Fog computing for next-generation Internet of Things: Fundamental, state-of-the-art and research challenges

被引:65
|
作者
Hazra, Abhishek [1 ,2 ]
Rana, Pradeep [2 ]
Adhikari, Mainak [3 ]
Amgoth, Tarachand [2 ]
机构
[1] Natl Univ Singapore, Singapore, Singapore
[2] Indian Sch Mines, Indian Inst Technol, Dhanbad, India
[3] Indian Inst Informat Technol, Lucknow, India
关键词
Internet of Things; Fog computing; Cloud computing; Objectives; Architecture; Applications; Research challenges; WIRELESS SENSOR NETWORKS; RESOURCE-ALLOCATION; SERVICE DEPLOYMENT; IOT APPLICATIONS; EFFICIENT; ENERGY; EDGE; ARCHITECTURE; ENVIRONMENT; PARADIGM;
D O I
10.1016/j.cosrev.2023.100549
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In recent times, the Internet of Things (IoT) applications, including smart transportation, smart healthcare, smart grid, smart city, etc. generate a large volume of real-time data for decision making. In the past decades, real-time sensory data have been offloaded to centralized cloud servers for data analysis through a reliable communication channel. However, due to the long communication distance between end-users and centralized cloud servers, the chances of increasing network congestion, data loss, latency, and energy consumption are getting significantly higher. To address the challenges mentioned above, fog computing emerges in a distributed environment that extends the computation and storage facilities at the edge of the network. Compared to centralized cloud infrastructure, a distributed fog framework can support delay-sensitive IoT applications with minimum latency and energy consumption while analyzing the data using a set of resource-constraint fog/edge devices. Thus our survey covers the layered IoT architecture, evaluation metrics, and applications aspects of fog computing and its progress in the last four years. Furthermore, the layered architecture of the standard fog framework and different state-of-the-art techniques for utilizing computing resources of fog networks have been covered in this study. Moreover, we included an IoT use case scenario to demonstrate the fog data offloading and resource provisioning example in heterogeneous vehicular fog networks. Finally, we examine various challenges and potential solutions to establish interoperable communication and computation for next-generation IoT applications in fog networks.(c) 2023 Published by Elsevier Inc.
引用
收藏
页数:27
相关论文
共 50 条
  • [1] Fog Computing Enabling Industrial Internet of Things: State-of-the-Art and Research Challenges
    Basir, Rabeea
    Qaisar, Saad
    Ali, Mudassar
    Aldwairi, Monther
    Ashraf, Muhammad Ikram
    Mahmood, Aamir
    Gidlund, Mikael
    [J]. SENSORS, 2019, 19 (21)
  • [2] Monitoring in fog computing: state-of-the-art and research challenges
    Abreha, Haftay Gebreslasie
    Bernardos, Carlos J.
    de la Oliva, Antonio
    Cominardi, Luca
    Azcorra, Arturo
    [J]. INTERNATIONAL JOURNAL OF AD HOC AND UBIQUITOUS COMPUTING, 2021, 36 (02) : 114 - 130
  • [3] A Comprehensive Survey on Fog Computing: State-of-the-Art and Research Challenges
    Mouradian, Carla
    Naboulsi, Diala
    Yangui, Sami
    Glitho, Roch H.
    Morrow, Monique J.
    Polakos, Paul A.
    [J]. IEEE COMMUNICATIONS SURVEYS AND TUTORIALS, 2018, 20 (01): : 416 - 464
  • [4] Fog orchestration for the Internet of Everything: state-of-the-art and research challenges
    Velasquez, Karima
    Abreu, David Perez
    Assis, Marcio R. M.
    Senna, Carlos
    Aranha, Diego F.
    Bittencourt, Luiz F.
    Laranjeiro, Nuno
    Curado, Marilia
    Vieira, Marco
    Monteiro, Edmundo
    Madeira, Edmundo
    [J]. JOURNAL OF INTERNET SERVICES AND APPLICATIONS, 2018, 9
  • [5] Trust and Reputation in the Internet of Things: State-of-the-Art and Research Challenges
    Fortino, Giancarlo
    Fotia, Lidia
    Messina, Fabrizio
    Rosaci, Domenico
    Sarne, Giuseppe M. L.
    [J]. IEEE ACCESS, 2020, 8 : 60117 - 60125
  • [6] State-of-the-Art and Research Opportunities for Next-Generation Consumer Electronics
    Wu, Chung Kit
    Cheng, Chi-Tsun
    Uwate, Yoko
    Chen, Guanrong
    Mumtaz, Shahid
    Tsang, Kim Fung
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2023, 69 (04) : 937 - 948
  • [7] State-of-the-art, challenges, and open issues in the integration of Internet of things and cloud computing
    Diaz, Manuel
    Martin, Cristian
    Rubio, Bartolome
    [J]. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS, 2016, 67 : 99 - 117
  • [8] Agent-based Internet of Things: State-of-the-art and research challenges
    Savaglio, Claudio
    Ganzha, Maria
    Paprzycki, Marcin
    Badica, Costin
    Ivanovic, Mirjana
    Fortino, Giancarlo
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2020, 102 : 1038 - 1053
  • [9] A comprehensive survey on semantic interoperability for Internet of Things: State-of-the-art and research challenges
    Rahman, Hafizur
    Hussain, Md. Iftekhar
    [J]. TRANSACTIONS ON EMERGING TELECOMMUNICATIONS TECHNOLOGIES, 2020, 31 (12):
  • [10] Next-Generation Internet of Things (IoT): Opportunities, Challenges, and Solutions
    Bin Zikria, Yousaf
    Ali, Rashid
    Afzal, Muhammad Khalil
    Kim, Sung Won
    [J]. SENSORS, 2021, 21 (04) : 1 - 7