杜川,博士,讲师,毕业于西安电子科技大学雷达信号处理全国重点实验室,师从于重点实验室主任刘宏伟教授,副主任陈渤教授。本人主要研究方向是智能雷达信号处理,机器学习,深度学习,强化学习,雷达目标检测、识别、跟踪等。民用方面:毫米波雷达的生理体征检测,人体姿态识别,可疑物品检测等。本人以第一作者或通信作者发表中科院二区以上论文十余篇。带领学生获得全国研究生电子设计竞赛华为专项赛题全国二等奖。本人目前已指导两名本科生以一作身份发表两篇中科院二区论文,一名研究生发表一篇中科院一区顶刊论文。
2022.08--至今,南京信息工程大学,电子与信息工程学院,讲师
2019.09--2022.06,中山大学,电子与通信工程学院,博士后
2015.09--2019.06,西安电子科技大学,电子工程学院,博士
2012.09--2015.06,西安电子科技大学,电子工程学院,硕士
2008.09--2012.06,中国地质大学(武汉),机械与电子信息学院,本科
智能雷达信号处理,机器学习,深度学习,强化学习
期刊论文
H Chen, C Du*, J Zhu, D Guo, Target-Aspect Domain Continual Learning for SAR Target Recognition, IEEE Transactions on Geoscience and Remote Sensing, 2025.
W Long, Q Zhao*, C Du, Method for reconstructing the directional pattern of opportunistic array radar with dynamic elements, Signal Processing, 109890, 2025.
J Zhu, C Du*, D Guo, Target-aspect Domain Continual SAR-ATR Based on Task Hard Attention Mechanism, IEEE Geoscience and Remote Sensing Letters, 2024.
X Ye, C Du*, Integrated multi-scale aircraft detection and recognition with scattering point intensity adaptiveness in complex background clutter SAR images, Remote Sensing, 16 (13), 2471, 2024.
Dandan Guo, Long Tian, Chuan Du*, Pengfei Xie, Bo Chen, Lei Zhang, Suspicious Object Detection for Millimeter-Wave Images with Multi-View Fusion Siamese Network, IEEE Transactions on Image Processing, 2023.
Chuan Du, Yulai Cong*, Lei Zhang, Dandan Guo, and Song Wei, A Practical Deceptive Jamming Method Based on Vulnerable Location Awareness Adversarial Attack for Radar HRRP Target Recognition. IEEE Transactions on Information Forensics and Security, 2022, 17: 2410-2424.
Chuan Du, Bo Chen*, Bin Xu, Dandan Guo, Hongwei Liu, Factorized discriminative conditional variational auto-encoder for radar HRRP target recognition, Signal Processing, 2019, 158: 176-189.
Chuan Du, Long Tian, Bo Chen*, et al. Region-Factorized Recurrent Attentional Network with Deep Clustering for Radar HRRP Target Recognition, Signal Processing, 2021, 183: 1-10.
Chuan Du, Lei Zhang*, Adversarial Attack for SAR target recognition based on UNet-generative adversarial network, Remote Sensing, 2021.
Chuan Du; Chaoying Huo; Lei Zhang*; Bo Chen; Yijun Yuan; Fast C&W: A Fast Adversarial Attack Algorithm to Fool SAR Target Recognition with Deep Convolutional Neural Networks, IEEE Geoscience and Remote Sensing Letters, 2021.
Chuan Du, Pengfei Xie, Lei Zhang*, Yan Ma, and Long Tian, Conditional Prior Probabilistic Generative Model with Similarity Measurement for ISAR Imaging, IEEE Geoscience and Remote Sensing Letters, 2021.
Chuan Du; Lei Zhang*; Xiping Sun; Junxu Wang; Jialian Sheng; Enhanced Multi-Channel Feature Synthesis for Hand Gesture Recognition Based on CNN With a Channel and Spatial Attention Mechanism, IEEE Access, 2020, 8:
144610-144620.
Yuyuan Fang, Jun Hu*, Chuan Du, Zhibo Liu, and Lei Zhang, SAR-Optical Image Matching by Integrating Siamese U-Net With FFT Correlation, IEEE Geoscience and Remote Sensing Letters, 2021.
Pengfei Xie, Lei Zhang*, Chuan Du, Xiaoqing Wang, and Weijun Zhong, Space Target Attitude Estimation from ISAR Image Sequences with Key Point Extraction Network, IEEE Signal Processing Letters, 2021, 28:1041-1045.
L Tian, B Chen, Z Guo, C Du, Y Peng, H Liu, Open set HRRP recognition with few samples based on multi-modality prototypical networks, Signal Processing, 193, 108391
会议论文
L. Tian, B. Chen*, Y. Peng,C. Du, Z. Wu, and H. Liu, "Meta Network for Radar HRRP Noncooperative Target Recognition with Missing Aspects," IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, 2020, pp. 2053-2056, doi: 10.1109/IGARSS39084.2020.9323129. (会议论文, EI, Oral Presentation)
B Xu, B Chen, J Liu, C Du, Gaussian mixture model-tensor recurrent neural network for HRRP target recognition, 2019 International Radar Conference (RADAR), 1-6
主持并参与多项国家国防科研项目:
国家自然科学基金委员会面上项目《面面向SAR图像目标识别的多模综合感知神经网络》,58万;
电磁散射国家重点实验室航天基金《基于生成对抗网络的大场景动态海面杂波快速生 成方法》,50万;
JWKJW一般项目 《基于XX的雷达XX应用概念和关键技术研究》,150万;
JWKJW一般项目 《XX雷达动目标探测机理与关键技术》,150万;
JWKJW国防卓青项目 《XX雷达理论与关键技术研究(ZQ)》, 500万;
国家自然科学基金委员会面上项目 《机会阵雷达及机会理论研究》, 75万。
本科生:
叶续缘:保研至东南大学
朱金林:保研至厦门大学
陆宇洲:报送至南京理工大学
专硕,学硕
1. 欢迎highly motivated的学生报考。对于研究生推免生,优先考虑有编程经验和科研经历的申请者。
2、踏实、认真、严谨,对工作与学习有较强的积极主动性;
3、在编程、数学、信号处理、光学成像系统等任一方面有一定功底和较浓的兴趣;
4、本科生需要在“学有余力”的情况下,对科研有兴趣,并希望继续深造,会协助本科生发表高水平论文,参加比赛,协助推免;
5、对于发表高水平论文的学生会进行科研奖励,发表高水平国际会议的学生会进行经费资助其出国参会;
6、对于优秀毕业生会推荐至国内外顶尖院校的优秀团队进行继续深造,或者推荐至华为,腾讯,字节,海康等大厂进行实习、工作。
具有较强编程经验的考研学生将被优先考虑,欢迎报考本组研究生。
恭喜陈虹廷,朱金林的论文,Target-Aspect Domain Continual Learning for SAR Target Recognition,被IEEE Transactions on Geoscience and Remote Sensing录用。
恭喜朱金林的论文,Target-aspect Domain Continual SAR-ATR Based on Task Hard Attention Mechanism,被IEEE Geoscience and Remote Sensing Letters录用。
恭喜叶续缘的论文,Integrated multi-scale aircraft detection and recognition with scattering point intensity adaptiveness in complex background clutter SAR images,被 Remote Sensing录用。
恭喜陈虹廷,武凡,徐艺卓获得”兆易创新杯”第十八届中国研究生电子设计竞赛 国赛--华为企业专项二等奖。