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研究生导师

管绍朋 副教授

2025/03/04  点击:[]

   

一、个人基本信息

管绍朋(1976.6-),山东莱阳人,男,博士,教授。曾挂职临沂市兰山区科技副区长,与临沂、烟台等地多家企业建立了密切的技术合作关系。Email: konexgsp@126.com   

二、主要研究方向

Ÿ人工智能、大数据、区块链、时间序列预测、联邦学习、网络与通信等

三、国家技术发明专利

[1].一种面向SDN控制器的实时DDoS攻击检测系统与方法(ZL201910362982.1),发明专利,2022

[2].基于改进的萤火虫算法的SDN多控制器部署方法及系统(ZL201910395738.5),发明专利,2022

[3].一种基于双启发式算法的SDN控制器部署方法及系统(ZL202010147799.2),发明专利,2022

[4].基于区块链的Hadoop集群大数据访问方法及系统(ZL202010134988.6),发明专利, 2023

[5].一种多域SDN网络流量态势评估方法(ZL202010092967.2),发明专利, 2023

[6].基于GRU的多域SDN网络流量态势预测方法(ZL202010129348.6),发明专利,2023

四、代表性论文

[1].Wang D, Guan S*, Sun R. A novel staged training strategy leveraging knowledge distillation and model fusion for heterogeneous federated learning. Journal of Network and Computer Applications, 2025, 236: 104104. (SCI, IF:7.5)

[2].Wang D, Guan S*. FedFR-ADP: Adaptive differential privacy with feedback regulation for robust model performance in federated learning. Information Fusion, 2025, 116: 102796. (SCI, IF:14.7, 中科院1区top)

[3].Yang Y, Guan S*, Wen X. Enhancing robustness in implicit feedback recommender systems with subgraph contrastive learning. Information Processing & Management, 2025, 62(1): 103962. (SCI, IF:7.4, 中科院1区top)

[4].Guan S*, Cao Y, Zhang Y. Blockchain-Enhanced Data Privacy Protection and Secure Sharing Scheme for Healthcare IoT. IEEE Internet of Things Journal, 2025, 12(5): 5600 - 5614. (SCI, IF:8.2, 中科院1区top)

[5].Xue Y, Guan S*, Jia W. PMformer: A novel informer-based model for accurate long-term time series prediction. Information Sciences, 2025, 690: 121586. (SCI, IF:8.1, 中科院1区top)

[6].Xue Y,Guan S*, Jia W. BGformer: an improved informer model to enhance blood glucose prediction. Journal of Biomedical Informatics, 2024, 157: 104715. (SCI, IF:4.0)

[7].Guan S*, Zhao X, Xue Y, et al. AWGAN: An adaptive weighting GAN approach for oversampling imbalanced datasets. Information Sciences, 2024: 120311(SCI, IF:8.1, 中科院1区top)

[8].Guan S*, Zhang C, Wang Y, et al. Hadoop-based secure storage solution for big data in cloud computing environment. Digital Communications and Networks, 2024, 10(1): 227-236.  (SCI,IF:7.9)

[9].Li J, Wang Z, Guan S*, et al. ProChain: A privacy-preserving blockchain-based supply chain traceability system model. Computers & Industrial Engineering, 2024, 187: 109831 (SCI, IF:7.9, 中科院1区top)

[10].Guan S*, Wang Z, Cao Y. A novel blockchain-based model for agricultural product traceability system. IEEE Communications Magazine, 2023, 61(8):124 - 129. (SCI, IF:11.2, 中科院1区top)

五、人才培养

• 2022届专业硕士张聪辉:入职太平洋保险有限公司上海总部(金融大数据工程师)

• 2023届专业硕士王振棋:考取东南大学软件工程专业博士研究生

• 2024届专业硕士赵晓艳:入职山东协和学院(人工智能专业讲师)

   

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