张欢

教育及工作经历

• 2025.10至今 北京理工大学 管理学院/能源与环境政策研究中心 助理教授、副研究员

• 2023.1-2025.9 清华大学 电子工程系 博士后、助理研究员

• 2019.9-2023.1 清华大学 电子工程系 博士

• 2016.9-2019.1 北京航空航天大学 宇航学院 硕士

• 2012.9-2016.7 北京航空航天大学 宇航学院 学士

个人简介

张欢，北京理工大学管理学院/能源与环境政策研究中心，预聘助理教授、特别副研究员、硕士生导师。长期从事人工智能方面的研究工作，在Nature子刊、IEEE TIP、IEEE TGRS、JFR等国际顶级期刊上发表论文20余篇；主持国家自然科学基金重大项目子课题1项，作为核心骨干参与国家自然科学基金重大研究计划1项、面上项目3项、国家专项1项和横向课题多项等重要科研任务；长期担任IEEE TGRS、IEEE GRSL、RS等期刊审稿人。

当前主要研究环境人工智能、基于遥感图像解译的环境风险分析与预测、环境健康等。热烈欢迎有志于开展环境人工智能研究工作的同学推免/报考我的研究生！欢迎管理科学与工程、能源与气候经济、环境科学、交叉学科、人工智能、信息科学、数据科学、数学等方向的同学与我联系！

E-mail：zhanghuan19@bit.edu.cn

部分发表论文

1. Huan Zhang, Qianglin Liu, Xiaolin Han, Lijuan Niu, Weidong Sun. TN5000: An Ultrasound Image Dataset for Thyroid Nodule Detection and Classification. Scientific Data, vol.12, pp.1437-1447, 2025.8. (Nature子刊, IF=9.8)

2. Huan Zhang, Zhiyi Xu, Xiaolin Han, Weidong Sun. Data Augmentation using Bitplane Information Recombination Model, IEEE Transactions on Image Processing, vol.31, pp.3713-3725, 2022.5. (SCI, Q1, 顶刊, IF=11.041)

3. Huan Zhang, Xiaolin Han, Jingwei Deng, Weidong Sun. How to Evaluate and Remove the Weakened Bands in Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, vol.63, pp.1-15, 2025.1. (SCI, Q1, 顶刊, IF=8.2)

4. Huan Zhang, Xiaolin Han, Weidong Sun. Region-Focusing Data Augmentation via Salient Region Activation and Bitplane Recombination for Target Detection, Remote Sensing, vol.16, pp.4806-4823, 2024.12. (SCI, Q1)

5. Huan Zhang, Wei Leng, Xiaolin Han, Weidong Sun. MOON: Subspace-based Multi-branch Network for Object Detection in Remotely Sensed Images, Remote Sensing, vol.15, pp.4201-4216, 2023.8. (SCI, Q1)

6. Huan Zhang, Cai Meng, Xiangzhi Bai, Zhaoxi Li. Rock-Ring Detection Accuracy Improvement in Infrared Satellite Image with Subpixel Edge Detection. IET Image Processing, vol.13, pp.729-735, 2019.3. (SCI, Q2)

7. Huan Zhang, Zhiyi Xu, Xiaolin Han, Weidong Sun. Refining FFT-based Heatmap for the Detection of Cluster Distributed Targets in Satellite Images, British Machine Vision Conference (BMVC), pp.296-309, Virtual, 2021.11. (EI)

8. Huan Zhang, Wei Leng, Xiaolin Han, Weidong Sun. Category-oriented Adversarial Data Augmentation via Inline Similarity for Satellite Images, 5th Chinese Conference on Pattern Recognition and Computer Vision (PRCV), pp.473-483, China, 2022.10. (EI)

9. Huan Zhang, Qianglin Liu, Xiaolin Han, Lijuan Niu, Weidong Sun. Ship Detection for Satellite Images based on Classifier Transfer Learning Combined with Feature Transfer Learning, 11th International Conference on Machine Vision and Machine Learning, 2025.

10. Huan Zhang, Cai Meng, Pin Guo, Xilun Ding, Zhaoxi Li. Vehicle Detection in UAV Aerial Video. IEEE/RSJ International Conference on Intelligent Robots and Systems Workshop (IROS workshop), Spain, 2018. (EI)

11. Huan Zhang, Cai Meng, Zhaoxi Li. Rock-Ring Accuracy Improvement in Infrared Satellite Image with Subpixel Edge Detection. Image and Graphics Technologies and Applications (IGTA), 2018. (EI)

12. Jiahe Zhu, Huan Zhang, Simin Li, Shengjin Wang, Hongbing Ma. Cross Teaching-Enhanced Multi-spectral Remote Sensing Object Detection with Transformer, Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2024. (SCI, Q1, IF=5.5)

13. Xiaolin Han, Huan Zhang, Jing-Hao Xue, Weidong Sun. A Spectral-spatial Jointed Spectral Super-resolution and Its Application to HJ-1A Satellite Images, IEEE Geoscience and Remote Sensing Letters, 2021. (SCI, Q1, IF=4.8)

14. Xiaolin Han, Huan Zhang, Weidong Sun. Spectral Anomaly Detection based on Dictionary Optimization for Sea Surfaces, IEEE Geoscience and Remote Sensing Letters, 2021. (SCI, Q1, IF=4.8)

15. 韩晓琳, 张欢, 孙卫东. 基于光谱库优化学习的光谱超分与分类精度提升, 遥感学报, 2023. (EI)

16. Xiaolin Han, Wei Leng, Huan Zhang, Wei Wang, Qizhi Xu, Weidong Sun. Spectral Library Based Spectral Super-Resolution under Incomplete Spectral Coverage Conditions, IEEE Transactions on Geoscience and Remote Sensing, 2024. (SCI, Q1, 顶刊, IF=8.2)

17. Xiaolin Han, Wei Leng, Huan Zhang, Zhiyi Xu, Weidong Sun. Incremental Dictionary Learning for Multiframe Satellite Images Representation via Gradual Optimization, IEEE Transactions on Geoscience and Remote Sensing, 2022. (SCI, Q1, 顶刊, IF=8.2)

18. Jingwei Deng, Xiaolin Han, Huan Zhang, Weidong Sun. A Fast Fusion Method for Hyperspectral Images via Subpixel-shift Decomposition, IEEE Geoscience and Remote Sensing Letters, 2024. (SCI, Q1, IF=4.8)

19. Jiahe Zhu, Xu Chen, Huan Zhang, Zelong Tan, ShengJin Wang, Hongbing Ma. Transformer based Remote Sensing Object Detection with Enhanced Multispectral Feature Extraction. IEEE Geoscience and Remote Sensing Letters, 2023. (SCI, Q1, IF=4.8)

20. Jiahe Zhu, Kaiyue Zhou, Huan Zhang, Shengjin Wang, Hongbing Ma. Cross Teaching between Single-Spectral and Multi-Spectral Detection Transformers for Remote Sensing Object Detection, IGARSS 2024, Greece, 2024. (EI)

21. Xiaolin Han, Yijie Wei, Huan Zhang, Qizhi Xu, Weidong Sun. Tuning to Real for Single-spectrum Hyperspectral Target Detection, WHISPERS 2023, Greece, 2023. (EI)

22. Xiaolin Han, Yijie Wei, Wei Wang, Huan Zhang, Weidong Sun. Integration of Multisource Spectral Libraries for Spectral Super-resolution via Benchmark Alignment, IEEE Transactions on Geoscience and Remote Sensing, 2025. (SCI, Q1, 顶刊, IF=8.2)

23. Wei Leng, Xiaolin Han, Jingwei Deng, Huan Zhang, Wenqiang Li, Weidong Sun. Spectral Super-resolution by using Universal and Private Jointed Spectral Library and Its Applications, IEEE Transactions on Geoscience and Remote Sensing, 2024. (SCI, Q1, IF=8.2)

24. Zhaoxi Li, Cai Meng, Fugen Zhou, Xilun Ding, Xueqiang Wang, Huan Zhang, Pin Guo, Xin Meng. Fast Vision-based Autonomous Detection of Moving Cooperative Target for Unmanned Aerial Vehicle Landing. Journal of Field Robotics, 2019. (SCI, Q1, IF=8.3)

25. Cai Meng, Weidong Xu, Haiyuan Li, Huan Zhang, Dong Xu. A New Design of Cellular Soft Continuum Manipulator Based on Beehive-Inspired Modular Structure. International Journal of Advanced Robotic Systems, 2017. (SCI, Q2)

26. Wei Leng, Xiaolin Han, Wenqiang Li, Huan Zhang, Weidong Sun. Crop Classification Using Non-Fixed Length Multi Temporal Images Base on Deep Learning, RSDE 2024, 2024. (EI)

27. 张欢, 韩晓琳, 孙卫东. 一种基于比特平面信息重组的数据增广系统及系统. 中国发明专利, ZL202111566270.5, 2024.8.

28. 韩晓琳, 张欢, 孙卫东. 针对多帧图像光谱字典构建的增量学习方法和系统. 中国发明专利, ZL2021115 55198.6, 2024.6.

29. 韩晓琳, 张欢, 孙卫东. 一种基于稀疏表示与固定原子迭代的光谱目标检测方法. 中国发明专利, ZL202110093330.X, 2022.8.

部分科研项目

• 国家自然科学基金面上项目(82471999) 对甲状腺癌术后淋巴结的多模态超声技术检查及视频影像智能诊断的联合应用 主要参与者 2025.1-2028.12

• 水环境污染监测先进技术与装备国家工程研究中心项目(2024KFJJ0107) 基于深度学习的富营养水体水华预警预报模型研究 主要参与者 2024.8-2026.7

• 横向项目 甲状腺超声图像数据清洗与深度学习验证技术研究 主要参与者 2025.2-2025.12

• 国家自然科学基金面上项目(41971294) 光谱库学习与样本库学习框架下遥感图像光谱超分方法研究 主要参与者 2020.1-2023.12

• 国家专项 迁移学习框架下的小样本训练与建模方法研究 主要参与者 2019.3-2020.12

• 横向项目 基于神经网络学习的光谱超分辨技术研究 主要参与者 2019.7-2021.7

• 国家自然科学基金重大研究计划 组合分离式旋翼与足式移动操作机器人一体化设计理论与空地协同任务规划方法 主要参与者 2017.11-2019.1