|
自然语言处理、空天地一体化网络。
1. 期刊Drones(SCI二区)的编委和副主编;
2. 期刊CMC-Computers Materials & Continua(SCI四区)的编委;
3. 期刊International Journal of Computational Intelligence Systems(SCI四区)的编委和副主编;
教学、科研项目
1. 空天地一体化弹性网络关键技术研究,国家自然科学基金面上项目,2025.01-2028.12,62471493,49万,在研,主持
2. 面向原位数据计算的多层次多策略调度机制研究,山东省自然科学基金创新发展联合基金,2024.01-2026.12,ZR2023LZH017,115万,在研,主持
3. 面向差异化QoS需求的多域虚拟网络映射算法研究,山东省自然科学基金面上项目,2021.01-2023.12,ZR2020MF006,10万,已结题,主持
4. 面向空天地一体化网络差异化QoS需求的网络资源编排算法研究,教育部高等学校科学研究发展中心,2022.03-2023.02,2021FNA01001,10万,已结题,主持
5. 面向差异化QoS需求的空天地一体化虚拟网络资源编排算法研究,北京邮电大学网络与交换技术国家重点实验室开放基金,2021.06-2023.05,SKLNST-2021-1-17,3万,已结题,主持
论文论著
[1] Peiying Zhang, Ning Chen, Shibao Li, Kim-Kwang Raymond Choo, Chunxiao Jiang, Sheng Wu. Multi-Domain Virtual Network Embedding Algorithm based on Horizontal Federated Learning[J]. IEEE Transactions on Information Forensics and Security, 2023, 18: 3363-3375 (CCF A)
[2] Peiying Zhang, Yi Zhang, Neeraj Kumar, Mohsen Guizani, Ahmed Barnawi, Wei Zhang. Energy-Aware Positioning Service Provisioning for Cloud-Edge-Vehicle Collaborative Network Based on DRL and Service Function Chain[J]. IEEE Transactions on Mobile Computing, 2023, accepted (CCF A)
[3] Peiying Zhang, Pan Yang, Neeraj Kumar, Ching-Hsien Hsu, Sheng Wu, Fan Zhou. RRV-BC: Random Reputation Voting Mechanism and Blockchain Assisted Access Authentication for Industrial Internet of Things[J]. IEEE Transactions on Industrial Informatics, 2023, accepted (SCI一区,IEEE Trans,IF:10.215)
[4] Peiying Zhang*, Yanrong Hong, Neeraj Kumar*, Chunxiao Jiang. BC-EdgeFL: Defensive Transmission Model Based on Blockchain Assisted Reinforced Federated Learning in IIoT Environment[J]. IEEE Transactions on Industrial Informatics, 2022, 18(5): 3551-3561. (SCI一区,IEEE Trans,IF:10.215)
[5] Peiying Zhang*, Chao Wang, Chunxiao Jiang*, Zhu Han. Deep Reinforcement Learning Assisted Federated Learning Algorithm for Data Management of IIoT[J]. IEEE Transactions on Industrial Informatics, 2021, 17(12): 8475 - 8484. (SCI一区,IEEE Trans,IF:10.215)
[6] Peiying Zhang, Chao Wang, Gagangeet Singh Aujla*, Batth, Ranbir singh. ReLeDP: Reinforcement Learning Assisted Dynamic Pricing for Wireless Smart Grid[J]. IEEE Wireless Communications, 2021, 28(6): 62-69. (SCI一区,IF:11.979)
[7] Peiying Zhang*, Ning Chen, Shigen Shen, Shui Yu, Sheng Wu, Neeraj Kumar. Future Quantum Communications and Networking: A Review and Vision[J]. IEEE Wireless Communications, accepted, (SCI一区,IF:11.979)
[8] Peiying Zhang*, Chao Wang, Neeraj Kumar*, Chunxiao Jiang, Qinghua Lu, Kim-Kwang Raymond Choo, Joel J. P. C. Rodrigues. Artificial Intelligence Technologies for COVID-19-like Epidemics: Methods and Challenges[J]. IEEE Network, 2021, 35(3):27-33. (SCI一区,IF:10.693)
[9] Peiying Zhang, Ning Chen, Shigen Shen, Shui Yu, Neeraj Kumar, Ching-Hsien Hsu. AI-Enabled Space-Air-Ground Integrated Networks: Management and Optimization[J]. IEEE Network, 2023, accepted. (SCI一区,IF:10.693)
[10] Peiying Zhang*, Chao Wang, Neeraj Kumar*, Lei Liu. Space-Air-Ground Integrated Multi-domain Network Resource Orchestration based on Virtual Network Architecture: a DRL Method[J]. IEEE Transactions on Intelligent Transportation Systems, 2022, 23(3): 2798-2808. (SCI一区,IEEE Trans,IF:6.319)
1. 2017年,北京邮电大学博士国家奖学金;
2. 2011年,中国石油大学(华东)青年教师讲课比赛二等奖;
3. 2009年,中国石油大学(华东)青年教师讲课比赛三等奖。
指导学生
自2019年以来共指导培养硕士研究生26名:每年招收4名硕士,联系电话:13864740920.
2019级硕士4名(4名获硕士国家奖学金);其中1人获“学术十杰”提名;
2020级硕士5名(4名获硕士国家奖学金);其中1人获“学术十杰”提名;
2021级硕士5名(4名获国家奖学金);其中2人获学校首届“工程十佳”奖;
2022级硕士6名;
2023级硕士6名;