Combining Edge Computing-Assisted Internet of Things Security with Artificial Intelligence: Applications, Challenges, and Opportunities

被引:13
作者
Rupanetti, Dulana [1 ]
Kaabouch, Naima [1 ,2 ]
机构
[1] Univ North Dakota, Sch Elect Engn & Comp Sci, Grand Forks, ND 58202 USA
[2] Univ North Dakota, Artificial Intelligence Res AIR Ctr, Grand Forks, ND 58202 USA
来源
APPLIED SCIENCES-BASEL | 2024年 / 14卷 / 16期
关键词
edge computing; internet of things (IoT); artificial intelligence (AI); machine learning; deep learning; cybersecurity; trust measurement; data privacy; DATA ANALYTICS; SYSTEMATIC LITERATURE; SERVICE PLACEMENT; IOT; FRAMEWORK; BLOCKCHAIN; THREATS; SCHEME; OPTIMIZATION; ARCHITECTURE;
D O I
10.3390/app14167104
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The integration of edge computing with IoT (EC-IoT) systems provides significant improvements in addressing security and privacy challenges in IoT networks. This paper examines the combination of EC-IoT and artificial intelligence (AI), highlighting practical strategies to improve data and network security. The published literature has suggested decentralized and reliable trust measurement mechanisms and security frameworks designed explicitly for IoT-enabled systems. Therefore, this paper reviews the latest attack models threatening EC-IoT systems and their impacts on IoT networks. It also examines AI-based methods to counter these security threats and evaluates their effectiveness in real-world scenarios. Finally, this survey aims to guide future research by stressing the need for scalable, adaptable, and robust security solutions to address evolving threats in EC-IoT environments, focusing on the integration of AI to enhance the privacy, security, and efficiency of IoT systems while tackling the challenges of scalability and resource limitations.
引用
收藏
页数:25
相关论文
共 50 条
[31]   Future Edge Cloud and Edge Computing for Internet of Things Applications [J].
Pan, Jianli ;
McElhannon, James .
IEEE INTERNET OF THINGS JOURNAL, 2018, 5 (01) :439-449
[32]   Converging for Security: Blockchain, Internet of Things, Artificial Intelligence - Why Not Together? [J].
Zainuddin, Ahmad Anwar ;
Handayani, Dini ;
Ridza, Isyraq Haziq Mohd ;
Rahman, Siti Husna Abdul ;
Kamarudin, Saidatul Izyanie ;
Ahmad, Khairul Zakwan ;
Mahazir, Mirza Darwisy ;
Sukhaimi, Muazzam Hazmi ;
Subramaniam, Krishnan ;
Basri, Mohamad Irfan Firdaus ;
Dhuzuki, Nurul Hanis Mohd .
2024 IEEE 14TH SYMPOSIUM ON COMPUTER APPLICATIONS & INDUSTRIAL ELECTRONICS, ISCAIE 2024, 2024, :181-186
[33]   Fog Computing in the Internet of Things: Challenges and Opportunities [J].
Shah, Iqra Amin ;
Chishti, Mohammad Ahsan ;
Baba, Asif I. .
INTERNET OF THINGS. ADVANCES IN INFORMATION AND COMMUNICATION TECHNOLOGY, IFIPIOT 2023, PT II, 2024, 684 :198-211
[34]   Computing Resource Trading for Edge-Cloud-Assisted Internet of Things [J].
Li, Zhenni ;
Yang, Zuyuan ;
Xie, Shengli .
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2019, 15 (06) :3661-3669
[35]   Distributed Intelligence in the Internet of Things: Challenges and Opportunities [J].
Alsboui T. ;
Qin Y. ;
Hill R. ;
Al-Aqrabi H. .
SN Computer Science, 2021, 2 (4)
[36]   Edge Computing Assisted Autonomous Driving Using Artificial Intelligence [J].
Ibn-Khedher, Hatem ;
Laroui, Mohammed ;
Ben Mabrouk, Mouna ;
Moungla, Hassine ;
Afifi, Hossam ;
Oleari, Alberto Nai ;
Kamal, Ahmed E. .
IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, :254-259
[37]   The Challenges of Artificial Intelligence in Wireless Networks for the Internet of Things: Exploring Opportunities for Growth [J].
Ahmad, Ijaz ;
Shahabuddin, Shahriar ;
Sauter, Thilo ;
Harjula, Erkki ;
Kumar, Tanesh ;
Meisel, Marcus ;
Juntti, Markku ;
Ylianttila, Mika .
IEEE INDUSTRIAL ELECTRONICS MAGAZINE, 2021, 15 (01) :16-29
[38]   Internet of Things security and forensics: Challenges and opportunities [J].
Conti, Mauro ;
Dehghantanha, Ali ;
Franke, Katrin ;
Watson, Steve .
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2018, 78 :544-546
[39]   Integration challenges of Artificial Intelligence in Cloud Computing, Internet of Things and Software-defined networking [J].
Belgaum, Mohammad Riyaz ;
Musa, Shahrulniza ;
Alam, Muhammad ;
Mazliham, M. S. .
2019 13TH INTERNATIONAL CONFERENCE ON MATHEMATICS, ACTUARIAL SCIENCE, COMPUTER SCIENCE AND STATISTICS (MACS-13), 2019,
[40]   Vulnerabilities, Threats and Challenges on Cyber Security and the Artificial Intelligence based Internet of Things: A Comprehensive Study [J].
Alanezi, Mohammed Ateeq .
INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2022, 22 (02) :153-158