学习与工作经历：

2004/09 –2007/06，华中师范大学，信息隐藏研究所， 硕士研究生

2008/09 –2011/06， 北京邮电大学，信息安全中心， 博士研究生

2011/07 –2012/10，南京信息工程大学，计算机与软件学院， 讲师

2012/10 –2014/11， 爱尔兰都柏林城市大学，电子工程学院， 博士后

2018/7 –至今，南京信息工程大学，计算机学院，教授

社会兼职：

1. 国际期刊Journal of Quantum Computing主编，国际期刊Journal of Artificial Intelligence & Control Systems 编委；

2. 国际会议ICAIS2017至ICAIS2022 Workshop执行主席；

3. 江苏省量子技术专委会委员、网络与分布计算专委会委员、中国计算机协会CCF会员，IEEE和ACM会员；

4. IEEE Transactions on Information Forensics and Secuiry, IEEE Transactions on Intelligent Transportation Systems, Information Sciences, Physica A: Statistical Mechanics and its Applications, Quantum Information Processing, Multimedia Tools and Applications, Computers, Materials & Continua 和Chinese Physics B等十多个著名SCI期刊特邀审稿人。

研究领域：

主要研究领域为量子机器学习(量子神经网络和卷积神经网络，量子联邦学习，量子生成对抗网络，量子图神经网络等)，人工智能(联邦学习，卷积神经网络，生成对抗网络，图神经网络等)，基于深度学习的多模信息融合，区块链和量子区块链，量子隐写，量子安全通信。

科研成果：

主要项目：

1. 国家自然科学基金面上项目，61373131，量子信息隐写模型与协议研究，2014/01-2017/12，75万，已结题，主持

2. 横向项目，厂级煤矿智能信息监控管理系统开发，2021/6-2023/6，56.1万，在研，主持

3. 横向项目，云主机安全管理平台项目，2023/2-2025/2，30万，在研，主持

4. 网络与交换技术国家重点实验室开放课题，SKLNST-2020-1-17，量子网络环境下抗噪量子隐写协议及相关技术研究，2020/10-2022/10，3万，已结题，主持

5. 横向项目，绍兴“名士之乡”英才计 划创业支持 C 类，2022/12-2025/12，200 万，在研，参与

6. 国家自然科学青年基金项目，61501247 ，基于光场高斯态的量子无错分辨的研究，2016/1-2018/12，24.4万，已结题，参与

7. 国家自然科学基金面上项目，61170272，基于量子密码通信的新型量子信息隐藏协议的研究，2012/01-2015/12，59万，已结题，参与

8. 国家自然科学青年基金项目，61003287 ，量子多方保密通信协议的研究，2011/1-2013/12，20万，已结题，参与

9. 国家自然科学青年基金基金“量子多方保密通信协议的研究”（61003287），2010.1-2013.12。（主研）

10. 北京邮电大学青年科研创新计划专项项目（BUPT2009RC0220）。（主研）

11. 国家重点基础研究发展计划（973项目）“信息隐藏（保密）”（2007CB311203）2007.01-2012.12。（参与）

12. 国家自然科学基金项目“通信网的网络理论和技术”（60821001）2009.1-2011.12。（参与）

13. 国家自然科学基金项目“数字家庭网络安全管理关键技术研究”（U0835001），2009.1-2012.12。（参与）

主要代表论文成果:

1.    瞿治国, 陈韦龙, 孙乐(通信作者), 张彦春. ECG-QGAN: 一种基于量子生成对抗网络的心电图生成式信息系统, 计算机研究与发展, 2025.03 录用, 预计发表在第 26 期. (CCF-A, 计算机领域中文核心顶刊, 南信大T1)

2.  Le Sun, Shunqi Liu, Zhiguo Qu*, Yanchun Zhang, A Federated Learning-based Zero-trust Model with Secure Dynamic Trust Evaluation and Knowledge Transfer, 2025, DOI 10.1109/JSAC.2025.3560041. (CCF-A, SCI一区, 南信大T1, 影响因子14.7)

3.  Zhiguo Qu, Yichen Xia, Le Sun, Wenjie Liu, Ghulam Muhammad, QCACNN: A quantum convolutional neural network algorithm for traffic sign recognition in carbon-intelligent electric vehicles, IEEE Internet of Things Journal, 2025, DOI: 10.1109/JIOT.2025.3553897. (SCI一区, 南信大T1, 影响因子10.6)

4.  Zhiguo Qu, Xuemeng Zhao, Le Sun, Ghulam Muhammad, DAQFL: Dynamic aggregation quantum federated learning algorithm for intelligent diagnosis in Internet of Medical Things, IEEE Internet of Things Journal, 2025, DOI: 10.1109/JIOT.2025.3537614. (SCI一区, 南信大T1, 影响因子10.6)

5.   Zhiguo Qu, Lailei Zhang, Prayag Tiwari, Quantum fuzzy federated learning for privacy protection in intelligent information processing, IEEE Transactions on Fuzzy Systems, 2025, 33(1): 278-289. (IEEE Trans, SCI一区, 影响因子10.7)

6.  Zhiguo Qu, Xiyu Fu, Le Sun, Ghulam Muhammad, QDICP: A quantum blockchain model for copyright protection of digital images in consumer electronics, IEEE Transactions on Consumer Electronics, 2024, DOI 10.1109/TCE.2024.3522276. (IEEE Trans , SCI二区，南信大T2，影响因子4.3)

7.  Zhiguo Qu, Jian Ding, Bo Liu, Le Sun and Shahid Mumtaz, CDHFL-HA: collaborative dynamic hierarchical federated learning with hypernetwork aggregation for sentimental analysis, IEEE Transactions on Computational Social Systems, 2024, DOI: 10.1109/TCSS.2024.3487613. (IEEE Trans, SCI二区, 南信大T2，影响因子4.5)

8.  Zhiguo Qu, Zihong Cai, FEDSA-ResnetV2: An efficient intrusion detection system for vehicle road cooperation based on federated learning, IEEE Internet of Things Journal, 2024, 11(18): 29852-29863. (SCI一区, 南信大T1, 影响因子10.6)

9.  Zhiguo Qu, Zhixiao Chen, Xin Ning and Prayag Tiwari, QEPP: A quantum efficient privacy protection protocol in 6G-quantum Internet of Vehicles, IEEE Transactions on Intelligent Vehicles, 2024, 9(1): 905-916. (IEEE Trans , SCI一区，影响因子14)

10. Zhiguo Qu, Zhixiao Chen, Shahram Dehdashti and Prayag Tiwari, QFSM: A novel quantum federated learning algorithm for speech emotion recognition With Minimal Gated Unit in 5G IoV, IEEE Transactions on Intelligent Vehicles, 2024: 1-12. DOI 10.1109/TIV.2024.3370398 (IEEE Trans , SCI一区，影响因子14)

11.  Zhiguo Qu, Yunyi Meng, Ghulam Muhammad and Prayag Tiwari, QMFND: A quantum multimodal fusion-based fake news detection model for social media, Information Fusion, 2024, 104 (102172): 1-11. (SCI一区, 影响因子18.6)

12.  Zhiguo Qu, Yunyi Meng, Bo Liu, Ghulam Muhammad, Prayag Tiwari, QB-IMD: A secure medical data processing system with privacy protection based on quantum blockchain for IoMT, IEEE Internet of Things Journal, 2024, 11(1): 1-10. (ESI高被引论文高被引论文, SCI一区, 南信大T1, 影响因子10.6)

13. Zhiguo Qu, Weilong Chen and Prayag Tiwari, HQ-DCGAN: Hybrid quantum deep convolutional generative adversarial network approach for ECG generation, Knowledge-Based Systems, 2024, 301(112260): 1-13. (SCI一区, 南信大T2, 影响因子7.2)

14.  Zhiguo Qu, Zhiwei Liang, FedHLC: A Novel Federated Learning Algorithm Targeting Heterogeneous and Long-Tailed Data for Efficient Image Classification in Consumer Electronics, IEEE Transactions on Consumer Electronics, 2024, 70(4): 7266-7278. (IEEE Trans , SCI二区，南信大T2)

15.  Zhiguo Qu, Jian Ding, Rutvij H. Jhaveri, Youcef Djenouri, Xin Ning, Prayag Tiwari, FedSarah: A novel low-latency federated learning algorithm for consumer-centric personalised recommendation systems, IEEE Transactions on Consumer Electronics, 2024, 70(1): 2675-2686. (IEEE Trans , SCI二区，南信大T2)

16. Zhiguo Qu, Wenke Shi, Bo Liu, Deepak Gupta and Prayag Tiwari, IoMT-based smart healthcare detection system driven by quantum blockchain and quantum neural network, IEEE Journal of Biomedical and Health Informatics, 2024, 28(6): 3317-3328. (SCI一区, 南信大T2)

17. Prayag Tiwari, Lailei Zhang, Zhiguo Qu, Ghulam Muhammad, Quantum fuzzy neural network for multimodal sentiment and sarcasm detection, Information Fusion, 2024, 103 (102085): 1-14. (SCI一区, 影响因子18.6)

18. Zhiguo Qu, Xinzhu Liu and Min Zheng, Temporal-Spatial quantum graph convolutional neural network based on Schrödinger approach for traffic congestion prediction, IEEE Transactions on Intelligent Transportation Systems, 2023, 24(8): 8677-8686. (ESI高被引论文, IEEE Trans, SCI一区, 南信大T1, CCF-B)

19. Zhiguo Qu, Yang Li and Prayag Tiwari, QNMF: A quantum neural network based multimodal fusion system for intelligent diagnosis, Information Fusion, 2023, 100(101913): 1-13. (SCI一区, 影响因子18.6)

20.  Zhiguo Qu, Yang Tang, Ghulam Muhammad and Prayag Tiwari, Privacy protection in intelligent vehicle networking: A novel federated learning algorithm based on information fusion, Information Fusion, 2023, 98(101824): 1-12. (SCI一区, 影响因子18.6)

21. Zhiguo Qu, Zhexi Zhang, Bo Liu, Prayag Tiwari, Xin Ning and Khan Muhammad, Quantum detectable Byzantine agreement for distributed data trust management in blockchain, Information Sciences, 2023, 637(118909): 1-12. (ESI高被引论文，SCI一区, 南信大T1，CCF-B)

22. Zhiguo Qu, Wenke Shi and Prayag Tiwari, Quantum conditional generative adversarial network based on patch method for abnormal electrocardiogram generation, Computers in Biology and Medicine, 2023, 166(107549): 1-13.  (SCI一区)

23. Zhiguo Qu and Hanrong Sun, A secure information transmission protocol for healthcare cyber based on quantum image expansion and Grover search algorithm, IEEE Transactions on Network Science and Engineering, 2023, 10(5): 2551-2563. (IEEE Trans , SCI二区, CCF-C)

24. Zhiguo Qu, Yang Li, Bo Liu, Deepak Gupta and Prayag Tiwari, DTQFL: A digital twin-assisted quantum federated learning algorithm for Intelligent Diagnosis in 5G Mobile Network, IEEE Journal of Biomedical and Health Informatics, 2023. DOI 10.1109/JBHI.2023.3303401. (SCI一区, 南信大T2)

25. Yunyi Meng, Zhiguo Qu, Ghulam Muhammad, Prayag Tiwari, Secure and efficient data transmission based on quantum dialogue with hyperentangled states in cloud office, Internet of Things, 2023, 24(100911): 1-15. (南信大T1, SCI三区) 

26. Zhiguo Qu, Zhexi Zhang and Min Zheng, A quantum blockchain-enabled framework for secure private electronic medical records in Internet of Medical Things, Information Sciences, 2022, 612(1): 942-958. (SCI一区, 南信大T1，CCF-B)

27. Zhiguo Qu, Xinzhu Liu and Le Sun, Learnable antinoise-receiver algorithm based on a quantum feedforward neural network in optical quantum communication, Physical Review A, 2022, 105(5): (052427)1-12. (SCI二区, 南信大T1)

28. Hanrong Sun, Zhiguo Qu*, Le Sun, Xiubo Chen and Gang Xu, High-efficiency quantum image steganography protocol based on double-layer matrix coding, Quantum Information Processing, 2022, 21(165): 1-27. (SCI二区，南信大T2)

29. Zhiguo Qu, Hanrong Sun and Min Zheng, An efficient quantum image steganography protocol based on improved EMD algorithm, Quantum Information Processing, 2021, 20(53): 1-29. (ESI高被引论文，SCI二区，南信大T2)

30. Zhiguo Qu, Siyi Chen and Xiaojun Wang, A secure controlled quantum image steganography algorithm, Quantum Information Processing, 2020, 19(380): 1-25. (SCI二区)

31. Zhiguo Qu, Yiming Huang; Min Zheng, A novel coherence-based quantum steganalysis protocol, Quantum Information Processing, 2020, 19(362): 1-25. (SCI二区，南信大T2)

32.  Zhiguo Qu, Yilin Wang, Le Sun, Dandan Peng, Zheng Li, Study QoS optimization and energy saving techniques in cloud, fog, edge, and IoT, Complexity, 2020, 2020(8964165): 1-16. (SCI二区)

荣誉：

1. 获2010-2011年北京邮电大学优秀博士研究生。

2. 获2009年北京邮电大学国外重大国际会议资助。

3. 获2007年华中师范大学优秀研究生甲等奖学金。

4. 获2007年华中师范大学优秀硕士毕业论文。

其他学术成就：

瞿治国，博士，毕业于北京邮电大学，现任南京信息工程大学教授，研究方向量子安全通信、量子机械学习、量子计算、量子区块链，深度学习以及边缘计算等。主持或参与国家自然科学基金项目5项，省部级科学基金项目3项，并主持横向项目2项。先后在Information Sciences、Information Fusion、IEEE Transactions on Intelligent Transportation Systems、IEEE Transactions on Intelligent Vehicles、IEEE Internet of Things Journal、IEEE Journal of Biomedical and Health Informatics、Computers in Biology and Medicine、Physical Review A、IEEE Transactions on Network Science and Engineering、IEEE Transactions on Consumer Electronics、Scientific Reports、Neurocomputing、Quantum Information Processing、Journal of Ambient Intelligence and Humanized Computing、China Communications和Chinese Physics B等众多国内外知名期刊和会议上发表学术论文100多篇，其中 SCI 检索论文80多 篇，包括一作和通信作者 60余篇，三篇 ESI 高被引论文。谷歌学术引用次数共计2440次。此外，2012.10-204.10赴爱尔兰都柏林城市大学攻读博士后；获得国际会议ICAIS2019以及ICAIS2021优秀会议论文，在相关研究领域的国际合作方面（爱尔兰、英国、加拿大、澳大利亚和德国等国际合作）也拥有良好基础。