley, CA, USA, pp. 70-75.
[http://dx.doi.org/10.1109/ICSGSC.2019.00-16]
[56]
J. Markkula, and J. Haapola, "Shared LTE Network Performance on Smart Grid and Typical Traffic Schemes", IEEE Access, vol. 8, pp. 39793-39808, 2020.
[http://dx.doi.org/10.1109/ACCESS.2020.2975879]
[57]
D. Vikram, M. David, and H. Max, Blockchain Enabled Applications - Understand the Blockchain Ecosystem and How to Make it Work for You., APress: New York, USA, 2017.
[58]
K. Söze, Blockchain: Novice to Expert - 2 manuscripts., Sabi Shepherd Ltd, 2019.
[59]
Y. Li, R. Rahmani, N. Fouassier, P. Stenlund, and K. Ouyang, "A Blockchain-based Architecture for Stable and Trustworthy Smart Grid", Procedia Comput. Sci., vol. 155, pp. 410-416, 2019.
[http://dx.doi.org/10.1016/j.procs.2019.08.057]
[60]
A.A.G. Agung, and R. Handayani, "Blockchain for smart grid", J. King Saud Univ. - Comput. Inf. Sci., 2020. [Epub ahead of print].
[61]
F. Alam Khan, M. Asif, A. Ahmad, M. Alharbi, and H. Aljuaid, "Blockchain technology, improvement suggestions, security challenges on smart grid and its application in healthcare for sustainable development", Sustain Cities Soc., vol. 55, pp. 1-30, 2020.
[http://dx.doi.org/10.1016/j.scs.2020.102018]
[62]
C. Alcaraz, J.E. Rubio, and J. Lopez, "Blockchain-assisted access for federated Smart Grid domains: Coupling and features", J. Parallel Distrib. Comput., vol. 144, pp. 124-135, 2020.
[http://dx.doi.org/10.1016/j.jpdc.2020.05.012]
[63]
M. Li, K. Zhang, J. Liu, H. Gong, and Z. Zhang, "Blockchain-based anomaly detection of electricity consumption in smart grids", Pattern Recognit. Lett., vol. 138, pp. 476-482, 2020.
[http://dx.doi.org/10.1016/j.patrec.2020.07.020]
[64]
S. Chen, L. Yang, C. Zhao, V. Varadarajan, and K. Wang, "Double-blockchain Assisted Secure and Anonymous Data Aggregation for Fog-enabled Smart Grid", Engineering, 2020.
[Epub ahead of print]. [http://dx.doi.org/10.1016/j.eng.2020.06.018]
[65]
Z. Guan, X. Lu, W. Yang, L. Wu, N. Wang, and Z. Zhang, "Achieving efficient and Privacy-preserving energy trading based on blockchain and ABE in smart grid", J. Parallel Distrib. Comput., vol. 147, pp. 34-45, 2021.
[http://dx.doi.org/10.1016/j.jpdc.2020.08.012]
[66]
X.G. Shan, and J. Zhuang, "A game-theoretic approach to modeling attacks and defenses of smart grids at three levels", Reliab. Eng. Syst. Saf., vol. 195, p. 106683, 2020.
[http://dx.doi.org/10.1016/j.ress.2019.106683]
[67]
L. Zhang, L. Zhao, S. Yin, C.H. Chi, R. Liu, and Y. Zhang, "A lightweight authentication scheme with privacy protection for smart grid communications", Future Gener. Comput. Syst., vol. 100, pp. 770-778, 2019.
[http://dx.doi.org/10.1016/j.future.2019.05.069]
[68]
I.A. Kamil, and S.O. Ogundoyin, "Lightweight privacy-preserving power injection and communication over vehicular networks and 5G smart grid slice with provable security", Internet Things, vol. 8, p. 100116, 2019.
[http://dx.doi.org/10.1016/j.iot.2019.100116]
[69]
M.F. Moghadam, M. Nikooghadam, A.H. Mohajerzadeh, and B. Movali, "A lightweight key management protocol for secure communication in smart grids", Electr. Power Syst. Res., vol. 178, p. 106024, 2020.
[http://dx.doi.org/10.1016/j.epsr.2019.106024]
[70]
C. Guo, X. Jiang, K.K.R. Choo, X. Tang, and J. Zhang, "Lightweight privacy preserving data aggregation with batch verification for smart grid", Future Gener. Comput. Syst., vol. 112, pp. 512-523, 2020.
[http://dx.doi.org/10.1016/j.future.2020.06.001]
[71]
Z. Zhao, and G. Chen, "An Overview of Cyber Security for Smart Grid", In: IEEE 27th International Symposium on Industrial Electronics (ISIE), June 13-15 2018, Cairns, QLD, Australia, pp. 1127-1131.
[http://dx.doi.org/10.1109/ISIE.2018.8433816]
[72]
R. Leszczyna, "A review of standards with cybersecurity requirements for smart grid", Comput. Secur., vol. 77, pp. 262-276, 2018.
[http://dx.doi.org/10.1016/j.cose.2018.03.011]
[73]
R. Leszczyna, "Standards on cyber security assessment of smart grid", Int. J. Crit. Infrastruct. Prot., vol. 22, pp. 70-89, 2018.
[http://dx.doi.org/10.1016/j.ijcip.2018.05.006]
[74]
K. Kimani, V. Oduol, and K. Langat, "Cyber security challenges for IoT-based smart grid networks", Int. J. Crit. Infrastruct. Prot., vol. 25, pp. 36-49, 2019.
[http://dx.doi.org/10.1016/j.ijcip.2019.01.001]
[75]
J. Sakhnini, H. Karimipour, A. Dehghantanha, R.M. Parizi, and G. Srivastava, "Security aspects of Internet of Things aided smart grids: A bibliometric survey", Internet Things, vol. 14, p. 100111, 2019.
[http://dx.doi.org/10.1016/j.iot.2019.100111]
[76]
M.A. Ferrag, M. Babaghayou, and M.A. Yazici, "Cyber security for fog-based smart grid SCADA systems: Solutions and challenges", J. Inf. Secur. Appl., vol. 52, p. 102500, 2020.
[http://dx.doi.org/10.1016/j.jisa.2020.102500]
[77]
A. Kumari, and S. Tanwar, "Secure data analytics for smart grid systems in a sustainable smart city: Challenges, solutions, and future directions", Sustain. Comput. Inform. Syst., vol. 28, p. 100427, 2020.
[http://dx.doi.org/10.1016/j.suscom.2020.100427]
[78]
D. Faquir, N. Chouliaras, V. Sofia, K. Olga, and L. Maglaras, "Cybersecurity in smart grids, challenges and solutions", J. AIMS Electron. Elect. Eng., vol. 5, pp. 24-37, 2021.
[79]
W. Kong, J. Shen, P. Vijayakumar, Y. Cho, and V. Chang, "A practical group blind signature scheme for privacy protection in smart grid", J. Parallel Distrib. Comput., vol. 136, pp. 29-39, 2020.
[http://dx.doi.org/10.1016/j.jpdc.2019.09.016]
[80]
S. Tonyali, R. Munoz, K. Akkaya, and U. Ozgur, "A realistic performance evaluation of privacy-preserving protocols for smart grid AMI networks", J. Netw. Comput. Appl., vol. 119, pp. 24-41, 2018.
[http://dx.doi.org/10.1016/j.jnca.2018.06.011]
[81]
F. Wu, X. Li, L. Xu, and S. Kumari, "A privacy-preserving scheme with identity traceable property for smart grid", Comput. Commun., vol. 157, pp. 38-44, 2020.
[http://dx.doi.org/10.1016/j.comcom.2020.03.047]
[82]
A. Gumaei, M.M. Hassan, and S. Huda, "Md. R. Hassan, D. Camacho, J. Del Ser, and G. Fortino, “A robust cyberattack detection approach using optimal features of SCADA power systems in smart grids”", Appl. Soft Comput., vol. 96, p. 106658, 2020.
[http://dx.doi.org/10.1016/j.asoc.2020.106658]
[83]
A.A. Saad, S. Faddel, and O. Mohammed, "A secured distributed control system for future interconnected smart grids", Appl. Energy, vol. 243, pp. 57-70, 2019.
[http://dx.doi.org/10.1016/j.apenergy.2019.03.185]
[84]
L. Deng, and R. Gao, "Certificateless two-party authenticated key agreement scheme for smart grid", Inf. Sci., vol. 543, pp. 143-156, 2021.
[http://dx.doi.org/10.1016/j.ins.2020.07.025]

Rights & Permissions Print Cite
© 2024 Bentham Science Publishers | Privacy Policy