自然语言处理、深度强化学习、网络人工智能、未来网络架构、网络虚拟化等。

《软件工程》、《面向对象方法学》、《软件体系结构》等。

1.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，No. ZR2020MF006，10万，主持

2.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，No. SKLNST-2021-1-17，3万，主持

3. 面向深层油藏精细描述的地质知识库研究与开发，中石油重大科技项目，2020.05-2022.12，ZD2019-183-006，150.4万，主持

4. 网络负载均衡高可用技术，中国电子科技集团公司第五十四研究所技术开发项目，2020.12-2021.06，HX20201218，33万，主持

T0期刊列表：

[1]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, accepted. (SCI一区，IF：11.979)

[2]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, 2021, 17(22):8475-8484. (SCI一区，IEEE Trans，IF：10.215)

[3]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)

[4]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. doi: 1109/TII.2021.3064351. (SCI一区，IEEE Trans，IF：10.215)

T1期刊列表：

[1]Peiying Zhang,Peng Gan, Gagangeet Singh Aujla, and Ranbir Singh Batth. Reinforcement Learning for Edge Device Selection using Social Attribute Perception in Industry 4.0[J]. IEEE Internet of Things Journal, 2021, PP(99): 1-1. DOI: 10.1109/JIOT.2021.3088577. (SCI一区，IF：9.936)

[2]Peiying Zhang*, Xue Pang, Neeraj Kumar*, Gagangeet Singh Aujla, Haotong Cao. A Reliable Data-Transmission Mechanism Using Blockchain in Edge Computing Scenarios[J]. IEEE Internet of Things Journal, 2020, PP(99): 1-1, doi: 10.1109/JIOT.2020.3021457. (SCI一区，IF：9.936)

[3]Peiying Zhang*, Chao Wang, Chunxiao Jiang, Neeraj Kumar, Qinghua Lu. Resource Management and Security Scheme of ICPSs and IoT Based on VNE Algorithm[J]. IEEE Internet of Things Journal, 2021, PP(99): 1-1. 10.1109/JIOT.2021.3068158. (SCI一区，IF：9.936)

[4]Peiying Zhang, Chao Wang, Neeraj Kumar, Weishan Zhang, Lei Liu. Dynamic Virtual Network Embedding Algorithm based on Graph Convolution Neural Network and Reinforcement Learning[J], IEEE Internet of Things Journal, 2021, PP(99): 1-1, doi: 10.1109/JIOT.2021.3095094. (SCI一区，IF：9.936)

[5]Peiying Zhang, Chunxiao Jiang*, Xue Pang, Yi Qian. STEC-IoT: A Security Tactic by Virtualizing Edge Computing on IoT[J]. IEEE Internet of Things Journal, 2021, 8(4): 2459-2467. (SCI一区，IF：9.936)

[6]Peiying Zhang*, Haipeng Yao, Yunjie Liu. Virtual Network Embedding Based on Computing, Network, and Storage Resource Constraints[J]. IEEE Internet of Things Journal, 2018, 5(5): 3298-3304. (SCI一区，IF：9.936)

[7]Peiying Zhang*, Xingzhe Huang, Lei Zhang. Information Mining and Similarity Computation for Semi- / Un-structured Sentences from the Social Data[J]. Digital Communications and Networks, 2020, https://doi.org/10.1016/j.dcan.2020.08.001. (SCI一区，IF：5.382)

[8]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, 2021, PP(99): 1-1. (SCI一区，IEEE Trans，IF：6.319)

[9] Xiaodong Ren, Gagangeet Singh Aujla*, Anish Jindal, Ranbir Singh Batth,Peiying Zhang*. Adaptive Recovery Mechanism for SDN Controllers in Edge-Cloud supported FinTech Applications[J]. IEEE Internet of Things Journal, 2021, PP(99): 1-1. DOI: 10.1109/JIOT.2021.3064468. Corresponding Author. (SCI一区，IF：9.936)

[10] Weishan Zhang*, Gang Sun, Liang Xu, Qinghua Lu, Huansheng Ning,Peiying Zhang*, Su Yang. A Trustworthy Safety Inspection Framework Using Performance-Security Balanced Blockchain[J]. IEEE Internet of Things Journal, 2021, DOI: 10.1109/JIOT.2021.3064468. Corresponding Author. (SCI一区，IF：9.936)

IEEE/ACM Trans期刊列表：

[1]Peiying Zhang, Yaqi Wang, Neeraj Kumar, Chunxiao Jiang, Guowei Shi. A Security and Privacy-Preserving Approach Based on Data Disturbance for Collaborative Edge Computing in Social IoT Systems[J]. IEEE Transactions on Computational Social Systems, 2021, accepted. DOI: 10.1109/TCSS.2021.3092746

[2]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, 2021, accepted. (SCI一区，IEEE Trans，IF：6.319)

[3]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, 2021, PP(99):1-1. (SCI一区，IEEE Trans，IF：10.215)

[4]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(22):8475-8484. doi: 1109/TII.2021.3064351. (SCI一区，IEEE Trans，IF：9.912)

[5]Peiying Zhang*, Gagangeet Singh, Neeraj Kumar*, Mohsen Guizani. IoV Scenario: Bandwidth Aware Algorithm in Wireless Network Communication Mode[J]. IEEE Transactions on Vehicular Technology, 2020, 69(12): 15774-15785. (SCI二区，IEEE Trans，IF：5.379)

[6]Peiying Zhang*, Xue Pang, Yanxian Bi, Haipeng Yao, Huijiang Pan, Neeraj Kumar*. DSCD: Delay Sensitive Cross-Domain Virtual Network Embedding Algorithm[J]. IEEE Transactions on Network Science and Engineering, 2020, 7(4): 2913-2925. (SCI二区，IEEE Trans，IF：5.213)

[7]Peiying Zhang, Chao Wang, Chunxiao Jiang*, Abderrahim Benslimane. Security-Aware Virtual Network Embedding Algorithm based on Reinforcement Learning[J]. IEEE Transactions on Network Science and Engineering, 2021, 8(2): 1095 - 1105, doi: 10.1109/TNSE.2020.2995863. (SCI二区，IEEE Trans，IF：5.213)

[8]Peiying Zhang*, Xingzhe Huang, Maozhen Li, Yu Xue. Hybridization between Neural Computing and Nature Inspired Algorithms for Sentence Similarity Model Based on Attention Mechanism[J]. ACM Transactions on Asian and Low-Resource Language Information Processing, 2021, 20(1): 1-21.

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。

自2019年以来共指导培养硕士研究生13名：

研三4名（均获硕士国家奖学金）；

研二4名（3名获硕士国家奖学金）；

研一5名；