Zhaogang Shu （舒兆港)

English Biography

中文个人简介

I am always looking for students who are intersting in my research fields, as well as hard-working and self-motivatioin. If you have any question or want to contact me, please don't hestate to send me email(zgshu@fafu.edu.cn) .

[Research Interests]

• >>>> Software Defined Network, Network Function Virtualization and Programmable Network
• >>>> AI-based Network resource and routing optimization((Machine Learning, Deep Learning, Deep Reinforcement Learning and Intellegent Algorithms)
• >>>> Network Slice for 5G/B5G and Next Generation Network Architeture
• >>>> Network Security(Network security Design, Network Security Protoocol, Blockchain-based Network Security)
• >>>> Cloud Computing and Edge Computing

[Team]

I am extremely fortunate to collaborate with the following students:

• Haoxian Feng (冯浩贤) : 2020 Master. Email: fenghx@fafu.edu.cn

Haoxian Feng graduated in June 2023. His master's thesis was awarded as FAFU 2023 Excellent Master Thesis.[thesis download]. He was also admitted as Ph.D candidate by Oulu University, Finland(supervised by professor Taleb Tarik).

• Yuantao Wang (王媛滔) : 2021 Master. Email: ytwang@fafu.edu.cn [thesis download]
• Zhifang Zhang (张治方) : 2021 Master. Email: zfzhang@fafu.edu.cn (Co-supervised with Prof. Yang Shen). [thesis download]
• Zhiwei Liu (刘智伟) : 2021 Master. Email: liuzhiwei@fafu.edu.cn [thesis download]
• Caiyu Qiu (邱彩钰) : 2022 Master Candidate. Email:qiucaiyu@fafu.edu.cn
• Jiailn Tian (田佳霖) : 2022 Master Candidate. Email:tianjialin@fafu.edu.cn
• Yu Luo (罗昱) : 2023 Master Candidate. Email:luoyu@fafu.edu.cn
• Qingjie Lin (林庆杰) : 2023 Master Candidate. Email:qjlin@fafu.edu.cn
• Tao Zhuang (庄涛) : 2023 Master Candidate. Email:zhuangtao@fafu.edu.cn
• Zepeng Xu (徐泽鹏) : 2023 Master Candidate. Email:xuzepeng@fafu.edu.cn
• Hongfu Wang (王鸿福) : 2024 Master Candidate. Email:wanghongfu@fafu.edu.cn
• Dawei Lin (林大为) : 2024 Master Candidate.Email: dawei@fafu.edu.cn
• Jianbo Lai (赖剑波) : 2024 Master Candidate. Email:laijianbo@fafu.edu.cn
• Xiangyu Zheng (郑祥宇) : 2024 Master Candidate. Email:zhengxiangyu@fafu.edu.cn
• Shiyong Ding(丁仕勇) : 2024 Master Candidate. Email:dshiyong@fafu.edu.cn

[Projects]

Here is the project list that I am in charge of since 2012:

• [9] Industry-Research Project from Network Communication Company(来自网络通信公司的产学研项目, No. KH230139A, 2023.04-2025.04, CNY￥:150,000).

[Project Title:]5G Network Slice Technology and Industry Application Based on Deep reinforcement Learning(DRL).
[Project Description:]The project will develop software to implement related algorithms based on DRL for 5G network slice application, including key slice predication algorithm, network resource allocation/optimization algorithm. We will test the software on real network equipments and apply them on multiple scenarios, such as intelligent grid, intelligent agriculture and so on.
[Project Status:]Active, Working on.


• [8] Industry-University-Research Innovation Fund for Future Network Technology by Education Department of China(中国教育部未来网络技术高校产学研创新基金项目, No. 2021FNA05003, 2022.01-2024.12, CNY￥:200,000).

[Project Title:]Slicing Mechanism of Cross-Domain 5G Network Based on Machine Learning.
[Project Description:]The project mainly investigate the problem of slice resource allocation for cross-domain 5G network managed by different operators, which can be divided into three parts: access network, transportation network and core netrowk. We will develop related algorithms based on machine learning to optimize cross-domain 5G slice resource dynamically, so as to satisfy the QoS(Quality of Service) of all slices and improve network utilization globally at the same time.
[Project Status:]Active, Working on.


• [7] Natural Science Fundation by Technology Department of Fujian Province, China(福建省自然科学基金面上项目，No. 2020J01574, 2020.08-2023.08, CNY￥: 70,000).

[Project Title]: Dynamic Allocation and Optimization of 5G Slicing Resources Based on SDN/NFV.
[Project Description]: The project mainly investigate the slice archtecture for 5G network, which will be develop based on SDN and NFV. All network nodes and links should be managed by SDN controller. NFV technology will be used to accommodate all kinds of network functions through virtual machine or container. The network resources, such as bandwidth, CPU and storage will be monitored and scheduled according to special requirements in the SDN/NFV environment.
[Project Status]:Active, Working on.


• [6] Next Internet Technology Innovation Fund by Education of Department of China.(中国教育部下一代网络技术创新基金项目，No.NGII20190102, 2019.01-2021.01, CNY￥: 70,000.)

[Project Title]: Interconnect Platform for IPv4 and IPv6 Based on ONOS Controller.
[Project Description]: The project mainly investigate the connection machinsm between IPv4 and IPv6 in the environment of SDN(Software Definition Network). We proposed a routing algorithm based on IBN(Intent-based Network) and developed a routing module on ONOS controller, which can generate IPv4 flows and IPv6 flows at the same time and install them on the same border SDN switch. In this way, IPv4 network and IPv6 network can interconnect and coexist in the same network topology.
[Project Status]:Finished.


• [5] Natural Science Fundation by Technology Department of Fujian Province, China(福建省自然科学基金项目，No. 2016J05148, 2016.08-2019.08, CNY￥: 50,000.)

[Project Title]: Research on Trusted Access Control Security Model for Virtual Machines in CLoud Environment.
[Project Description]: The project mainly investigate the security access problem between the virtual machines on the same physical host in cloud enrionment. We proposed a security model based on trusted access control theroy and developed a security module in the hypervisor of KVM(Kernel-based Virtual Machine). Experiments showed that the security module can effectively detect secrity risks of running VMS and prohibt illegal access from other VMs on the same physical host.
[Project Status]:Finished.


• [4] Agricultural information service pilot project by Agriculture Department of China.(中国农业部农业信息化服务试点项目，No. KNJ154000,2015.03-2018.03, CNY￥: 500,000.)

[Project Title]: Agriculture Information Serveice Platform of Fujian Province.
[Project Description]: The project mainly investigate the information service requirements of agriculture field. These requirements include: 1) Collect and analyse the data of crops growth process and environment; 2)Visualize these data to help agricultural experts to study crop growth rule. 3) Information platform for the communication between farmers and agriculture experts so that experts can guide farmers remotely. We developed a software system running on the cloud environment, which can connect with all kinds of remote sensors that monitor crops, to satisfy above requirements.
[Project Status]:Finished.


• [3] Fundation by Education Departemnt of Fujian Province, China.(福建省教育厅项目，No. JA14119,2014.06-2016.06, CNY￥: 20,000.)

[Project Title]: Virtual machine system security mechanism and performance evaluation for cloud environment.
[Project Description]: The project mainly investigate the security vulnerability of virtual machines in cloud environment and proposed an evaluation method for the security and performance of VM.
[Project Status]:Finished.


• [2] The Project Fundation by Shaowu City government, Fujian Province, China.(福建省邵武市政府基金项目，No. KH140028E,2013.02-2015.06, CNY￥: 300,000.)

[Project Title]: The design and planning of smart city for Shaowu City.
[Project Description]: The project mainly investigate the information technology and architecture, such as wireless network technology, IoT technology, cloud computing technology, intellegent software technology and big data technology, as well as how to apply these technologies to smart city planning. We worded out a detailed proposal that helped government to carry out smart city construction, including smart transportion, smart logistics, smart medical, smart education and so on.
[Project Status]:Finished.


• [1] Key Lab Fundation by Fujian Agriculture and Forestry University, Fujian Province, China.(福建农林大学高校重点实验室项目，No.118310020, 2012.10-2014.10, CNY￥: 350,000.)

[Project Title]: Cloud Computing Platform for Big Data Analysis.
[Project Description]: The project mainly investigate how to bulid a cloud computing platform for academic experiments. We developed a VM management visualizaiton system based on Xen, an open source hypervisor. The system can effectively manage distributed hardware servers that accommodate 1000 CPU cores, 2T memory and 30T storage, which can statisfy the requirements of big data analysis for teachers and students.
[Project Status]:Finished.

[Papers]

• [21] Jialin Tian, Zhaogang Shu, Shuwu Chen, Haihui Xie, Xiaolong Liu and Caiyu Qiu. Enhanced DDoS Defense in SDN: Double-Layered Strategy with Blockchain Integration[C]. The 13th International Conference on Communications, Circuits and Systems (ICCCAS 2024),Xiamen, China.(EI)    [PDF download]
• [20] Zhiwei Liu, Zhaogang Shu, Shuwu Chen, Yiwen Zhong and Jiaxiang Lin. Low-latency Virtual Network function Scheduling Algorithm Based on Deep Reinforcement Learning[J]. Computer Networks, 2024, 246(1): 110418.(SCI, IF:5.493)    [PDF download]
• [19] Yuantao Wang, Zhaogang Shu, Shuwu Chen, Jiaxiang Lin and Zhenchang Zhang. A cost and demand sensitive adjustment algorithm for service function chain in data center network[J]. Computer Networks, 2024, 242(4): 110254.(SCI, IF:5.493)    [PDF download]
• [18] Zhifang Zhang, Zhaogang Shu, Shen Yang, Shuwu Chen and Tingjiang Guo. Network traffic prediction study based on the adaptive attention mechanism[C]. 2023 3rd International Conference on Electronic Information Engineering and Computer Communication (EIECC), Wuhan, China, 2023, pp. 500-506, doi: 10.1109/EIECC60864.2023.10456702.(EI)    [PDF download]
• [17] Zhaogang Shu, Haoxian Feng, Tarik Taleb and Zhifang Zhang. A Novel Combinatorial Multi-armed Bandit Game to Identify Online the Changing Top-K Flows in Software-Defined Networks[J]. Computer Networks, 2023: 109783.(SCI, IF:5.493)    [PDF download]
• [16] 王媛滔, 舒兆港*，钟一文，邱彩钰，田佳霖. 基于VNF实例共享的服务功能链部署算法. 计算机应用研究[J], 2023, 40(6):1001-3695.（中文核心期刊）    [PDF download]
• [15] Zhaogang Shu, Taleb Tarik*, JaeSeung Song. Resource Allocation Modeling for Fine-Granular Network Slicing in Beyond 5G Systems[J]，IEICE Transaction on Communications, 2022,4(104)：349-343. (SCI, IF:0.598)    [PDF download]
• [14] Haoxian Feng, Zhaogang Shu*, Taleb Tarik, Yuantao Wang, Zhiwei Liu. An Aggressive Migration Strategy for Service Function Chaining in the Core Cloud[J]. IEEE Transactions on Network and Service Management,2022，DOI: 10.1109/TNSM.2022.3231186. (SCI,IF:4.758)    [PDF download]
• [13] Haoxian Feng, Zhaogang Shu*, Zhifang Zhang, Yuantao Wang, Zhiwei Liu. Bandwidth Resources Prediction for Dynamic Networking Slicing Based on Time Series Analysis[C]. 2022 International Conference on Machine Learning, Cloud Computing and Intelligent Mining (MLCCIM). IEEE, 2022: 1-5. (EI)    [PDF download]
• [12] Haoxian Feng, Zhaogang Shu*, Zhifang Zhang, Yuantao Wang, Zhiwei Liu. Predict Critical Node Pairs Based on Reinforcement Learning in SDN[C].2022 IEEE 4th International Conference on Civil Aviation Safety and Information Technology (ICCASIT). IEEE, 2022: 979-982. (EI)    [PDF download]
• [11] Zhaogang Shu, Tarik Taleb*. A Novel QoS Framework for Network Slicing in 5G and Beyond Networks Based on SDN and NFV[J]. IEEE Network, 2020，34(3):256-263. (SCI, IF: 7.6)    [PDF download]
• [10] 林甲祥, 巫建伟, 陈崇成, 张泽均, 舒兆港. 支持度和置信度自适应的关联规则挖掘. 计算机工程与设计[J], 2018, 39(12): 3746-3754. （中文核心期刊）    [PDF download]
• [09] Zhaogang Shu, Ji Xiangmin, Lin Yaohua. A Hybrid Security Model for Virtual Machines in Cloud Environment [J]. International Journal of Autonomous and Adaptive Communications Systems, 2017,10(2):236-246. （EI）    [PDF download]
• [08] Jiaxiang Lin, Riqing Chen, Liping Wu, Zhaogang Shu, Changcai Yang. Adaptive Parallel Delaunay Triangulation Construction with Dynamic Pruned Binary Tree Model in Cloud,Concurrency and Computation-Practice & Experience[J], 2017, 29(24):1-10 (SCI, IF:1.831)    [PDF download]
• [07] Jiafu Wan, Shenglong Tang, Zhaogang Shu*, Di Li, Shiyong Wang, Muhammad Imran, Athanasios V. Vasilakos. Software-Defined Industrial Internet of Things in the Context of Industry 4.0[J]. IEEE Sensors Journal, 2016, 16(20):7373–7380. (SCI, IF:4.325, ISI高被引论文)    [PDF download]
• [06] Zhaogang Shu, Jiafu Wan*, Di Li, Jiaxiang Lin, Athanasios V. Vasilakos, Muhammad Imran. Security in Software-Defined Networking: Threats and Countermeasures [J]. Mobile Networks and Applications, 2016, 21(5):764–776. (SCI, IF:3.077)    [PDF download]
• [05] Zhaogang Shu, Jiafu Wan*, Daqiang Zhang, Di Li. Cloud-integrated Cyber-Physical Systems for Complex Industrial Applications[J]. Mobile Networks and Applications, 2016，21(5):865–878. (SCI,IF:3.077)    [PDF download]
• [04]Zhaogang Shu, Jiafu. Wan*, Jiaxiang Lin, Shiyong Wang, Di Li, S. Rho, and Changcai Yang.Traffic Engineering in Software-Defined Networking: Measurement and Management.[J] IEEE Access, 2016, 4:3246-3256. (SCI, IF:3.476)    [PDF download]
• [03] 舒兆港，林甲祥，杨长才，张振昌，景林. 一种基于RIPv2的IP/SDN混合互联架构. 福建农林大学学报(自然科学版)[J]. 2016, 45(6):719-725. （中文核心期刊）    [PDF download]
• [02] Jiaxiang Lin, Riqing Chen, Cangcai Yang, Zhaogang Shu, Cangying Wang, Yaohai Lin and Liping Wu. Distributed and parallel delaunay triangulation construction with balanced binary-tree model in cloud[C]. 2016 15th International Symposium on Parallel and Distributed Computing (ISPDC). IEEE, 2016:107-113.（EI）    [PDF download]
• [01] Zhaogang Shu, Jiafu Wan*. An Insight into Cloud-enabled Complex Industrial Applications. Proc. of the Fourth IEEE/CIC International Conference on Communications[C], Shenzhen, China, November, 2015.（EI）    [PDF download]

[Patents]

• [16]发明人：舒兆港 王媛滔 陈淑武 谢海辉.一种基于深度强化学习的服务功能链资源动态调整方法【发明专利】 - 申请日：2024-11-19. 申请号：CN202411649701.8 [link] [受通阶段]
• [15]发明人：陈淑武 董欣运 吴建煌 刘礼慧 舒兆港.一种基于SPI RAM的多CPU异步通信系统及方法【发明专利】 - 申请日：2023-11-20. 申请号：CN202311549081.6 公开(公告)日: 2024-02-20[link] [实审阶段]
• [14]发明人：舒兆港 冯浩贤 张治方 陈淑武.一种基于组合多摇臂赌博机的关键业务流识别方法【发明专利】 - 申请日：2023-09-05. 申请号：CN202311136373.7 公开(公告)日: 2023-12-12[link] [实审阶段]
• [13]发明人：舒兆港 冯浩贤 刘智伟 陈淑武.核心网络中网络服务功能链主动迁移方法【发明专利】 - 申请日：2023-08-10. 申请号：CN202311006319.0 公开(公告)日: 2023-10-10[link][实审阶段]
• [12]发明人：陈淑武 唐仕斌 钟超 陈名乐 邱跃明 舒兆港 林大辉 黄世国.基于超声波图形特征判断测距异常的方法、系统、设备【发明专利】 - 申请日：2023-06-13. 申请号：CN202310698912.X 公开(公告)日:2023-09-05[link] [实审阶段]
• [11]发明人：陈淑武 冯德旺 舒兆港 程丽 林大辉.一种提高超声波有效回波信号处理电路【发明专利】 - 申请日：2023-05-17. 申请号：CN202310698912.X 公开(公告)日:2023-08-29[link][实审阶段]
• [10]发明人：张振昌;李小林;舒兆港;林甲祥;陈宏方;林清波;方艳.一种基于AI技术的农副产品溯源系统【发明专利】 - 申请日：2023-08-23. 专利号： ZL202311065871.7，授权时间：2023-11-21. [link]
• [09]发明人：张振昌;李小林;舒兆港;林甲祥;陈宏方;林清波;方艳.一种海洋用漂浮藻类跟踪监测浮标【发明专利】 - 申请日：2023-06-12. 专利号： ZL202310690187.1，授权时间：2023-08-25. [link]
• [08]发明人：张振昌;李小林;舒兆港;林甲祥;陈宏方;林清波;方艳.一种车用盲区监测传感器【发明专利】 - 申请日：2023-08-07. 专利号： ZL202310980756.6.4，授权时间：2023-10-20. [link]
• [07]发明人：舒兆港;冯浩贤;陈日清.基于SDN的IPv4及IPv6的管理系统及方法【发明专利】 - 申请日：2020-12-09. 专利号： ZL202011427051.4，授权时间：2022-12-09. [link] [certificate]
• [06]发明人：林甲祥;陈日清;舒兆港;吴丽萍. 可凹区域的3D快速打印路径规划方法【发明专利】. 申请日：2016-08-11. 专利号：ZL201610654586.2. 授权时间: 2019-02-22. [link] [certificate]
• [05]发明人：林甲祥;吴丽萍;陈日清;舒兆港;林耀海;张泽均. 一种高效分布式与并行Delaunay三角形构建方法【发明专利】. 申请日：2016-08-08，专利号：ZL201610642979.1 ，授权时间: 2019-06-11 [link] [certificate]
• [04]发明人：舒兆港. 虚拟交换系统的构建方法、装置和交换设备【发明专利】. 申请日：2012-07-25，专利号：ZL201210260573.9，授权时间：2015-4-22 [link]
• [03]发明人：蔡强;舒兆港. 媒体接入控制地址表更新方法、装置及网络设备【发明专利】. 申请日：2011-01-14，专利号：ZL201110008534.5，授权时间：2012-5-30 [link]
• [02]发明人：舒兆港. 媒体访问控制地址表项的存储操作方法、装置及设备【发明专利】. 申请日：2010-4-16，专利号：ZL201010150103.8，授权时间：2011-11-09 [link]
• [01]发明人： 李迪 肖苏华 舒兆港 叶峰 赖乙宗 江幸波 张亚超. 一种计算机数控领域的建模方法、装置及设备【发明专利】. 申请日：2007-11-30，专利号：ZL200710031833.4，授权时间：2010-09-22 [link]

[Books]