Institute of Electrical and Electronics Engineers (IEEE)
IEEE Transactions on Services Computing
,  том 16 ,  издание 2 ,  страницы 1485-1504

AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges

Тип публикации: Journal Article
Дата публикации: 2023-03-01
Institute of Electrical and Electronics Engineers (IEEE)
scimago Q1
wos Q1
БС1
SJR: 1.441
CiteScore: 10.8
Impact factor: 5.8
ISSN: 19391374, 23720204
Computer Science Applications
Hardware and Architecture
Computer Networks and Communications
Information Systems and Management
Краткое описание
The paradigm of edge computing has formed an innovative scope within the domain of IoT through expanding the services of the cloud to the network edge to design distributed architectures and securely enhance decision-making applications. Due to the heterogeneous of edge Computing, edge applications are required to be developed as a set of lightweight and interdependent modules. As this concept aligns with the objectives of microservice architecture, effective implementation of microservices-based edge applications within IoT networks has the prospective of fully leveraging edge nodes capabilities. Deploying microservices at IoT edge faces plenty of challenges associated with security and privacy. Advances in AI, and the easy access to resources with powerful computing providing opportunities for deriving precise models and developing different intelligent applications at the edge of network. In this study, an extensive survey is presented for securing edge computing-based AI Microservices to elucidate the challenges of IoT management and enable secure decision-making systems at the edge. We present recent research studies on edge AI and microservices orchestration and highlight key requirements as well as challenges of securing Microservices at IoT edge. We also propose a Microservices-based edge framework that provides secure edge AI algorithms as Microservices utilizing the containerization technology.
Найдено 
Найдено 
1 цитирование
Волков Артем
к.т.н.
24 публикации,  123 цитирования
Индекс Хирша: 7
Санкт-Петербургский государственный университет телекоммуникаций имени профессора М. А. Бонч-Бруевича
Санкт-Петербургский государственный университет телекоммуникаций имени профессора М. А. Бонч-Бруевича
Области научных интересов
6G
Граничные вычисления
Интернет вещей (IOTs)
Искусственный интеллект
Сверхплотные сети
1 цитирование
Мутханна Аммар
д.т.н., проф.
216 публикаций,  2 929 цитирований,  3 рецензии
Индекс Хирша: 28
Санкт-Петербургский государственный университет телекоммуникаций имени профессора М. А. Бонч-Бруевича
Санкт-Петербургский государственный университет телекоммуникаций имени профессора М. А. Бонч-Бруевича
Области научных интересов
6G
Граничные вычисления
Интернет вещей (IOTs)
Искусственный интеллект
Сверхплотные сети

Топ-30

Журналы

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IEEE Transactions on Services Computing
IEEE Transactions on Services Computing, 7, 6.03%
IEEE Transactions on Services Computing
7 публикаций, 6.03%
IEEE Access
IEEE Access, 6, 5.17%
IEEE Access
6 публикаций, 5.17%
IEEE Internet of Things Journal
IEEE Internet of Things Journal, 5, 4.31%
IEEE Internet of Things Journal
5 публикаций, 4.31%
Lecture Notes in Networks and Systems
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Lecture Notes in Networks and Systems
4 публикации, 3.45%
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Sensors
3 публикации, 2.59%
Future Generation Computer Systems
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Future Generation Computer Systems
3 публикации, 2.59%
Communications in Computer and Information Science
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Communications in Computer and Information Science
3 публикации, 2.59%
Journal of Supercomputing
Journal of Supercomputing, 2, 1.72%
Journal of Supercomputing
2 публикации, 1.72%
Journal of Cloud Computing
Journal of Cloud Computing, 2, 1.72%
Journal of Cloud Computing
2 публикации, 1.72%
Wireless Networks
Wireless Networks, 2, 1.72%
Wireless Networks
2 публикации, 1.72%
IEEE Transactions on Network and Service Management
IEEE Transactions on Network and Service Management, 2, 1.72%
IEEE Transactions on Network and Service Management
2 публикации, 1.72%
ACM Transactions on Autonomous and Adaptive Systems
ACM Transactions on Autonomous and Adaptive Systems, 2, 1.72%
ACM Transactions on Autonomous and Adaptive Systems
2 публикации, 1.72%
Advances in Cyber-Physical Systems, 2, 1.72%
Advances in Cyber-Physical Systems
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Journal of Grid Computing
Journal of Grid Computing, 1, 0.86%
Journal of Grid Computing
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IEEE Transactions on Vehicular Technology
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IEEE Transactions on Vehicular Technology
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ICT Express
ICT Express, 1, 0.86%
ICT Express
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IEEE Internet of Things Magazine
IEEE Internet of Things Magazine, 1, 0.86%
IEEE Internet of Things Magazine
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AI and Society
AI and Society, 1, 0.86%
AI and Society
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Lecture Notes in Mechanical Engineering
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International Journal of Computational Intelligence Systems
International Journal of Computational Intelligence Systems, 1, 0.86%
International Journal of Computational Intelligence Systems
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Lecture Notes in Business Information Processing
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Lecture Notes in Business Information Processing
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Transportation Research Part C: Emerging Technologies
Transportation Research Part C: Emerging Technologies, 1, 0.86%
Transportation Research Part C: Emerging Technologies
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Telematics and Informatics Reports
Telematics and Informatics Reports, 1, 0.86%
Telematics and Informatics Reports
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Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence, 1, 0.86%
Engineering Applications of Artificial Intelligence
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Internet of Things
Internet of Things, 1, 0.86%
Internet of Things
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Computer Methods and Programs in Biomedicine
Computer Methods and Programs in Biomedicine, 1, 0.86%
Computer Methods and Programs in Biomedicine
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Neural Computing and Applications, 1, 0.86%
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Institute of Electrical and Electronics Engineers (IEEE)
Institute of Electrical and Electronics Engineers (IEEE), 56, 48.28%
Institute of Electrical and Electronics Engineers (IEEE)
56 публикаций, 48.28%
Springer Nature
Springer Nature, 27, 23.28%
Springer Nature
27 публикаций, 23.28%
Elsevier
Elsevier, 16, 13.79%
Elsevier
16 публикаций, 13.79%
MDPI
MDPI, 6, 5.17%
MDPI
6 публикаций, 5.17%
Association for Computing Machinery (ACM)
Association for Computing Machinery (ACM), 4, 3.45%
Association for Computing Machinery (ACM)
4 публикации, 3.45%
IGI Global
IGI Global, 2, 1.72%
IGI Global
2 публикации, 1.72%
Lviv Polytechnic National University, 2, 1.72%
Lviv Polytechnic National University
2 публикации, 1.72%
Wiley
Wiley, 1, 0.86%
Wiley
1 публикация, 0.86%
Optica Publishing Group
Optica Publishing Group, 1, 0.86%
Optica Publishing Group
1 публикация, 0.86%
Ain Shams University
Ain Shams University, 1, 0.86%
Ain Shams University
1 публикация, 0.86%
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  • Статистика публикаций обновляется еженедельно.

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Al-Doghman F. et al. AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges // IEEE Transactions on Services Computing. 2023. Vol. 16. No. 2. pp. 1485-1504.
ГОСТ со всеми авторами (до 50) Скопировать
Al-Doghman F., Moustafa N., Khalil M. I., Sohrabi N., Tari Z., ZOMAYA A. Y. AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges // IEEE Transactions on Services Computing. 2023. Vol. 16. No. 2. pp. 1485-1504.
RIS |
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TY - JOUR
DO - 10.1109/tsc.2022.3155447
UR - https://doi.org/10.1109/tsc.2022.3155447
TI - AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges
T2 - IEEE Transactions on Services Computing
AU - Al-Doghman, Firas
AU - Moustafa, Nour
AU - Khalil, Md Ibrahim
AU - Sohrabi, Nasrin
AU - Tari, Zahir
AU - ZOMAYA, ALBERT Y.
PY - 2023
DA - 2023/03/01
PB - Institute of Electrical and Electronics Engineers (IEEE)
SP - 1485-1504
IS - 2
VL - 16
SN - 1939-1374
SN - 2372-0204
ER -
BibTex |
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@article{2023_Al-Doghman,
author = {Firas Al-Doghman and Nour Moustafa and Md Ibrahim Khalil and Nasrin Sohrabi and Zahir Tari and ALBERT Y. ZOMAYA},
title = {AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges},
journal = {IEEE Transactions on Services Computing},
year = {2023},
volume = {16},
publisher = {Institute of Electrical and Electronics Engineers (IEEE)},
month = {mar},
url = {https://doi.org/10.1109/tsc.2022.3155447},
number = {2},
pages = {1485--1504},
doi = {10.1109/tsc.2022.3155447}
}
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Al-Doghman, Firas, et al. “AI-enabled Secure Microservices in Edge Computing: Opportunities and Challenges.” IEEE Transactions on Services Computing, vol. 16, no. 2, Mar. 2023, pp. 1485-1504. https://doi.org/10.1109/tsc.2022.3155447.