熊刚副研究员

研究方向

  • Intelligent Target Sensing (Radar/SAR weak target detection, explainable/open-set target recognition); Stochastic Fractal (Nonlinear modeling, multi-variate multifractals , generalized fractal); Fractal Learning (Fractal graph network, fractal convolution network, FracFormer, fractal attention, fractal diffusion model)

工作经历

  • 2014.12至今,上海交通大学 感知与导航研究所,副研究员
  • 2007-2014,南京理工大学 电子工程与光电技术学院,副教授 
  • 2005-2007,中国电科集团36所 国防重点实验室,博士后

教育经历

  • 2002-2005,  南京理工大学电光学院,电子工程,博士

荣誉

指导学生获奖

ICSIDP 2019,Excellent Paper Award (Yunlong Xi)
ICSIP  2020,Best Presentation Award (Junye Li)
ICSIP  2021,Best Presentation Award (Di Chen)
ICDSP 2024,Best Presentation Award (Ziqin Xiong)

研究成果

  • 多元随机分形及多模态分形学习:分形图网络、分形卷积网络、FracFormer等),2023 - 至今
  • UWB近程雷达目标识别技术:阵列UWB成像、序贯HRRP/图像目标识别、可解释开集识别、RD联合处理及航向辅助目标识别,2021- 至今.
  • 基于广义分形的场景建模、雷达目标探测与识别模型和算法,2015-2024
  • 随机分形信号处理:理论、算法与应用【M】,2010-2020 
  • 伪码复合体制YX探测与信号识别理论及方法,2007-2015

累计在IEEE汇刊和国内核心期刊发表学术论文100余篇,包括IEEE TIP、IEEE TGRS, IEEE GRSL, NODY, Chaos, Fractals & Solition,电子学报、兵工学报等,申请专利及软著14项,授权7项。

学术兼职

  • IEEE senior member
  • 国家自然基金通讯评审
  • ICSIP, CCISP等多个国际会议TPC和sessionChair
  • 多个IEEE汇刊以及国内核心期刊审稿人(IEEE TGRS, TMTT, TAP, TSP, TAES, TMI, 电子学报,通信学报等)

项目情况

  • 2020-2025,KJW基础加强项目课题“XXXX融合目标识别”
  • 2021-2024,国家自然基金-面上项目‘广义随机分形SAR建模与二次成像理论及目标探测技术’;
  • 2020-2022,国防重点实验室项目‘XXXXX通信信号识别技术’
  • 2019-2021,装发预研基金项目‘基于多分辨分析的海杂波抑制技术’;
  • 2016-2019,国家自然基金-面上项目“IDC分形结构与谱分布理论及其应用研究” 
  • 2016-2018,装发预研基金项目‘基于奇异域理论的海上雷达弱小目标检测技术’
  • 2015-2017, 交大-航天八院联合实验室基金项目‘XXX特征提取与目标识别技术’
  • 2012-2015,   国家自然基金-面上项目“随机TSMF谱分布及分形动力系统耗散结构演化”

 

代表论文

  • Ziqin Xiong, Jiaxuan Zhang, Jiacheng Yin, Gang Xiong*, UWB Radar Traffic Gesture Recognition Based on Range-Doppler Dual-Channel Fusion Visual Transformer Network, 2024 8th International Conference on Digital Signal Processing (ICDSP 2024), Hangzhou, China, 2024.2.23-2024.2.25. (Best Presentation Award)

  • T. Zhen, G. Xiong*, WX. YU "Fractal Filter Networks for Sea State Classification Using Radar Sea Clutter Data". Proceedings of the 2024 2nd Asia Conference on Algorithms, Computing and Machine Learning, Shanghai, China, 2024.3.22, pp. 1-8.

  • G. Xiong*, D. Chen and Z. Xiong, "OIF-CBDN: Orientation Information Fusion CBD Network for UWB-IR Vehicle Classification," in IEEE Geoscience and Remote Sensing Letters, vol. 21, pp. 1-5, 2024, Art no. 3502805, doi: 10.1109/LGRS.2024.3366576. (online)

  • T. Zhen, G. Xiong*, W. Yu. RESeTNet: Residual Embedding Sequential Transformer Network for High-Repetition Pulse Deblurring, in IEEE Geoscience and Remote Sensing Letters2024.4. (Accepted)

  • D. Chen, G. Xiong*, L. Wang and W. Yu, "Variable Length Sequential Iterable Convolutional Recurrent Network for UWB-IR Vehicle Target Recognition," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11, 2023, Art no. 5102311, doi: 10.1109/TGRS.2023.3255224. (中科院1区)

  • G. Xiong*, F. Wang, L. Jia, T. -K. Truong, Spatial multifractal spectrum distribution for BUSI classification. Chaos, soliton and Fractal, 2023. 06.IF 9.9,中科院1区)

  • G. Xiong*, L. Li, Z. Xiong, BUSI Classification Based on Singularity-Exponent-Domain Image Feature Transform and Deep Neural Network, 2023 8th International Conference on Signal and Image Processing(ICSIP 2023)July 8-10, 2023Wuxi, China, pp. 360-364.

  • G. Xiong*, F. Wang, W. Yu and T. -K. Truong, "Spatial Singularity-Exponent-Domain Multiresolution Imaging-Based SAR Ship Target Detection Method," in IEEE Transactions on Geoscience and Remote Sensing, 2022,10, doi: 10.1109/TGRS.2021.3113919.

  • G. Xiong*, Y. Xi, D. Chen and W. Yu, "Dual-Polarization SAR Ship Target Recognition Based on Mini Hourglass Region Extraction and Dual-Channel Efficient Fusion Network," in IEEE Access, vol. 9, pp. 29078-29089, 2021, doi: 10.1109/ACCESS.2021.3058188.

  • G. Xiong, L. Wang and W. Yu, "Radar Sea Clutter Reconstruction Based on Statistical Singularity Power Spectrum and Instantaneous Singularity Exponents Distribution," in IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 7, pp. 5687-5697, July 2021, doi: 10.1109/TGRS.2020.3014888.

  • G. Xiong*, F. Wang, W. Yu and T. -K. Truong, "Singularity-Exponent-Domain Image Feature Transform," in IEEE Transactions on Image Processing, vol. 30, pp. 8510-8525, 2021, doi: 10.1109/TIP.2021.3117055. 2021, 09.. https://ieeexplore.ieee.org/document/9563208 (中科院1区)

  • E. Xu, G. Xiong*, S. Zhang, H. Zhao. HRRP Target Recognition Based on the dual-mode Gram Angle Field Features and the Multi-level CNN, 2021 IEEE 6th International Conference on Signal and Image Processing (ICSIP), Nanjing, China, Oct. 22-24, 2021, pp. 77-81.

  • D. Chen, G. Xiong*, B. Huang. Modulation Signal Recognition Based on Feature Fusion and Residual CNN in Fractal Noise Background, 2021 IEEE 6th International Conference on Signal and Image Processing (ICSIP), Nanjing, China, Oct. 22-24, 2021, pp. 687-691. (Best Presentation Award)

  • 熊刚,随机分形信号处理:理论、算法与应用[M],上海交大出版社,2020.07.

  • J. Li, G. Xiong* and B. Huang, "SAR Image Processing and Target Detection Based on 2D Singularity Power Spectrum in Time-frequency Domain," 2020 IEEE 5th International Conference on Signal and Image Processing (ICSIP), Nanjing, China, 2020, pp. 79-83, doi: 10.1109/ICSIP49896.2020.9339443. (Best Presentation Award)

  • G. Xiong*, F. Wang, L. Zhu, J. Li and W. Yu, "SAR Target Detection in Complex Scene Based on 2-D Singularity Power Spectrum Analysis," in IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 12, pp. 9993-10003, Dec. 2019, doi: 10.1109/TGRS.2019.2930797.

  • G. Xiong*, C. Xi, D. Li and W. Yu, "Cross Correlation Singularity Power Spectrum Theory and Application in Radar Target Detection Within Sea Clutters," in IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 6, pp. 3753-3766, June 2019, doi: 10.1109/TGRS.2018.2887092.

  • Gang Xiong*, Caiping Xi, Jin He, Wenxian Yu. A novel radar target detection method based on cross-correlation singularity power spectrum, IET RSN, 13(5), pp 730-739, 2019-5.

  • Y. Xi, G. Xiong and W. Yu, "Feature-loss Double Fusion Siamese Network for Dual-polarized SAR Ship Classification," 2019 IEEE International Conference on Signal, Information and Data Processing (ICSIDP), Chongqing, China, 2019, pp. 1-5, doi: 10.1109/ICSIDP47821.2019.9172933. Excellent Paper Award