Applications of federated learning in smart cities: recent advances, taxonomy, and open challenges

被引：105
|
作者：
Zheng, Zhaohua [1 ,2 ]
Zhou, Yize [3 ]
Sun, Yilong [4 ]
Wang, Zhang [5 ]
Liu, Boyi [6 ]
Li, Keqiu [7 ]
机构：
[1] Tianjin Univ, Coll Intelligence & Comp, Sch Comp Sci & Technol, Tianjin, Peoples R China
[2] Hainan Univ, Sch Cryptol, Sch CyberSpace, Haikou, Hainan, Peoples R China
[3] Hainan Univ, Sch Sci, Haikou, Hainan, Peoples R China
[4] Hainan Univ, Sch Management, Haikou, Hainan, Peoples R China
[5] Hainan Univ, Sch Informat & Commun Engn, Haikou, Hainan, Peoples R China
[6] Univ Macau, State Key Lab Internet Things Smart City IoTSC, Taipa, Macao, Peoples R China
[7] Tianjin Univ, Coll Intelligence & Comp, Tianjin, Peoples R China
来源：
CONNECTION SCIENCE | 2022年 / 34卷 / 01期
关键词：
Federated learning; smart city; internet of things; HEALTH-CARE; INTERNET; NETWORKS; VEHICLES; COMMUNICATION; BLOCKCHAIN; FRAMEWORK;
D O I：
10.1080/09540091.2021.1936455
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Federated learning (FL) plays an important role in the development of smart cities. With the evolution of big data and artificial intelligence, issues related to data privacy and protection have emerged, which can be solved by FL. In this paper, the current developments in FL and its applications in various fields are reviewed. With a comprehensive investigation, the latest research on the application of FL is discussed for various fields in smart cities. We explain the current developments in FL in fields, such as the Internet of Things (IoT), transportation, communications, finance, and medicine. First, we introduce the background, definition, and key technologies of FL. Then, we review key applications and the latest results. Finally, we discuss the future applications and research directions of FL in smart cities.
引用
收藏
页码：1 / 28
页数：28
相关论文
共 50 条
  • [11] Federated learning: a comprehensive review of recent advances and applications
    Harmandeep Kaur
    Veenu Rani
    Munish Kumar
    Monika Sachdeva
    Ajay Mittal
    Krishan Kumar
    Multimedia Tools and Applications, 2024, 83 : 54165 - 54188
  • [12] Integration of federated learning with IoT for smart cities applications, and solutions
    Ghadi, Yazeed Yasin
    Mazhar, Tehseen
    Shah, Syed Faisal Abbas
    Haq, Inayatul
    Ahmad, Wasim
    Ouahada, Khmaies
    Hamam, Habib
    PEERJ COMPUTER SCIENCE, 2023, 9
  • [13] Smart Mobility in Smart Cities: Emerging challenges, recent advances and future directions
    Goumiri, Soumia
    Yahiaoui, Said
    Djahel, Soufiene
    JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2023,
  • [14] Green Industrial Networking: Recent Advances, Taxonomy, and Open Research Challenges
    Ahmed, Ejaz
    Yaqoob, Ibrar
    Ahmed, Arif
    Gani, Abdullah
    Imran, Muhammad
    Guizani, Sghaier
    IEEE COMMUNICATIONS MAGAZINE, 2016, 54 (10) : 38 - 45
  • [15] Network Slicing: Recent Advances, Taxonomy, Requirements, and Open Research Challenges
    Khan, Latif U.
    Yaqoob, Ibrar
    Tran, Nguyen H.
    Han, Zhu
    Hong, Choong Seon
    IEEE ACCESS, 2020, 8 : 36009 - 36028
  • [16] Toward Deep Face Spoofing: Taxonomy, Recent Advances, and Open Challenges
    Dharmawan, Dhimas Arief
    Nugroho, Anto Satriyo
    IEEE TRANSACTIONS ON BIOMETRICS, BEHAVIOR, AND IDENTITY SCIENCE, 2025, 7 (01): : 16 - 32
  • [17] INTERNET OF THINGS ARCHITECTURE: RECENT ADVANCES, TAXONOMY, REQUIREMENTS, AND OPEN CHALLENGES
    Yaqoob, Ibrar
    Ahmed, Ejaz
    Hashem, Ibrahim Abaker Targio
    Ahmed, Abdelmuttlib Ibrahim Abdalla
    Gani, Abdullah
    Imran, Muhammad
    Guizani, Mohsen
    IEEE WIRELESS COMMUNICATIONS, 2017, 24 (03) : 10 - 16
  • [18] Internet of things forensics: Recent advances, taxonomy, requirements, and open challenges
    Yaqoob, Ibrar
    Hashem, Ibrahim Abaker Targio
    Ahmed, Arif
    Kazmi, S. M. Ahsan
    Hong, Choong Seon
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2019, 92 : 265 - 275
  • [19] Autonomous Driving Cars in Smart Cities: Recent Advances, Requirements, and Challenges
    Yaqoob, Ibrar
    Khan, Latif U.
    Kazmi, S. M. Ahsan
    Imran, Muhammad
    Guizani, Nadra
    Hong, Choong Seon
    IEEE NETWORK, 2020, 34 (01): : 174 - 181
  • [20] Internet-of-Things-Based Smart Cities: Recent Advances and Challenges
    Mehmood, Yasir
    Ahmad, Farhan
    Yaqoob, Ibrar
    Adnane, Asma
    Imran, Muhammad
    Guizani, Sghaier
    IEEE COMMUNICATIONS MAGAZINE, 2017, 55 (09) : 16 - 24
12345