张帆

北京化工大学 , 教授,博士生导师 研究兴趣:SAR成像模拟SAR目标识别高性能计算

2008年于中国科学院电子学研究所获得博士学位,随后留所从事2年星载干涉SAR方面的博士后研究,2010年至北京化工大学工作至今,2014年获国家留学基金委全额资助赴美国伊利诺伊大学香槟分校(UIUC)从事1年高性能计算方面的访学研究,2017年获国家留学基金委资助赴德国德累斯顿工业大学(TUD)进行高等教育方法学习。 多年来,从国家重大工程项目需求出发,持续从事SAR系统模拟、高性能计算、目标识别等方面的研究,承担/参与了高分三号等4颗SAR卫星的星地一体化数据模拟工作,保障了地面处理系统的研制。主持国家自然科学基金、北京市自然科学基金、北京市高等学校青年英才计划等科研项目20余项,发表学术论文60余篇,其中SCI收录论文20余篇。

祝贺实验室团队在第二届“航天星图杯”高分软件大赛的《SAR建筑物提取》和《光学图像精细化标注》两

       个单项评比中得分第一! ----2018.9.20

祝贺《基于Gabor滤波器和局部纹理特征提取的SAR目标识别算法》入选《雷达学报》2015年高被引论文!

          http://radars.ie.ac.cn/CN/column/item312.shtml

  • 2018/01-至今,  北京化工大学信息科学与技术学院,     教授/博导

  • 2010/06-2017/12,北京化工大学信息科学与技术学院,    讲师、副教授、博导

  • 2017/09-2017/12,德国德累斯顿工业大学(TUD),       访问学者

  • 2013/12-2015/01,伊利诺伊大学香槟分校(UIUC),      访问学者


  1. 期刊论文
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  2. Deep CNN with Multi-Scale Rotation Invariance Features for Ship Classification
    Qiaoqiao Shi, Wei Li, Fan Zhang, Wei Hu, Xu Sun, Lianru Gao. IEEE Access: July 2018 ,6 ,38656-38668
  3. Homography Estimation Based on Order-Preserving Constraint and Similarity Measurement
    Haijiang Zhu, Xin Wen, Fan Zhang, Xuejing Wang, Guanghui Wang. IEEE Access: 2018 ,6 ,28680 - 28690
  4. TreeSegNet: Automatically Constructed Tree CNNs for Subdecimeter Aerial Image Segmentation
    Kai Yue, Lei Yang, Ruirui Li, Wei Hu, Fan Zhang, Wei Li. arXiv preprint: ,arXiv:1804.10879 ,1-40
  5. SeqFace: Make full use of sequence information for face recognition
    Wei Hu, Yangyu Huang, Fan Zhang, Ruirui Li, Wei Li, Guodong Yuan. arXiv preprint: 2018 ,arXiv:1803.06524 ,1-8
  6. GPU-based fast hyperspectral image classification using joint sparse representation with spectral consistency constraint
    Lei Pan, Heng-Chao Li, Jun Ni, Chen Chen, Xiang-Dong Chen, Qian Du. Journal of Real-Time Image Processing: 2018 ,1-13 摘要 
  7. DeepUNet: A Deep Fully convolutional Network for Pixel-level Sea-Land Segmentation
    R Li, W Liu, L Yang, S Sun, W Hu, F Zhang, W Li. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: 2018 ,99 ,1-9
  8. Multiple Mode SAR Raw Data Simulation and Parallel Acceleration for Gaofen-3 Mission
    Fan Zhang, Xiaojie Yao, Hanyuan Tang, Qiang Yin, Yuxin Hu and Bin Lei. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: Jan. 2018 ,11(6) ,2115 - 2126
  9. Multi-aspect-aware Bidirectional LSTM Networks for Synthetic Aperture Radar Target Recognition
    Fan Zhang, Chen Hu, Qiang Yin*, Wei Li, Hengchao Li, and Wen Hong. IEEE Access: 2017 ,5(1) ,26880-26891
  10. Nearest-Regularized Subspace Classification for PolSAR Imagery Using Polarimetric Feature Vector and Spatial Information
    Fan Zhang, Jun Ni, Qiang Yin*, Wei Li, Zheng Li, Yifan Liu and Wen Hong. Remote Sensing: 2017 ,9(11) ,1-21
  11. A GPU Based Memory Optimized Parallel Method For FFT Implementation
    Fan Zhang, Chen Hu, Qiang Yin, Wei Hu. arxiv.org: 23 Jul 2017 ,arXiv:1707.07263 ,1-15
  12. Multiple features learning for ship classification in optical imagery
    L. Huang, W. Li, C. Chen, F. Zhang, H. Lang. Multimedia Tools and Applications: 1 Jun. 2018 ,77(11) ,13363-13389
  13. Hyperspectral Dimensionality Reduction by Tensor Sparse and Low-Rank Graph-Based Discriminant Analysis
    L. Pan, H.C. Li, Y.J. Deng, F. Zhang, X.D. Chen and Q. Du. Remote Sensing: May, 2017 ,9(5) ,1-20
  14. Hyperspectral Image Classification Using Deep Pixel-Pair Features
    W. Li, G. Wu, F. Zhang, and Q. Du. IEEE Transactions on Geoscience and Remote Sensing: Feb. 2017 ,55(2) ,844-853
  15. A Deep Collaborative Computing Based SAR Raw Data Simulation on Multiple CPU/GPU Platform
    F. Zhang, C. Hu, W. Li, W. Hu, P. Wang and H. Li. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: Feb. 2017 ,10(2) ,387-399
  16. A Fast Synthetic Aperture Radar Raw Data Simulation Using Cloud Computing
    Z. Li, D. Su, H. Zhu, W. Li, F. Zhang* and R. Li*. Sensors: Jan. 2017 ,17(1) ,1-16
  17. Hyperspectral Image Classification by Fusing Collaborative and Sparse Representations
    W. Li, Q. Du, F. Zhang, and W. Hu. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: Sep. 2016 ,9(9) ,4178-4187
  18. Accelerating Spaceborne SAR Imaging Using multiple CPU/GPU Deep Collaborative Computing
    F. Zhang, G. Li, W. Li, W. Hu and Y. Hu. Sensors: April 2016 ,vol.16, no.4 ,1-19
  19. Improved maximally stable extremal regions based method for the segmentation of ultrasonic liver images
    H. Zhu, J. Sheng, F. Zhang, J. Zhou, J. Wang. Multimedia Tools and Applications: 2016 ,75 (18) ,10979-10997
  20. Three-dimensional terrain model multiview quality assessment considering human visual system
    F. Zhang, X. Li, H. Liu, W. Li, W. Hu and H. Li. Journal of Applied Remote Sensing: 2015 ,vol.9, no.1 ,1-15 下载全文
  21. Accelerating Aerial Image Simulation Using Improved CPU/GPU Collaborative Computing
    F. Zhang, C. Hu, P. Wu, H. Zhang, M. Wong. Computers & Electrical Engineering: Aug. 2015 ,46 ,176-189 下载全文
  22. Accelerating Time-Domain SAR Raw Data Simulation for Large Areas Using Multi-GPUs
    F. Zhang, C. Hu, W. Li, W. Hu, and H. Li. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing: 2014 ,vol.7, no.9 ,pp. 3956-3966
  23. Multiband Microwave Imaging Analysis of Ionosphere and Troposphere Refraction for Spaceborne SAR
    F. Zhang, G. Li, W. Li, and W. Hu. International Journal of Antennas and Propagation: 2014 ,vol.2014 ,pp.1-9
  24. Deep Convolutional Neural Networks for Hyperspectral Image Classification
    W. Hu, Y. Huang, W. Li, F. Zhang, and H. Li. Journal of Sensors: 2015 ,vol.2015 ,pp.1-12
  25. Collaborative Representation Based Nearest Neighbor Classifier for Hyperspectral Imagery
    W. Li, Q. Du, F. Zhang, and W. Hu. IEEE Geoscience and Remote Sensing Letters: February 2015 ,vol. 12, no. 2 ,pp. 389-393
  26. Representation-based Classifications with Markov Random Field Model for Hyperspectral Urban Data
    M. Xiong, F. Zhang, Q. Ran, W. Hu, and W. Li. Journal of Applied Remote Sensing: July 2014 ,vol. 8, no. 1 ,doi:10.1117/1.JRS.8.085097
  27. Ray Tracing via GPU Rasterization
    W. Hu, Y. Huang, F. Zhang, G. Yuan, and W. Li. The Visual Computer: June 2014 ,vol. 30, no. 6 ,pp. 697-706
  28. The PARAFAC-MUSIC Algorithm for DOA Estimation with Doppler Frequency in a MIMO Radar System
    Nan Wang, Wenguang Wang, Fan Zhang, and Yunneng Yuan. International Journal of Antennas and Propagation: 2014 ,vol.2014 ,pp.1-5
  29. Radar Systems: Technology, Principles and Applications (GPU-based SAR raw data simulation for complex three-dimensional scene)
    F. Zhang, B.N. Wang, M.S. Xiang and W. Hong. Nova Science Publishers: 2013 ,pp. 205-222
  30. Hybrid General-Purpose Computation on GPU (GPGPU) and Computer Graphics Synthetic Aperture Radar Simulation for Complex Scenes
    F. Zhang, Z. Li, B.N. Wang, M.S. Xiang and W. Hong. International Journal of Physical Sciences: 2012 ,vol.7, no.8 ,pp.1224-1234
  31. 基于冗余计算约简的环扫SAR回波多GPU快速模拟
    胡 辰, 张 帆*, 李国君, 李 伟, 崔忠马. 雷达学报: 2015-10 ,出版中 ,1-10
  32. 基于Gabor滤波器和局部纹理特征提取的SAR目标识别算法
    王 璐, 张 帆*, 李 伟, 谢晓明, 胡 伟. 雷达学报: 2015 ,4(6) ,658-665
  33. 下视SAR数据三维表面重建
    李晓阳, 祝海江, 胡伟, 李伟, 谭维贤. 中国图象图形学报: 2015 ,已录用 ,1-8
  34. 基于分形维数的DEM聚类简化方法研究
    张帆,李晓阳,刘欢,胡伟,李伟. 系统仿真学报: 2016 ,28(2) ,1-7 下载全文
  35. 基于曲率熵和高斯混合模型的DEM简化算法研究
    李晓阳, 张帆*, 祝海江, 胡伟, 李伟. 北京化工大学学报: 2015 ,6 ,103-108
  36. 基于混合域的SAR回波快速算法
    汪丙南, 张帆, 向茂生. 电子与信息学报: 2011 ,33(3) ,pp.690-695
  37. 基线抖动对干涉SAR 相位的影响
    汪丙南, 张帆, 向茂生. 遥感学报: 2010 ,14(6) ,pp.1176-1181
  38. 基于SAR回波仿真的BAQ压缩性能研究
    张帆, 汪丙南, 向茂生. 系统仿真技术: 2010 ,6(1) ,pp.6-10
  39. 基于计算机图形学的SAR图像几何畸变仿真
    张帆, 洪文. 系统仿真学报: 2009 ,21(9) ,pp.2503-2512
  40. 基于计算机图形学的干涉SAR成像几何仿真
    张帆, 白璐, 洪文, 向茂生. 系统仿真学报: 2009 ,21(8) ,pp.2195-2200
  41. 基于网格计算的SAR回波分布式仿真
    张帆, 林殷, 洪文. 系统仿真学报: 2008 ,20(12) ,pp.3165-3170
  42. 会议论文
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  43. Analysis of Polarimetric Feature Combination based on PolSAR Image Classification Performance with Machine Learning Approach
    Qiang Yin, Wen Hong, Fan Zhang, Eric Pottier. IGARSS2018(Invited Sessions): 2018 ,8124 - 8127
  44. Small Sample Learning Optimization for ResNet Based SAR Target Recognition
    Zhenzhen Fu, Fan Zhang*, Qiang Yin, Ruirui Li, Wei Li. IGARSS2018: 2018 ,2330 - 2333
  45. Spaceborne Repeat-pass Interferometric Synthetic Aperture Radar Experimental Evaluation for the GaoFen-3 Satellite
    Lixiang Ma, Yu Zhu, Fan Zhang, Jian Liang, Lv zheng, Lei Liu, Yuekun Wang. IGARSS2018: 2018 ,2168 - 2171
  46. SAR Target Recognition of Incomplete Training Datasets via Siamese Network
    J. Tang, F. Zhang*, Q. Yin, W. Hu. IET Radadr Conference 2018: 2018 ,accepted ,1-4
  47. Comparison of Distributed GPU Computing Frameworks for SAR Raw Data Simulation (Oral)
    Xiaojie Yao, Fan Zhang, Xiong Sun, Qiang Yin, Wei Li. 36th IEEE International Geoscience and Remote Sensing Symposium: 2017 ,1-4
  48. Multiple Mode SAR Raw Data Simulation for Gaofen-3 Mission Evaluation
    Fan Zhang, Hanyuan Tang, Qiang Yin, Jiayin Liu, Xiaolan Qiu, Yuxin Hu. 36th IEEE International Geoscience and Remote Sensing Symposium: 2017 ,1-4
  49. A spaceborne SAR on-board processing simulator using mobile GPU
    Hanyuan Tang, Guojun Li, Fan Zhang, Wei Hu, Wei Li. 35th IEEE International Geoscience and Remote Sensing Symposium: 2016 ,2016 ,1198-1201
  50. Atomic-free optimization on GPU based SAR raw data simulation
    X. Yao, C. Hu, F. Zhang*, W. Hu and W. Li. 35th IEEE International Geoscience and Remote Sensing Symposium: 2016 ,2016 ,645-648
  51. Efficient SAR Raw Data Parallel Simulation Based on Multicore Vector Extension
    C. Hu, F. Zhang, L.X. Ma, G.J. Li, W. Hu, W. Li. 34th IEEE International Geoscience and Remote Sensing Symposium: July 2015 ,4719-4722 下载全文
  52. Accelerating SAR Imaging Using Vector Extension on Multi-core SIMD CPU
    G. Li, F. Zhang, L. Ma, W. Hu, W. Li. 34th IEEE International Geoscience and Remote Sensing Symposium: July 2015 ,537-540 下载全文
  53. Effect of Ionosphere Refraction on Spaceborne SAR Imaging Precision
    G.J. Li, F. Zhang and W. Hu. 32th IEEE International Geoscience and Remote Sensing Symposium: July 2013 ,pp.330-333
  54. Improving Hyperspectral Image Classification Using Smoothing Filter via Sparse Gradient Minimization
    W. Li, W. Hu, Q. Ran, F. Zhang, Q. Du, and N. Younan. in Proceeding of the 8th IAPR Workshop on Pattern Recognition in Remote Sensing: August 2014
  55. Collaborative Representation Based k-Nearest Neighbor Classifier for Hyperspectral Imagery
    W. Li, Q. Du, F. Zhang, and W. Hu. in Proceeding of the International Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing: June 2014
  56. GPU Rasterization Based Octree Fast Generation Algorithm for Terrain Modeling (Oral)
    H. Liu, F. Zhang and W. Hu. 32th IEEE International Geoscience and Remote Sensing Symposium: July 2013 ,pp.282-285
  57. A Novel 3D Visualization Method of SAR Data
    Y.M. Lin, F. Zhang and W. Hu. in Proc. IET International Radar Conference: April 2013 ,pp.1-4
  58. FRFT-based Improved Algorithm of Unsupervised Change Detection in SAR Images via PCA and K-means Clustering
    Y.Q. Cheng, H.C. Li, T. Celik and F. Zhang. 32th IEEE International Geoscience and Remote Sensing Symposium: April 2013 ,pp.1952 - 1955
  59. Accelerating InSAR Raw Data Simulation on GPU Using CUDA
    F. Zhang, B.N. Wang and M.S. Xiang. 29th IEEE International Geoscience and Remote Sensing Symposium: July 2010 ,pp.2932-2935
  60. Real-Time Data Compression Bias Estimation on Netted Radar
    D. Li, F. Zhang. IEEE International Conference on Signal Processing: 2010 ,pp.2152-2155
  61. SAR Raw Signal Simulation Based on GPU Parallel Computation
    B. N. Wang, F. Zhang, and M. S. Xiang. 28th IEEE International Geoscience and Remote Sensing Symposium: July 2009 ,4 ,pp.617-620
  62. Analysis of Squint Angle in Point Target Assessment
    F. Zhang and W. Hong. International Conference on Radar: Oct. 2006 ,pp.1-4
  63. SAR Image Simulation of Man-Made Scenes on Computer Graphics
    F. Zhang, W. Hong and D.J. Li. 27th IEEE International Geoscience and Remote Sensing Symposium: July 2008 ,IV ,pp.1395-1397
  64. INSAR Imaging Geometry Simulation Based on Computer Graphics
    F. Zhang, L. Bai and W. Hong. The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences: July 2008 ,XXXVII ,pp.781-784
  65. Chemical Waste Water Filtration Monitoring Based on Electrical Capacitance Tomography
    X. He, F. Zhang, L.X. Ma, W. Hu and W. Li. 12th International Conference on Fuzzy Systems and Knowledge Discovery: 2015 ,1893 - 1897 下载全文
  66. 专利
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  67. 基于深度协同的合成孔径雷达回波并行模拟方法
    张帆;胡辰;胡伟;李伟. 中国发明专利: 2018/06 ,CN105911532.B
  68. 合成孔径雷达成像数据三维显示的方法
    王彦平; 张帆; 谭维贤; 乞耀龙; 洪文. 中国发明专利: 2014/3 ,CN201310722014.X

 合成孔径雷达成像仿真

       综合信号处理、通信、图形学等多学科知识,对合成孔径雷达端到端系统进行仿真与成像,完成雷达新体制、新成像技术研究,并借助系统对成像质量、影响因素进行分析。

 高性能计算技术

       基于图形处理器(GPU)、多核CPU开展弹载、机载、星载合成孔径雷达的仿真及成像分析,解决海量遥感的计算瓶颈,实现2个数量级以上的加速。

 遥感图像应用

       结合机器学习、模式识别方法,对高光谱、SAR图像中的建筑、飞机、舰船等目标进行分类识别,提高遥感图像信息提取能力。

 科学可视化

       研究雷达点云数据去噪、表面重建、网格精简、分割等方法,对海量三维微波遥感数据进行三维建模,结合图形学方法、可编程管线构建“微波视野”下的三维可视化效果。

实验室成员

   教授 :   张帆         李伟         周勇胜         徐其志

   副教授: 胡伟         尹嫱         胡峻林         冉琼

   讲师 :   李瑞瑞         李禄(博后)    

课题组在读学生:  傅真珍、倪军、吴优、王云冲、唐嘉昕、金啸宇、刘颖冰、程建达、黄恒华、杜文瑞、赵晨茜、张帅

课题组毕业学生  刘欢(专利审查协作天津中心)、何雪(浙江联通)、万智鹏(深圳移动)、林一鸣(帝国理工大学博士在读)、李志鑫(东京大学硕士在读)、李国君(汤森路透)、胡辰(中科曙光)、李晓阳(企家有道网络)、苏丹丹(北京联通)、姚晓杰(360企业安全)、汤晗媛(招银网络科技)

  • 本科课程

    《软件技术基础》、《Matlab基础与应用》、《程序设计应用》、《GPU计算》

    《多传感器信息融合》:第一次作业.txt


  • 研究生课程

    《CUDA并行计算》:第一次作业网址https://pan.baidu.com/s/1USx5TQBFjnusQ7G1BKfKvA

Email:zhangfmail.buct.edu.cn Or zhang.fan.cnieee.org

地址:北京市朝阳区北三环东路15号4号信箱

邮编:100029

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更新于:2018-11-10 22:09      累计访问量:17175

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