Hao Zhang

Ph.D. candidate @ Nanjing University of Aeronautics and Astronautics
Visiting Ph.D.student @ Nanyang Technological University
Nanjing: No.29, Jiangjun Avenue, Jiangning District, Nanjing, Jiangsu, China, 211106
Singapore: S2 B3, EEE, Nanyang Technological University, 50 Nanyang Avenue, Singapore 639798

I am now a last year Ph.D. candidate (EGD: Mar 2025) under the supervision of Prof. Fuhui Zhou in College of Electronic and Information Engineering, Nanjing University of Aeronautics and Astronautics. I was selected as a member of Top-notch Postgraduate Innovative Talents Training “Yinhang Project” (南京航空航天大学研究生拔尖创新人才培养“引航计划”) of NUAA in 2022. I have received a Master of Engineering degree, and a Bachelor’s degree from Nanchang University, majoring in Electrical and Communication Engineering and Internet of Things Engineering in 2020 and 2017. From Jan 1st 2024, I became a visiting Ph.D. student under the supervision of Assoc Prof Chau Yuen (IEEE Fellow) in the School of Electrical & Electronic Engineering, Nanyang Technological University supported by Chinese Government Scholarship from China Scholarship Council (CSC). Until now, I have published over 15 papers (citations: GoogleCitations, H index: hindex ), including one ESI highly cited paper.

Research Interests

  • Radio Frequency Machine Learning (RFML) aims to apply machine learning and deep learning for a multitude of tasks in wireless communications, such as signal classification, spectrum sensing and signal identification and cognitive radio.
  • Foundation Models, also known as large AI model, are AI models designed to produce a wide and general variety of outputs. We are focusing on the application of foundation models in wireless communications and geoscience.

News

Nov 07, 2024 🎉🎉🎉Our paper “When Geoscience Meets Foundation Models: Towards General Geoscience Artificial Intelligence System” is accepted by IEEE Geoscience and Remote Sensing Magazine.
Sep 11, 2024 Our paper “FSOS-AMC: Few-Shot Open-Set Learning for Automatic Modulation Classification” is accepted by 16th International Conference on Wireless Communications and Signal Processing (WCSP 2024) .
Sep 10, 2024 Our paper “Soil Desiccation Crack Recognition: New Paradigm and Field Application” is accpeted by Journal of Geophysical Research - Machine Learning and Computation.
Jul 12, 2024 Our paper “Breathing Phenomenon of Soil Desiccation Cracking: Field Monitoring and Insights” is reported by Eos Editors’ Highlights in Eos website and Wechat.
Jun 04, 2024 A paper was accepted at the Workshop on Explainable Artificial Intelligence (XAI) at IJCAI 2024

Selected publications

  1. IEEE GRSM
    Hao Zhang, Jin-Jian Xu, Hong-Wei Cui, Lin Li, Yaowen Yang, and 2 more authors
    IEEE Geoscience and Remote Sensing Magazine, 2024
  2. IEEE TCOM
    Hao Zhang, Fuhui Zhou, Qihui Wu, and Naofal Al-Dhahir
    IEEE Transactions on Communications, 2024
  3. IEEE TCCN
    Hao Zhang, Fuhui Zhou, Qihui Wu, Wei Wu, and Rose Qingyang Hu
    IEEE Transactions on Cognitive Communications and Networking, 2022
  4. Geotechnique
    Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Qing Cheng, Bo Liu, and 1 more author
    Geotechnique, 2022
  5. EG
    Jin-Jian Xu, Hao Zhang, Chao-Sheng Tang, Qing Cheng, Ben-gang Tian, and 2 more authors
    Engineering Geology, 2022

Education

  • Visiting Ph.D. student, Nanyang Technological University, Jan 2024-now.
  • Ph.D candidate, Information and Communication Engineering, NUAA, Apr 2021-now.
  • Research assistant, Information and Communication Engineering, NUAA, Jul 2020-Mar 2021.
  • M.Eng., Electrical and Communication Engineering, Nanchang University, Jun 2020.
  • B.S., Internet of Things Engineering, Nanchang University, Jun 2017.

Projects

  • “Few Sample Modulation Identification under High Dynamic Environment”, Postgraduate Research & Practice Innovation Program of Jiangsu Province (Grant No. KYCX23_0380), 15,000 RMB. [HTML]
  • “Research on Comprehensive Mechanical Performance of Coral Concrete Foundation Island and Reef Wind Turbines Based on Interpretable Deep Learning”, Interdisciplinary Innovation Fund for Doctoral Students of NUAA (No. KXKCXJJ202302), 100,000 RMB.