Smart City Gnosys
Smart city article details
| Title | Federated Learning For Vanet Based On Homomorphic Encryption |
|---|---|
| ID_Doc | 26354 |
| Authors | Liu B.; Liu X.; Gao S.; Yu B.; Zuo P. |
| Year | 2023 |
| Published | Proceedings - 2023 Cross Strait Radio Science and Wireless Technology Conference, CSRSWTC 2023 |
| DOI | http://dx.doi.org/10.1109/CSRSWTC60855.2023.10427366 |
| Abstract | VANET is a key technology to realize intelligent transportation services in smart cities. The traditional VANET cloud intelligent model has the risk of user privacy disclosure. In this paper, a federated learning (FL) method for VANET based on homomorphic encryption is proposed. Node functions are reasonably designed according to VANET scenarios, and local training node algorithm, node selection algorithm and global model update algorithm are designed. The analysis shows that the scheme can improve the security of the distributed training model based on FL. The user privacy of vehicle nodes could be protected, and the common malicious node attacks could be resisted, such as routing spoofing attacks, witch attacks, wormhole attacks and black hole attacks. © 2023 IEEE. |
| Author Keywords | distributed; federated learning; homomorphic encryption; VANET |
Similar Articles
| Id | Similarity | Authors | Title | Published |
|---|---|---|---|---|
43124  | 0.879 | Naresh V.S.; Ayaaappa D. | Privacy Preserving Hierarchical Federated Learning Approach For Secure Urban Mobility Prediction | Peer-to-Peer Networking and Applications, 18, 4 (2025) |
| 26308 | 0.871 | Sepasgozar S.S.; Pierre S. | Fed-Ntp: A Federated Learning Algorithm For Network Traffic Prediction In Vanet | IEEE Access, 10 (2022) |
| 12606 | 0.855 | Singh S.K.; Park L.; Park J.H. | Blockchain-Based Federated Approach For Privacy-Preserved Iot-Enabled Smart Vehicular Networks | International Conference on ICT Convergence, 2022-October (2022) |
| 47639 | 0.853 | Hijazi N.M.; Aloqaily M.; Guizani M.; Ouni B.; Karray F. | Secure Federated Learning With Fully Homomorphic Encryption For Iot Communications | IEEE Internet of Things Journal, 11, 3 (2024) |
| 33323 | 0.851 | Arya M.; Sastry H.; Dewangan B.K.; Rahmani M.K.I.; Bhatia S.; Muzaffar A.W.; Bivi M.A. | Intruder Detection In Vanet Data Streams Using Federated Learning For Smart City Environments | Electronics (Switzerland), 12, 4 (2023) |