张焘

博士、讲师、硕士生导师

基本信息

办公电话: 电子邮件: taozh@bjtu.edu.cn
通讯地址:北京市海淀区北京交通大学 机械楼东307 邮编:100044

教育背景

2014.9-2018.6 北京邮电大学物联网工程专业 学士

2014.9-2018.6 伦敦玛丽女王大学物联网工程专业 学士(双学士学位)

2018.9-2019.9 北京邮电大学网络空间安全专业 硕士(硕博连读)

2019.9-2023.6 北京邮电大学计算机科学与技术专业 博士(导师:许长桥教授,联合培养导师:新加坡南洋理工大学Dusit Niyato教授)

工作经历

2023.9-至今  北京交通大学网络空间安全学院(国家保密学院)  讲师(入选“青年英才培育计划II类”)

研究方向

  • 系统安全
  • 网络安全
  • 网络与信息安全
  • 软件工程

招生专业

  • 网络空间安全硕士
  • 网络与信息安全硕士
  • 软件工程硕士

科研项目

主持:

1. 国家自然科学基金青年基金“面向云边融合网络恶意同驻和DDoS攻击的移动目标防御方法研究”,主持,在研。

2. 中国博士后科学基金特别资助“面向跨域物联网的秘钥管理关键技术研究”,主持,在研。

3. 中国博士后科学基金面上项目“面向异构网络的移动目标防御关键技术研究”,主持,在研。

4. 国家资助博士后研究人员计划,主持,在研。

5. 安徽省工业互联网智能应用与安全工程研究中心开放基金“面向工业物联网的移动目标防御技术研究”,主持,在研。

6. 北京交通大学自然科学类人才基金项目“面向软件定义网络的混合主动防御技术研究”,主持,在研。

7. 北京交通大学教学建设与改革项目“算法设计与分析”课程思政建设,主持,在研。

8. 北京邮电大学优秀博士研究生创新基金“基于强化学习的网络动目标防御技术”,主持,已结题。

参与:

1. 国家杰出青年科学基金项目“异构网络融合的传输理论与方法”,参与,在研。

2. 十四五全军共用信息系统装备预研项目“基础服务DDoS自适应主动防御技术(公开)”,参与,在研。

3. 中国国家铁路集团科技研究开发计划“基于主动防御的网络安全风险隐患监控预警关键技术研究”,参与,在研。

4. 中国国家铁路集团科技研究开发计划“铁路信创应用系统质量自动化测试关键技术研究”,参与,在研。

5. 国家重点研发计划“6G移动通信的网络理论与关键技术”,参与,已结题。

6. 十三五全军共用信息系统装备预研项目“全自主高安全低延迟核心交换机设计与优化技术(公开)”,参与,已结题。

教学工作

本科课程 《算法设计与分析》、《计算机网络》
研究生课程 《云计算与大数据平台分析》

论文/期刊

已发表学术论文40余篇, 获得知名国际会议最佳论文奖和杰出论文奖总计5项,其中以第一作者/通讯作者发表国内外顶级期刊会议论文20余篇,1篇入选ESI高被引论文。代表性论文如下:

1. Xiaoqiang Zhu, Jiqiang Liu, Lingyun Lu, Tao Zhang*, Tie Qiu, Chunpeng Wang, and Yuan Liu, “Enabling Intelligent Connectivity: A Survey of Secure ISAC in 6G Networks,” in IEEE Communications Surveys & Tutorials, 2024, Early Access. (通讯作者,中科院1区,IF 35.6)

2. Tao Zhang, Changqiao Xu, Yibo Lian, Haijiang Tian, Jiawen Kang, Xiaohui Kuang, Dusit Niyato, “When Moving Target Defense Meets Attack Prediction in Digital Twins: A Convolutional and Hierarchical Reinforcement Learning Approach,” in IEEE Journal on Selected Areas in Communications, vol. 41, no. 10, pp. 3293-3305, Oct. 2023. (CCF A类, 中科院1区,IF 16.4)

3. Tao Zhang, Changqiao Xu, Jiahao Shen, Xiaohui Kuang, Luigi Alfredo Grieco, "How to Disturb Network Reconnaissance: A Moving Target Defense Approach Based on Deep Reinforcement Learning," in IEEE Transactions on Information Forensics and Security, vol. 18, pp. 5735-5748, 2023. (CCF A类, 中科院1区,IF 6.8)

4. Tao Zhang, Changqiao Xu, Bingchi Zhang, Xinran Li, Xiaohui Kuang, Luigi Alfredo Grieco, "Towards Attack-Resistant Service Function Chain Migration: A Model-based Adaptive Proximal Policy Optimization Approach," in IEEE Transactions on Dependable and Secure Computing, vol. 20, no. 6, pp. 4913-4927, Nov.-Dec. 2023. (CCF A类, 中科院1区,IF 7.3)

5. Tao Zhang, Changqiao Xu, Ping Zou, Haijiang Tian, Xiaohui Kuang, Shujie Yang, Lujie Zhong, Dusit Niyato, "How to Mitigate DDoS Intelligently in SD-IoV: A Moving Target Defense Approach," in IEEE Transactions on Industrial Informatics, vol. 19, no. 1, pp. 1097-1106, Jan. 2023. (ESI高被引论文,中科院1区,IF 12.3)

6. 张焘,许长桥,连一博,康嘉文,况晓辉. 基于深度强化学习的算力网络主动防御方法. 中国科学:信息科学,53卷,12期: 2372 (2023).(CCF A类中文期刊

7. Dongshang Deng, Xuangou Wu*, Tao Zhang*, Xiangyun Tang, Hongyang Du, Jiawen Kang, Jiqiang Liu, and Dusit Niyato, "FedASA: A Personalized Federated Learning with Adaptive Model Aggregation for Heterogeneous Mobile Edge Computing," in IEEE Transactions on Mobile Computing, 2024, Early Access(CCF A类通讯作者,IF 7.7)
8. Tao Zhang, Changqiao Xu, Bingchi Zhang, Jiahao Shen, Xiaohui Kuang, Luigi Alfredo Grieco, "Toward Attack-Resistant Route Mutation for VANETs: An Online and Adaptive Multi-agent Reinforcement Learning Approach," in IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 12, pp. 23254-23267, Dec. 2022. (CCF B类,中科院1区,IF 8.5)

9. W. Zhang, Y. He, T. Zhang*, C. Ying and J. Kang, "Intelligent Resource Adaptation for Diversified Service Requirements in Industrial IoT," in IEEE Transactions on Cognitive Communications and Networking, 2024, Early Access. (通讯作者,中科院1区,IF 7.7)

10. Di Zhai, Jiqiang Liu, Tao Zhang*, Jian Wang*, Hongyang Du, Tianhao Liu, Tianxi Wang, Chuan Zhang, Jiawen Kang, Dusit Niyato, "EPDB: An Effcient and Privacy-Preserving Electric Charging Scheme in the Internet of Robotic Things," in IEEE Internet of Things Journal, 2024, Early Access. (通讯作者,中科院1区,IF 10.6)

11. Tianhao Liu, Jiqiang Liu, Tao Zhang*, Jian Wang*, Zhenhui Yuan, Minrui Xu, Di Zhai, Tianxi Wang, Hongyang Du, Dusit Niyato, "Blockchain and Trusted Hardware-enabled Data Scheduling for Edge Learning in Wireless IIoT," in IEEE Internet of Things Journal, 2024, Early Access. (通讯作者,中科院1区,IF 10.6)

12. Dongshang Deng, Wei Zhao, Xuangou Wu*Tao Zhang*, Jinde Zheng, Jiawen Kang, and Dusit Niyato, "DecFFD: A Personalized Federated Learning Framework for Cross-location Fault Diagnosis," in IEEE Transactions on Industrial Informatics, 2024, Early Access. (通讯作者,中科院1区,IF 12.3) 

13. Changqiao Xu, Tao Zhang, Xiaohui Kuang, Zan Zhou, Shui Yu, "Context-aware adaptive route mutation scheme: a reinforcement learning approach," in IEEE Internet of Things Journal, vol. 8, no. 17, pp. 13528-13541, Sept, 2021. (导师一作本人二作,中科院1区,IF 10.6)

14. Tao Zhang, Xiaohui Kuang, Zan Zhou, Hongquan Gao, Changqiao Xu, "An Intelligent Route Mutation Mechanism against Mixed Attack Based on Security Awareness," in Proc. of IEEE Global Communications Conference (GLOBECOM), Waikoloa, HI, USA, 2019, pp. 1-6. (CCF C类)

15. Yibo Lian, Tao Zhang*, Changqiao Xu, Wei Dong, Minrui Xu, Zhenyu Xiahou, Jiawen Kang, Jiqiang Liu, Dusit Niyato, "Deep Reinforcement Learning-based Moving Target Defense for Multicast in Software-Defined Satellite Networks," in Proc. of IEEE International Conference on Communications (ICC), 2024, Accepted. (通讯作者,CCF C )

16. Tao Zhang, Changqiao Xu, Bingchi Zhang, Xiaohui Kuang, Yue Wang, Shujie Yang, Gabriel-Miro Muntean, "DQ-RM: Deep Reinforcement Learning-based Route Mutation Scheme for Multimedia Services," in Proc. of International Wireless Communications and Mobile Computing (IWCMC), Limassol, Cyprus, 2020, pp. 291-296.

17. Tao Zhang, Xingyan Chen, Changqiao Xu, "Intelligent Routing Algorithm Based on Deep Belief Network for Multimedia Service in Knowledge Centric VANETs," in Proc. of International Conference on Networking and Network Applications (NaNA), Xi'an, China, 2018, pp. 1-6.

18. Miao Qu, Xiaoyong Tang, Yingcheng Zhang, Zhe Chen, Tao Zhang*, Yuelin Zhao, Yingchun Li, "An Overview of Enabling Artificial Intelligence in 3GPP 5G-Advanced Networks," in Proc. of IEEE International Conferences on Internet of Things (iThings)Danzhou, China, 2023, pp. 65-70. (通讯作者)

专利

已授权/申请国家发明专利和软件著作权6项:

1. 张焘,王健,刘吉强,李龙宇,陈葳,刘天皓,刘刚,一种铁路信创应用系统自动化测试评估方法、系统、电子装置以及计算机可读存储介质,中国,中国知识产权局,申请号: 202410770959.7。(专利,申请日期:2024.6.14)

2. 许长桥,杨树杰,张焘,苏盘社,张寅,基于强化学习的网络主动防御方法及装置,中国,中国知识产权局,授权号: ZL201910794323.5。(专利,授权日期:2020.12.25

3. 杨树杰,许长桥,张焘,纪伟潇,沈嘉浩,张丙驰,一种服务功能链迁移方法、装置、电子设备及存储介质,中国,中国知识产权局,授权号:ZL202111472838.7。(专利,授权日期:2022.3.29)

4. 许长桥,杨树杰,张焘,王德光,魏岩,苏盘社,时间同步方法、节点、装置及存储介质,中国,中国知识产权局,授权号: ZL202110473376.4。(专利,授权日期:2022.6.21

5. 杨树杰,许长桥,沈嘉浩,张焘,张丙驰,纪伟潇,一种车载自组网络数据包传送方法及装置,中国,中国知识产权局,授权号: ZL202110287656.6。(专利,授权日期:2022.11.01

6. 张焘,王健,刘吉强,陈葳,李龙宇,刘刚,铁路信创应用安全评估与漏洞闭环管理原型系统V1.0,中国,中国版权保护中心,登记号:2024SR1618631。(软著,授权日期:2024.10.25)

获奖与荣誉

1. 2021年获International Wireless Communications and Mobile Computing (IWCMC)最佳论文奖 (Best Paper Awards)

2. 2018年获International Conference on Networking and Network Applications (NaNA)最佳论文奖 (Best Paper Awards);

3. 2023年获IEEE International Conferences on Internet of Things (iThings)杰出论文奖 (IEEE Outstanding Paper Awards);

4. 2024年获EAI International Conference on Data and Information in Online Environments (DIONE)最佳论文奖 (Best Paper Awards);

5. 2024年获International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP)最佳论文奖 (Best Paper Award);(CCF C类会议)

6. 2023年获北京市优秀博士毕业生

7. 2023年获北京邮电大学优秀博士学位论文;

8. 2023年入选北京交通大学“青年英才培育计划II类”;

社会兼职

Guest Editor: Electronics (IF 2.9)、Blockchains、网络与信息安全学报(中文推荐期刊T2级)、信息网络安全(中文推荐期刊T3级)

Chair: ICC 2025 workshop、Metaverse 2024、ICCEIC 2024、iThings 2023 workshop

TPC member:ICC 2025、WCNC 2025、ICASSP 2025、ICCC 2024、GLOBECOM 2024、VTC 2024、WCNC 2024、NaNA 2023、ICENAT 2022

Reviewer:IEEE Communications Surveys and Tutorials、IEEE Transactions on Information Forensics and Security、IEEE Transactions on Dependable and Secure Computing、IEEE Transactions on Intelligent Transportation Systems、IEEE Internet of Things Journal、IEEE Network、Computers & Security、《计算机研究与发展》、《计算机科学》等国内外权威期刊