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Hao Zhang

Ph.D. candidate @ NUAA & Visiting Ph.D. student @ NTU

Publications

More information can be found in my [Google Scholar]

Thesis

Preprints

  • Hao Zhang, Fuhui Zhou, Hongyang Du, Qihui Wu, and Chau Yuen. “Revolution of Wireless Signal Recognition for 6G: Recent Advances, Challenges and Future Directions”. IEEE Communications Surveys & Tutorials (Under Review)
  • Hao Zhang, Fuhui Zhou, Qihui Wu, and Chau Yuen. “Spectrum Cognition: Semantic Situation for Next-Generation Spectrum Management”, IEEE Wireless Communications (Under Review)
  • Hao Zhang, Fuhui Zhou, Wei Wang, Qihui Wu, and Chau Yuen. “A Federated Learning-based Lightweight Network with Zero Trust for UAV Authentication”, IEEE Transactions on Information Forensics and Security (Under Review)
  • Hao Zhang, Fuhui Zhou, Qihui Wu, and Chau Yuen. “Distributed Multi-Task Learning for Joint Wireless Signal Enhancement and Recognition”, IEEE Transactions on Communications (Under Review)
  • Hao Zhang, Fuhui Zhou, Qihui Wu, and Chau Yuen.“FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification Over Multipath Fading Channels”, IEEE Internet of Things Journal (Under Review)
  • Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Mohamed Ramy El-Maarry, Yao-Wen Yang, Lin Li, Bin Shi. “Drying Induces Mars Intermediate-Sized Cracks: New Evidence and Insight from Geometrical Quantification”. (Under Review) (Co-first author)
  • Jin-Jian Xu, Hao Zhang, Chaosheng Tang, Lin Li, Dazhan Zhang, Dianlong Wang, and Bin Shi. “XGeoS-AI: An Interpretable Learning Framework for Deciphering Geoscience Image Segmentation”. (Under Review) (Co-first author) [XAI 2024 workshop @ IJCAI with PDF]
  • Shijin Zhao, Qihui Wu, Fuhui Zhou, Hao Zhang, Yang Huang, and Kai-Kuang Ma. “Cognitive Escape Reinforcement Learning for Complex Decision Making”. Science China Information Sciences (Under Review)

Papers

  1. Hao Zhang, Jin-Jian Xu, Hong-Wei Cui, Lin Li, Yaowen Yang, Chao-Sheng Tang, Niklas Boers. “When Geoscience Meets Foundation Models: Towards General Geoscience Artificial Intelligence System.” IEEE Geoscience and Remote Sensing Magazine, doi: 10.1109/MGRS.2024.3496478. [HTML] [ arXiv ] [ code ]
  2. Hao Zhang, Fuhui Zhou, Qihui Wu, Naofal Al-Dhahir. “SSwsrNet: A Semi-Supervised Few-Shot Learning Framework for Wireless Signal Recognition.” IEEE Transactions on Communications, vol. 72, no. 9, pp. 5823-5836, doi: 10.1109/TCOMM.2024.3385921. [HTML] [ arXiv ]
  3. Hao Zhang, Fuhui Zhou, Qihui Wu, Wei Wu, Rose Qingyang Hu. “A Novel Automatic Modulation Classification Scheme Based on Multi-Scale Networks.” IEEE Transactions on Cognitive Communications and Networking, vol. 8, no. 1, pp. 97-110, doi: 10.1109/TCCN.2021.3091730. [HTML] [ arXiv ]
  4. Hao Zhang, Lu Yuan, Guangyu Wu, Fuhui Zhou, Qihui Wu. “Automatic modulation classification using involution enabled residual networks.” IEEE Wireless Communications Letters, vol. 10, no. 11, pp. 2417-2420, doi: 10.1109/LWC.2021.3102069. [HTML] [ arXiv ]
  5. Hao Zhang, Fuhui Zhou, Qihui Wu, Chau Yuen. “FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification.” In 16th International Conference on Wireless Communications and Signal Processing (WCSP 2024), [ arXiv ]
  6. Hao Zhang, Xianggong Hong. “Recent progresses on object detection: a brief review.” Multimedia Tools and Applications, vol. 78, pp. 27809-27847, doi: 10.1007/s11042-019-07898-2. [HTML]
  7. Hao Zhang, Xiang-gong Hong, Li Zhu. “Detecting small objects in thermal images using single-shot detector.” Automatic Control and Computer Sciences, vol. 55, no. 2, pp. 202–211, doi: 10.3103/S0146411621020097. [HTML] [ arXiv ]
  8. Hao Zhang, Xianggong Hong, Shifen Zhou, Qingcai Wang. “Infrared image segmentation for photovoltaic panels based on Res-UNet.” In Chinese conference on pattern recognition and computer vision (PRCV), pp. 611–622, doi: 10.1007/978-3-030-31654-9_52. [HTML]
  9. Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Qing Cheng, Bo Liu, Bin Shi. “Automatic soil desiccation crack recognition using deep learning.” Geotechnique, vol. 72, no. 4, pp. 337-349, doi: 10.1680/jgeot.20.P.091. [HTML]

    ESI Highly Cited Paper & 75th Géotechnique Anniversary Early Career Award (insightful paper on Artificial Intelligence and Statistics in geotechnics published in the decade 2013-2023), Reported by Nanchang University Library in WeChat Official Account (2023-03-06)

  10. Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Qing Cheng, Ben-gang Tian, Bo Liu, Bin Shi. “Automatic soil crack recognition under uneven illumination condition with the application of artificial intelligence.” Engineering Geology, vol. 296, pp. 106495, doi: 10.1016/j.enggeo.2021.106495. [HTML]
  11. Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Yaowen Yang, Lin Li, Dian-Long Wang, Bo Liu, Bin Shi. “Soil Desiccation Crack Recognition: New Paradigm and Field Application.” Journal of Geophysical Research: Machine Learning and Computation, vol. , pp. , doi: 10.1029/2024JH000347. [HTML]
  12. Qinqin Zhou, Hao Zhang, Suya Wang. “Artificial intelligence, big data, and blockchain in food safety.” International Journal of Food Engineering, vol. 18, no. 1, pp. 1–14, doi: 10.1515/ijfe-2021-0299. [HTML]
  13. Lu Yuan, Hao Zhang, Ming Xu, Fuhui Zhou, Qihui Wu. “A multiscale CNN framework for wireless technique classification in Internet of Things.” IEEE Internet of Things Journal, vol. 9, no. 12, pp. 10366–10367, doi: 10.1109/JIOT.2021.3132652. [HTML]
  14. Rui Ding, Hao Zhang, Fuhui Zhou, Qihui Wu, Zhu Han. “Data-and-knowledge dual-driven automatic modulation recognition for wireless communication networks.” In ICC 2022-IEEE International Conference on Communications, pp. 1962–1967, doi: 10.1109/ICC45855.2022.9838977. [HTML] [ arXiv ]
  15. Qingcai Wang, Hao Zhang, Xianggong Hong, Qinqin Zhou. “Small object detection based on modified FSSD and model compression.” In 2021 IEEE 6th International Conference on Signal and Image Processing (ICSIP), pp. 88–92, doi: 10.1109/ICSIP52628.2021.9688896. [HTML] [ arXiv ]
  16. Linsheng Hu, Yihao Li, Hao Zhang, Lu Yuan, Fuhui Zhou, Qihui Wu. “Robust Semantic Communication Driven by Knowledge Graph.” In 2022 9th International Conference on Internet of Things: Systems, Management and Security (IOTSMS), pp. 1–5, doi: 10.1109/IOTSMS58070.2022.10061867. [HTML]
  17. Ming Xu, Yuhang Wu, Hao Zhang, Lu Yuan, Yiyao Wan, Fuhui Zhou, Qihui Wu. “GAN-Enabled Robust Backdoor Attack for UAV Recognition.” In 2022 7th International Conference on Communication, Image and Signal Processing (CCISP), pp. 474–478, doi: 10.1109/CCISP55629.2022.9974216. [HTML]
  18. Ruitao Wang, Hao Zhang, Ming Xu, Fuhui Zhou, Qihui Wu. “A Novel Lightweight Automatic Modulation Classification Scheme Based on Inverted Residuals.” In 2023 International Conference on Ubiquitous Communication (Ucom), pp. 259–263, doi: 10.1109/Ucom59132.2023.10257638. [HTML]
  19. Dongjun Han, Hao Zhang, Shujie Wang, Wei Chai, Haonan Zhou, Fuhui Zhou. “Small Objects Recognition by Exploiting an Improved YOLOv5 Algorithm on the UAV Platform.” In 2023 International Conference on Ubiquitous Communication (Ucom), pp. 193–198, doi: 10.1109/Ucom59132.2023.10257606. [HTML]
  20. Jin-Jian Xu, Chao-Sheng Tang, Yaowen Yang, Lin Li, Hao Zhang, Qing Cheng, Xi-Ying Zhang, Bo Liu, Bin Shi. “Breathing Phenomenon of Soil Desiccation Cracking: Insights From Novel Geophysical Observations.” Journal of Geophysical Research: Earth Surface, e2023JF007318 2023JF007318 vol. 129, no. 1, pp. e2023JF007318, doi: https://doi.org/10.1029/2023JF007318. [HTML]