A Collaborative V2X Data Correction Method for Road Safety
Abstract
Driving safety is one of the most important points to concern on the road. Vehicles constantly generate messages under vehicle-to-everything (V2X) assisted driving. Especially, in dense urban environments, the massive messages carrying precise data can help us to improve road safety. However, vehicles do not always provide accurate data due to a variety of reasons, such as defective vehicle sensors, or selfish. It is critical to check and analyze the data supplied by vehicles in real time and correct the possible errors to eliminate the unsafe issues. In this article, we introduce a cOllaborative vehiClE dAta correctioN method (OCEAN) based on rationality and$Q$-learning techniques to correct the error V2X data for ensuring the driving safety of vehicles on the road, which can be deployed on both vehicles and road side unit. Extensive experimental results show that OCEAN can detect error V2X data up to 80$\%$and cut down 60$\%$average error distance for most attributes in vehicle data.
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Several other V2X services have varying latency, reliability, and bandwidth requirements.
“Several other V2X services have varying latency, reliability, and bandwidth requirements.”
From Towards 6G V2X Sidelink: Survey of Resource Allocation—Mathematical Formulations, Challenges, and Proposed Solutions (2024) · cites this paper as [132]
Cites
Reinforcement Learning: An Introduction
Sutton, R. S., & Barto, A. G. (1998) · IEEE Transactions on Neural Networks · doi:10.1109/tnn.1998.712192 · Cited by 27,225 · see citing works
Watkins, C. J. C. H., & Dayan, P. (1992) · Machine Learning · doi:10.1007/bf00992698 · Cited by 9,083 · see citing works
OpenStreetMap: User-Generated Street Maps
Haklay, M., & Weber, P. (2008) · IEEE Pervasive Computing · doi:10.1109/mprv.2008.80 · Cited by 3,208 · see citing works
(2012) · elib (German Aerospace Center) · Cited by 1,994 · see citing works
Vehicle-to-Everything (v2x) Services Supported by LTE-Based Systems and 5G
Chen, S., Hu, J., Shi, Y., Peng, Y., Fang, J., Zhao, R., & Li, Z. (2017) · IEEE Communications Standards Magazine · doi:10.1109/mcomstd.2017.1700015 · Cited by 924 · see citing works
Interworking of DSRC and Cellular Network Technologies for V2X Communications: A Survey
Abboud, K., Omar, H. A., & Zhuang, W. (2016) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2016.2591558 · Cited by 785 · see citing works
Evolutionary V2X Technologies Toward the Internet of Vehicles: Challenges and Opportunities
Zhou, H., Xu, W., Chen, J., & Wang, W. (2020) · Proceedings of the IEEE · doi:10.1109/jproc.2019.2961937 · Cited by 662 · see citing works
Siegel, J. E., Erb, D. C., & Sarma, S. E. (2017) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2017.2749459 · Cited by 460 · see citing works
A survey of attacks and detection mechanisms on intelligent transportation systems: VANETs and IoV
Sakiz, F., & Şen, S. (2017) · Ad Hoc Networks · doi:10.1016/j.adhoc.2017.03.006 · Cited by 422 · see citing works
Contour Stella Image and Deep Learning for Signal Recognition in the Physical Layer
Lin, Y., Tu, Y., Dou, Z., Chen, L., & Mao, S. (2020) · IEEE Transactions on Cognitive Communications and Networking · doi:10.1109/tccn.2020.3024610 · Cited by 416 · see citing works
A Vision of C-V2X: Technologies, Field Testing, and Challenges With Chinese Development
Chen, S., Hu, J., Shi, Y., Zhao, L., & Li, W. (2020) · IEEE Internet of Things Journal · doi:10.1109/jiot.2020.2974823 · Cited by 408 · see citing works
Self-citationLarge-scale real-world radio signal recognition with deep learning
Tu, Y., Lin, Y., Zha, H., Ju, Z., Wang, Y., Gui, G., & Mao, S. (2021) · Chinese Journal of Aeronautics · doi:10.1016/j.cja.2021.08.016 · Cited by 361 · see citing works
Securing Vehicle-to-Everything (V2X) Communication Platforms
Hasan, M., Mohan, S., Shimizu, T., & Lu, H. (2020) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2020.2987430 · Cited by 275 · see citing works
Transfer Learning Promotes 6G Wireless Communications: Recent Advances and Future Challenges
Wang, M., Lin, Y., Tian, Q., & Si, G. (2021) · IEEE Transactions on Reliability · doi:10.1109/tr.2021.3062045 · Cited by 250 · see citing works
Artificial intelligence for edge service optimization in Internet of Vehicles: A survey
Xu, X., Li, H., Xu, W., Liu, Z., Yao, L., & Dai, F. (2021) · Tsinghua Science & Technology · doi:10.26599/tst.2020.9010025 · Cited by 207 · see citing works
Misbehaviour prediction for autonomous driving systems
Stocco, A., Weiß, M., Calzana, M., & Tonella, P. (2020) · ACM/IEEE International Conference on Software Engineering: Companion Proceedings (ICSE-Companion) · doi:10.1145/3377811.3380353 · Cited by 166 · see citing works
Collaborative Learning of Communication Routes in Edge-Enabled Multi-Access Vehicular Environment
Wu, C., Liu, Z., Liu, F., Yoshinaga, T., Ji, Y., & Li, J. (2020) · IEEE Transactions on Cognitive Communications and Networking · doi:10.1109/tccn.2020.3002253 · Cited by 162 · see citing works
Computation Offloading in Beyond 5G Networks: A Distributed Learning Framework and Applications
Chen, X., Wu, C., Liu, Z., Zhang, N., & Ji, Y. (2021) · IEEE Wireless Communications · doi:10.1109/mwc.001.2000296 · Cited by 153 · see citing works
Misbehavior Detection for Position Falsification Attacks in VANETs Using Machine Learning
Ercan, S., Ayaida, M., & Messai, N. (2021) · IEEE Access · doi:10.1109/access.2021.3136706 · Cited by 117 · see citing works
Intelligent Content Caching Strategy in Autonomous Driving Toward 6G
Zhao, L., Li, H., Lin, N., Lin, M., Fan, C., & Shi, J. (2021) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2021.3114199 · Cited by 85 · see citing works
Self-citationPhysical layer plausibility checks for misbehavior detection in V2X networks
So, S., Petit, J., & Starobinski, D. (2019) · ACM Conference on Security and Privacy in Wireless and Mobile Networks (WiSec) · doi:10.1145/3317549.3323406 · Cited by 82 · see citing works
A Novel Prediction-Based Temporal Graph Routing Algorithm for Software-Defined Vehicular Networks
Zhao, L., Li, Z., Al‐Dubai, A., Min, G., Li, J., Hawbani, A., & Zomaya, A. Y. (2021) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2021.3123276 · Cited by 66 · see citing works
Self-citationTowards Experienced Anomaly Detector Through Reinforcement Learning
Huang, C., Wu, Y., Zuo, Y., Pei, K., & Min, G. (2018) · Proceedings of the AAAI Conference on Artificial Intelligence · doi:10.1609/aaai.v32i1.12130 · Cited by 59 · see citing works
Cooperative Sybil Attack Detection for Position Based Applications in Privacy Preserved VANETs
Hao, Y. S., Tang, J., & Cheng, Y. (2011) · Globecom · doi:10.1109/glocom.2011.6134242 · Cited by 58 · see citing works
A Misbehavior Authority System for Sybil Attack Detection in C-ITS
Kamel, J., Haidar, F., Jemaa, I. B., Kaiser, A., Lonc, B., & Urien, P. (2019) · 2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON) · doi:10.1109/uemcon47517.2019.8993045 · Cited by 56 · see citing works
A sybil attack detection approach using neighboring vehicles in VANET
Grover, J., Gaur, M. S., Laxmi, V., & Prajapati, N. K. (2011) · International Conference on Security of Information and Networks (SIN) · doi:10.1145/2070425.2070450 · Cited by 55 · see citing works
SPIDER: A Social Computing Inspired Predictive Routing Scheme for Softwarized Vehicular Networks
Zhao, L., Zheng, T., Lin, M., Hawbani, A., Shang, J., & Fan, C. (2021) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2021.3122438 · Cited by 55 · see citing works
Self-citationWang, X., Zhu, Y., Han, S., Yang, L., Gu, H., & Wang, F. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3109276 · Cited by 47 · see citing works
Intelligent Mobile Edge Caching for Popular Contents in Vehicular Cloud Toward 6G
Liu, P., Zhang, Y., Fu, T., & Hu, J. W. (2021) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2021.3076304 · Cited by 32 · see citing works
A Survey of the Inadequacies in Traffic Sign Recognition Systems for Autonomous Vehicles
Magnussen, A. F., Le, N., Hu, L., & Wong, W. E. (2020) · International Journal of Performability Engineering · doi:10.23940/ijpe.20.10.p10.15881597 · Cited by 24 · see citing works
Toward Achieving Fine-Grained Access Control of Data in Connected and Autonomous Vehicles
Cui, J., Chen, X., Zhang, J., Zhang, Q., & Zhong, H. (2020) · IEEE Internet of Things Journal · doi:10.1109/jiot.2020.3041860 · Cited by 24 · see citing works
Zhong, H., Pan, L., Zhang, Q., & Cui, J. (2019) · IEEE Access · doi:10.1109/access.2019.2933137 · Cited by 21 · see citing works
Big Data Architectures for Vehicle Data Analysis
Prehofer, C., & Mehmood, S. (2020) · IEEE International Conference on Big Data (BigData) · doi:10.1109/bigdata50022.2020.9378397 · Cited by 21 · see citing works
Toward Keyword Extraction in Constrained Information Retrieval in Vehicle Social Network
Yang, Z., Yu, H., Tang, J., & Liu, H. (2019) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2019.2906799 · Cited by 19 · see citing works
Data Verification and Misbehavior Detection in Vehicular Ad-hoc Networks
Ghaleb, F. A. A., Zainal, A. B., & Rassam, M. A. (2015) · Jurnal Teknologi · doi:10.11113/jt.v73.4190 · Cited by 18 · see citing works
Physical signal-driven fusion for V2X misbehavior detection
Nguyen, V.-L., Lin, P.-C., & Hwang, R.-H. (2019) · 2019 IEEE Vehicular Networking Conference (VNC) · doi:10.1109/vnc48660.2019.9062815 · Cited by 15 · see citing works
Kubernetes Virtual Warehouse Placement based on Reinforcement Learning
Li, H., Li, D., Eric, W. W., Zeng, D., & Zhao, M. (2021) · International Journal of Performability Engineering · doi:10.23940/ijpe.21.07.p2.579588 · Cited by 13 · see citing works
Reinforcement Learning-based Misbehaviour Detection in V2X Scenarios
Sedar, R., Kalalas, C., Vázquez-Gallego, F., & Alonso-Zárate, J. (2021) · IEEE International Mediterranean Conference on Communications and Networking (MeditCom) · doi:10.1109/meditcom49071.2021.9647514 · Cited by 12 · see citing works
To Tolerate or To Impute Missing Values in V2X Communications Data?
Razavi‐Far, R., Wan, D., Saif, M., & Mozafari, N. (2021) · IEEE Internet of Things Journal · doi:10.1109/jiot.2021.3126749 · Cited by 12 · see citing works
DDoS Attack Real-Time Defense Mechanism using Deep Q-Learning Network
Feng, W., & Wu, Y. (2020) · International Journal of Performability Engineering · doi:10.23940/ijpe.20.09.p5.13621373 · Cited by 7 · see citing works
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PPRU: A Privacy-Preserving Reputation Updating Scheme for Cloud-Assisted Vehicular Networks
Liu, Z., Wan, L., Guo, J., Huang, F., Feng, X., Wang, L., & Ma, J. (2023) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2023.3340723 · Cited by 205 · see citing works
Liao, H., Zhou, Z., Liu, N., Zhang, Y., Xu, G., Wang, Z., & Mumtaz, S. (2022) · IEEE Transactions on Industrial Informatics · doi:10.1109/tii.2022.3194840 · Cited by 154 · see citing works
Self-citationYang, J., Jia, L., Guo, Z., Shen, Y., Li, X., Mou, Z., Yu, K., & Lin, J. C. (2023) · Engineering Applications of Artificial Intelligence · doi:10.1016/j.engappai.2023.106002 · Cited by 105 · see citing works
Self-citationYang, J., Lin, F., Chakraborty, C., Yu, K., Guo, Z., Nguyen, A., & Rodrigues, J. J. P. C. (2023) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2023.3237960 · Cited by 98 · see citing works
Self-citationOpportunistic capacity based resource allocation for 6G wireless systems with network slicing
Jie, H., Yang, F., Chakraborty, C., Guo, Z., Zhang, H., Li, Z., & Yu, K. (2022) · Future Generation Computer Systems · doi:10.1016/j.future.2022.10.032 · Cited by 89 · see citing works
Self-citationAutonomous Behavioral Decision for Vehicular Agents Based on Cyber-Physical Social Intelligence
Guo, Z., Meng, D., Chakraborty, C., Fan, X.-R., Bhardwaj, A., & Yu, K. (2022) · IEEE Transactions on Computational Social Systems · doi:10.1109/tcss.2022.3212864 · Cited by 85 · see citing works
Self-citationDeep Collaborative Intelligence-Driven Traffic Forecasting in Green Internet of Vehicles
Guo, Z., Yu, K., Kostromitin, K. I., Mumtaz, S., Wei, W., Shi, P. J., & Rodrigues, J. J. P. C. (2022) · IEEE Transactions on Green Communications and Networking · doi:10.1109/tgcn.2022.3193849 · Cited by 75 · see citing works
Self-citationAnnu, & Rajalakshmi, P. (2024) · IEEE Open Journal of Vehicular Technology · doi:10.1109/ojvt.2024.3368240 · Cited by 73 · see citing works
Tian, Y., Wang, J., Wang, Y., Zhao, C., Yao, F., & Wang, X. (2022) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2022.3197815 · Cited by 72 · see citing works
Xiao-gang, Z., Ma, F., Ding, F., Guo, Z., Yang, J., & Yu, K. (2023) · IEEE Internet of Things Journal · doi:10.1109/jiot.2023.3297834 · Cited by 72 · see citing works
Self-citationSangeetha, S., Logeshwaran, J., Faheem, M., Kannadasan, R., Sundararaju, S., & Vijayaraja, L. (2024) · The Journal of Engineering · doi:10.1049/tje2.12358 · Cited by 69 · see citing works
Kang, M., Lee, W., Hwang, K., & Yoon, Y. (2022) · Sustainability · doi:10.3390/su14159680 · Cited by 45 · see citing works
Overtaking Feasibility Prediction for Mixed Connected and Connectionless Vehicles
Zhao, L., Qian, H., Hawbani, A., Al‐Dubai, A., Tan, Z., Yu, K., & Zomaya, A. Y. (2024) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2024.3398602 · Cited by 42 · see citing works
Self-citationLiu, Z., Weng, Y., Xu, R., Chaomurilige, C., & Kim, J. (2023) · IEEE Transactions on Consumer Electronics · doi:10.1109/tce.2023.3327216 · Cited by 31 · see citing works
Utility-Oriented Optimization for Video Streaming in UAV-Aided MEC Network: A DRL Approach
Miao, J., Bai, S., Mumtaz, S., Zhang, Q., & Mu, J. (2024) · IEEE Transactions on Green Communications and Networking · doi:10.1109/tgcn.2024.3352173 · Cited by 30 · see citing works
Self-citationSustainable and Transferable Traffic Sign Recognition for Intelligent Transportation Systems
Cao, W., Wu, Y., Chakraborty, C., Li, D., Zhao, L., & Ghosh, S. K. (2022) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2022.3215572 · Cited by 30 · see citing works
Self-citationRen, Q., Lin, S., Cai, Y., Deng, X., Kong, L., Mumtaz, S., & Ai, B. (2024) · IEEE Transactions on Wireless Communications · doi:10.1109/twc.2024.3493240 · Cited by 29 · see citing works
Self-citationEnergy-efficient task offloading in fog computing for 5G cellular network
Muhamad, W. N. W., Aris, S. S. M., Dimyati, K., Javed, M. A., Idris, A., Ali, D. M., & Abdullah, E. (2024) · Engineering Science and Technology an International Journal · doi:10.1016/j.jestch.2024.101628 · Cited by 27 · see citing works
Sultana, R., Grover, J., & Tripathi, M. (2024) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2024.101962 · Cited by 23 · see citing works
Large Model-Assisted Federated Learning for Object Detection of Autonomous Vehicles in Edge
Behera, S., Adhikari, M., Menon, V. G., & Khan, M. A. (2024) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2024.3404097 · Cited by 23 · see citing works
Mei, Y., Han, W., Li, S., Lin, K., Tian, Z., & Li, S. (2024) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2024.3360260 · Cited by 22 · see citing works
Error Performance of RIS-Assisted NOMA Networks with Imperfect Channel State Information
Cao, G., Li, M., Yuan, H., Chen, W., Li, L., & Raouf, A. (2023) · IEEE Vehicular Technology Conference · doi:10.1109/vtc2023-spring57618.2023.10199367 · Cited by 20 · see citing works
Wu, Y., Liu, X., Wang, Y., Li, Q., Guo, Z., & Jiang, Y. Y. (2023) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2023.103208 · Cited by 19 · see citing works
An Improved Convolutional Neural Network-Based Scene Image Recognition Method
Wang, P., Qiao, J., & Liu, N. (2022) · Computational Intelligence and Neuroscience · doi:10.1155/2022/3464984 · Cited by 18 · see citing works
Resilience Assessment of Multimodal Urban Transport Networks
Chen, Y., Wang, X., Song, X., Jia, J., Chen, Y., & Shang, W. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126622503108 · Cited by 17 · see citing works
Bai, X., Dong, P., Huang, Y., Kumari, S., Yu, H., & Ren, Y. (2024) · IEEE Internet of Things Journal · doi:10.1109/jiot.2024.3386691 · Cited by 17 · see citing works
Delving Into the Secrets of BEV 3D Object Detection in Autonomous Driving: A Comprehensive Survey
Li, H., Zhao, Y., Zhong, J., Wang, B., Sun, C., & Sun, F. (2025) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2025.3624830 · Cited by 16 · see citing works
Sharma, S., Ghosh, S., Bhatnagar, M. R., & Panigrahi, B. K. (2024) · IEEE Transactions on Mobile Computing · doi:10.1109/tmc.2024.3449374 · Cited by 16 · see citing works
Flexible and Secure Cross-Domain Signcrypted Data Authorization in Multi-Platoon Vehicular Networks
Zhao, Y., Yu, H., Yang, Y., Xu, L., Pan, S., & Ren, Y. (2023) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2023.3324016 · Cited by 16 · see citing works
Han, S., Bai, Y., Zhang, T., Chen, Y., & Tellambura, C. (2024) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2024.3368510 · Cited by 16 · see citing works
Su, W., Xu, G., He, Z., Machica, I. K. D., Quimno, V., Du, Y. P., & Kong, Y. (2023) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501682 · Cited by 15 · see citing works
Sohaib, R. M., Onireti, O., Sambo, Y. A., Swash, M. R., & Imran, M. A. (2024) · IEEE Transactions on Network and Service Management · doi:10.1109/tnsm.2024.3400605 · Cited by 14 · see citing works
CF-AIDS: Comprehensive Frequency-Agnostic Intrusion Detection System on In-Vehicle Network
Islam, M. R., Sahlabadi, M., Kim, K. H., Kim, Y., & Yim, K. (2023) · IEEE Access · doi:10.1109/access.2023.3346943 · Cited by 13 · see citing works
Li, M., Cao, G., Bouanani, F. E., Huang, S., Chen, W., Han, Z., & Muhaidat, S. (2023) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2023.3315119 · Cited by 12 · see citing works
An Improved Sparrow Search Algorithm for Location Optimization of Logistics Distribution Centers
Ou, Y., Lei, Y., & Yan, A. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501505 · Cited by 11 · see citing works
Multimodal 3D Object Detection Based on Sparse Interaction in Internet of Vehicles
Li, H., Ge, T., Bai, K., Nie, G., Xu, L., Ai, X., & Cao, S. (2024) · IEEE Transactions on Vehicular Technology · doi:10.1109/tvt.2024.3357492 · Cited by 11 · see citing works
Computer Vision-Based Cashew Nuts Grading System Using Machine Learning Methods
Sivaranjani, A., & Senthilrani, S. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500494 · Cited by 11 · see citing works
Lee, D.-H., Kim, C.-M., Song, H.-S., Lee, Y.-H., & Chung, W.-S. (2023) · Sensors · doi:10.3390/s23031421 · Cited by 11 · see citing works
An intelligent scheduling control method for smart grid based on deep learning
Tong, Z., Zhou, Y., & Xu, K. (2023) · Mathematical Biosciences & Engineering · doi:10.3934/mbe.2023331 · Cited by 11 · see citing works
A Novel Power Allocation Algorithm for Minimizing Energy Consumption in D2D Communication Systems
Du, N., Zhou, C., Shen, H., Chakraborty, C., Yang, J., & Yu, K. (2023) · IEEE Systems Journal · doi:10.1109/jsyst.2023.3281861 · Cited by 10 · see citing works
Self-citationAutomatic Background Filtering for Cooperative Perception Using Roadside LiDAR
Liu, J., Zhao, J., Guo, J., Zou, C., Yin, X., Cheng, X., & Khan, F. (2023) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2023.3342178 · Cited by 10 · see citing works
Lv, S., Qin, Y., Gan, W., Xu, Z., & Shi, L. (2024) · International Journal of General Systems · doi:10.1080/03081079.2024.2345876 · Cited by 10 · see citing works
Xi, M., Wen, J., He, J., Xiao, S., & Yang, J. (2025) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2024.3524730 · Cited by 9 · see citing works
A CP-ABE-based access control scheme with cryptographic reverse firewall for IoV
Yang, X., Luo, X., Liao, Z., Wang, W., Du, X., & Li, S. (2025) · Journal of Systems Architecture · doi:10.1016/j.sysarc.2025.103331 · Cited by 9 · see citing works
Hou, Y., Cao, Y., Xiong, H., Sun, Z., Mumtaz, S., & Tian, D. (2024) · IEEE Transactions on Intelligent Vehicles · doi:10.1109/tiv.2024.3388724 · Cited by 8 · see citing works
Self-citationFeng, T., Wenjuan, E., Kong, X., Li, B., Wang, X., Hu, X., Ding, Y., Zheng, J., & Duan, X. (2025) · Transportmetrica B Transport Dynamics · doi:10.1080/21680566.2025.2475216 · Cited by 8 · see citing works
Zhang, Y., & Wang, Y. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501724 · Cited by 8 · see citing works
Feng, J., Huang, B., Zhou, X., & Jin, X. (2024) · IEEE Transactions on Consumer Electronics · doi:10.1109/tce.2024.3384438 · Cited by 8 · see citing works
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Wang, X., Jia, X., Zhang, M., & Lu, H. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500809 · Cited by 7 · see citing works
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Chen, B., Guan, K., He, D., Xie, P., Zhong, Z. D., Dou, J., Mumtaz, S., & Bazzi, W. M. (2023) · Globecom · doi:10.1109/globecom54140.2023.10437063 · Cited by 7 · see citing works
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Sivanantham, T., & Sethuraman, S. C. (2026) · Wireless Personal Communications · doi:10.1007/s11277-025-11897-y · Cited by 6 · see citing works
Wang, J., Si, Q., Song, Z., Wang, D., & Yao, H. (2023) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2023.3339643 · Cited by 6 · see citing works
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Zhang, Z., Liu, B., Du, W., & Feng, W. (2022) · IEEE Access · doi:10.1109/access.2022.3194848 · Cited by 6 · see citing works
Zhang, J., Zhu, Y., & Zhao, Z. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500901 · Cited by 6 · see citing works
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Gu, F., Yang, X., Li, X., & Deng, H. (2022) · Electronics · doi:10.3390/electronics11142130 · Cited by 6 · see citing works
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Ren, X., Wu, J., Pan, Q., & Mumtaz, S. (2023) · Globecom · doi:10.1109/globecom54140.2023.10437533 · Cited by 5 · see citing works
Self-citationYang, X., Luo, X., Liu, R., Li, S., & Yao, K. (2025) · PLoS ONE · doi:10.1371/journal.pone.0322185 · Cited by 5 · see citing works
Xie, X., Li, C., Liu, Y., Song, J., Ahn, J., & Zhang, Z. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501785 · Cited by 5 · see citing works
VANET Severity Classification in BSM Messages with a Novel Naïve Bayes Feature Selection
Putrada, A. G., Alamsyah, N., Pane, S. F., Fauzan, M. N., & Perdana, D. (2023) · International Conference on Advancement in Data Science, E-learning and Information System (ICADEIS) · doi:10.1109/icadeis58666.2023.10270917 · Cited by 5 · see citing works
Shi, Z., Li, B., & Wang, X. (2023) · Alexandria Engineering Journal · doi:10.1016/j.aej.2023.11.016 · Cited by 5 · see citing works
Cui, W., Na, D. E., & Zhang, Y. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501165 · Cited by 5 · see citing works
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Li, J. (2023) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623502687 · Cited by 4 · see citing works
Mao, Z., Ma, K., Li, Y., Kuang, C., Tang, Y., Zhu, S., Zhang, X., Zhang, P., & Qin, Q. (2023) · IEEE Sensors Journal · doi:10.1109/jsen.2023.3274654 · Cited by 4 · see citing works
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Han, S., Yongqiang, B., Chen, Y., & Tellambura, C. (2023) · IEEE International Conference on Digital Twins and Parallel Intelligence (DTPI) · doi:10.1109/dtpi59677.2023.10365435 · Cited by 4 · see citing works
Xia, M., Lin, J., Ying, L., Sun, J., Chi, K., Gao, K., & Yu, K. (2022) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2022.3200747 · Cited by 4 · see citing works
Self-citationKumar, R., & Mukherjee, J. C. (2023) · Ad Hoc Networks · doi:10.1016/j.adhoc.2023.103239 · Cited by 4 · see citing works
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Yang, T., & Zheng, B. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623501876 · Cited by 3 · see citing works
Zeng, Z., Zhao, C., Wang, S., Ji, Y., Wang, C., & Du, Y. (2025) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2025.3580549 · Cited by 3 · see citing works
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Tang, H., Du, M., Wu, H., Jiao, P., & Li, R. (2025) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2025.3590519 · Cited by 3 · see citing works
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Wang, G., & Zhou, J. (2022) · Computational Intelligence and Neuroscience · doi:10.1155/2022/3192552 · Cited by 3 · see citing works
Liu, Y., & Liu, Y. (2023) · Mathematical Biosciences & Engineering · doi:10.3934/mbe.2023330 · Cited by 3 · see citing works
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Wen-bo, X., Fan, W., Li, J., Alfarraj, O., Tolba, A. K. R., & Huang, T. (2023) · IEEE Access · doi:10.1109/access.2023.3251733 · Cited by 3 · see citing works
Song, J. (2022) · Mathematical Problems in Engineering · doi:10.1155/2022/6079641 · Cited by 2 · see citing works
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Qian, H., Chai, H., Hawbani, A., Bi, Y., Lin, N., & Zhao, L. (2024) · IEEE Transactions on Mobile Computing · doi:10.1109/tmc.2024.3494713 · Cited by 2 · see citing works
Self-citationLu, Y. (2022) · Mathematical Problems in Engineering · doi:10.1155/2022/1832343 · Cited by 2 · see citing works
Zhou, Z. (2023) · Mathematical Biosciences & Engineering · doi:10.3934/mbe.2023425 · Cited by 2 · see citing works
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Tian, S., Ju, Y., Liu, L., Pei, Q., Zhang, N., Wu, C., & Mumtaz, S. (2023) · Globecom · doi:10.1109/globecom54140.2023.10437887 · Cited by 2 · see citing works
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Wang, J., Zhu, Y., Ni, J., Wang, H., & Yao, Y. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s021812662350055x · Cited by 2 · see citing works
Yan, W., Hong, W., Zuo, M., Li, H., Zhang, Q., Lu, Q., Zhao, C., & Wang, S. (2022) · Computational Intelligence and Neuroscience · doi:10.1155/2022/5932554 · Cited by 2 · see citing works
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Dushkin, R. V., Klimov, V. V., & Tkachenko, A. (2024) · Studies in computational intelligence · doi:10.1007/978-3-031-76516-2_10 · Cited by 1 · see citing works
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He, C., Zhang, Z., Cai, Y., Wang, H., Chen, L., Peng, J., & Huang, F. (2025) · Telecommunication Systems · doi:10.1007/s11235-025-01369-w · Cited by 1 · see citing works
Jiang, W., & Wang, N. (2025) · IEEE Transactions on Mobile Computing · doi:10.1109/tmc.2025.3646450 · Cited by 1 · see citing works
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Varshini, K., & Uthra, R. A. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s021812662350041x · Cited by 1 · see citing works
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Vinoth, R., & Sasireka, R. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500640 · Cited by 1 · see citing works
Villar, L. E. D. B., Baldoncini, M., Campero, Á., & Demichelis, M. E. (2025) · Surgical Neurology International · doi:10.25259/sni_303_2025 · Cited by 1 · see citing works
Information Separation Network for Domain Adaptation Learning
Zhang, Z., Gao, Z., Li, X., Lee, C., & Lin, W. (2022) · Electronics · doi:10.3390/electronics11081254 · Cited by 1 · see citing works
Cooperative Autonomous Driving for Urban Intersections Assisted by Vehicular Sensor Networks
Zhou, M., Wang, P., Ding, Z., Liu, Z., Niu, J., Shen, J., & He, L. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500056 · Cited by 1 · see citing works
Transformation Invariant Pashto Handwritten Text Classification and Prediction
Shabir, M., Islam, N., Jan, Z., & Khan, I. U. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500202 · Cited by 1 · see citing works
A Novel Method of Trace Message Decoding and the Performance Analysis
Guo, S., Li, J., Cao, X., Wang, C., Song, C., Cheng, X., Dong, R., Wang, T., & Liu, X. (2023) · Lecture notes in electrical engineering · doi:10.1007/978-981-19-9968-0_122 · Cited by 1 · see citing works
Performance Analysis of IEEE 802.11p for the Internet of Vehicles with Bursty Packet Errors
Wang, N., & Hu, J. W. (2022) · IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom) · doi:10.1109/trustcom56396.2022.00203 · Cited by 1 · see citing works
Toward Design and Implementation of Self-Balancing Robot Using Deep Learning
Nagrath, P., Jain, R., Agarwal, D., Chaudhary, G., & Huang, T. (2023) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623502602 · Cited by 1 · see citing works
Resource Slicing Strategy for Services Co-Existence in Wireless Train Communication Network
Ren, Q., Lin, S., Li, Y., Li, S., Kong, L., Mumtaz, S., & Ai, B. (2023) · Globecom · doi:10.1109/globecom54140.2023.10437735 · Cited by 1 · see citing works
Self-citationMa, Y., Hua, Q., Wen, Z., Zhang, R., Zhang, Y., & Li, H. (2022) · Security and Communication Networks · doi:10.1155/2022/1249393
Vibration and Constitutive Relations of Viscoelastic Cantilever Beam of HTPB Propellant
Gao, B., & Li, Z. (2022) · Mathematical Problems in Engineering · doi:10.1155/2022/7445434
Energy Efficiency Optimization with SINR Constraints in Downlink MIMO-NOMA Systems
Xu, F., & Zhang, H. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126622503157
A Deep Learning-Based Fast Route Planning Model for Location-Based Social Networks
Yang, D. (2022) · Journal of Circuits Systems and Computers · doi:10.1142/s0218126623500287
2022 Index IEEE Transactions on Reliability Vol. 71
(2022) · IEEE Transactions on Reliability · doi:10.1109/tr.2022.3230279
- Authors
- Zhao, L., Chai, H., Han, Y., Yu, K., & Mumtaz, S.
- Affiliations
- Shenyang Aerospace University (CN)
- School of Computer Science, Shenyang Aerospace University, Shenyang, China
- Waseda University (JP)
- University of Aveiro (PT)
- Venue
- IEEE Transactions on Reliability
- Published
- 2022-06
- Volume
- 71
- Issue
- 2
- Pages
- 951-962
- ISSN
- 0018-9529 (ISSN-L)
- 1558-1721
- OpenAlex
- W4225976909
- Cited by
- 110
- References
- 42
- Citations by year
- 2026: 5 · 2025: 12 · 2024: 22 · 2023: 34 · 2022: 37
- FWCI
- 7.19
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- IEEE Transactions on Reliability (publishedVersion)
- Funders
- Department of Science and Technology of Liaoning Province
- Science Foundation of Liaoning Province (2020-MS-237)
- Fujian Normal University (202001)
- Topics
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Vehicular Ad Hoc Networks (VANETs)
- Physical Sciences › Engineering › Mechanical Engineering › IoT and GPS-based Vehicle Safety Systems
- Physical Sciences › Engineering › Automotive Engineering › Autonomous Vehicle Technology and Safety
- Keywords
- vehicle-to-everything communication, error detection, road safety, Q-learning, rationality, roadside units, dense urban areas
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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