張良培

張良培,男,1962年生。博士,武漢大學教育部“長江學者”特聘教授、博士生導師。長期從事遙感圖像處理、人工智慧、模式識別等方向的科學研究工作。已在國內外學術刊物上發表科研論文180餘篇,主持和參加完成了三十多項國家自然科學基金重點、國防、863和973等方面的科研項目。獲國家測繪科技進步一等獎、教育部自然科學一等獎、武漢大學優秀教師、全國百篇優秀博士論文指導教師等獎勵。

個人簡歷


1998年獲武漢大學博士學位,
1999-2000年任香港中文大學博士後研究員。現為武漢大學測繪遙感信息工程國家重點實驗室遙感影象處理研究室主任。長期從事圖象處理、人工智慧、模式識別等方向的研究,已在國內外學術刊物、會議上發表科研論文90餘篇。主持和作為研究骨幹完成了二十多項國家自然科學基金、國防科工委、總裝、總參、863、973等方面的科研項目,1998年獲國家測繪科技進步一等獎,2001年中科院科技進步一等獎,2004年武漢大學優秀教師等獎勵。現指導碩士研究生、博士研究生共20餘名。
從1998年起,擔任INT.J.REMOTE SENSING, PE&RS 等國際學報的審稿員、國際學術會議的組織者、會議主席以及SPIE的會員、國際地圈生物圈計畫中國全國委員會RS/GIS工作組成員和Geo-Spatial Information Science學報編委。

主要研究方向

1.高光譜遙感
2.計算智慧型及其在遙感影像處理中的套用
3.高解析度影像處理
4.影像處理工程
5.遙感套用

主要學術成果

英文部分 ( 論文與學生合作完成,本人為通訊作者 )
· Du, Q., Zhang, L., 2009, Enhanced endmember Extraction for Hyperspectal Image Analysis, IEEE Geoscience and Remote SensingLetters,to appear.
· Huang, X., Zhang, L., 2009, Comparison of Vector Stacking, Multi-SVMs Fuzzy Output, and Multi-SVMs Voting Methods for Multiscale Urban Mapping, IEEE Geoscience and Remote Sensing Letters ,to appear.
· Zhang, L., Huang, X., 2009, Object-Oriented Subspace Analysis for Airborne Hyperspectral Remote Sensing Images,Neurocomputing,to appear.
· Zhang, L., Du, B., Zhong, Y., 2009, Hybrid Detectors based on Selective Endmembers, IEEE Trans. on Geoscience and Remote Sensing,to appear.
· Zhang, L., Zhang, H., Shen, H., Li, P., 2009, A Super-resolution Reconstruction Algorithm for Surveillance Images, Signal Processing ,DOI:10.1016/j.sigpro.2009.09.002.
· Zhong, Y., Zhang, L., 2009 , Unsupervised Remote Sensing Image Classification using an Artificial Immune Network, Int.J.Remote Sensing ,to appear.
· Huang,X., Zhang,L., 2009 , Feature fusion of aerial images and LIDAR data in urban areas: vector stacking, re-classification, and post-processing approaches , Int.J.Remote Sensing,to appear.
· Huang, W., Zhang, L., Furumi, S., Muramutsu, K., Daigo, M., Li, P., 2009 ,Topographic Effects on Estimating Net Primary Productivity of Green Coniferous Forest in Complex Terrain using Landsat Data: A Case Study of Yoshino Mountain, Japan, Int.J.Remote Sensing, to appear.
· Zhang, L., Huang, X., 2009 , Advanced processing techniques for remotely sensed imagery, J.Remote Sensing, Vol.13, No.4, pp.559-569. (Invited paper)
· Huang,X., Zhang,L., 2009 ,A Comparative Study of Spatial Approaches for Urban Mapping using hyperspectral ROSIS images over Pavia City, northern of Italy, Int.J.Remote Sensing , 30, No. 12 , pp.3205 – 3221.
· Huang,X., Zhang,L., 2009 ,Road centreline extraction from high resolution imagery based on multiscale structural features and support vector machines, Int.J.Remote Sensing , 30, No.8, pp.1977-1987. .
· Huang, X., Zhang,L., Li, P.,2009,Evaluation of Morphological Texture Features for Forest Species Discrimination using IKONOS Multispectral Imagery, IEEE Geoscience and Remote Sensing Letters, Vol.6, No.3,pp. 393 –397 .
· Shen, H., Zhang, L., 2009 , A MAP-Based Algorithm for Destriping and Inpainting of Remotely Sensed Images, IEEE Trans. on Geoscience and Remote Sensing , VOL. 47, NO. 5,pp.1492 -1502. .
· Shen, H., Ng, M. K., Li, P., Zhang, L., 2009 , Superresolution Reconstruction Algorithm to modis Remote Sensing Images, The Computer Journal, Vol.52, No.1,pp. 90 –100 .
· Huang,X., Zhang,L., 2008,An Adaptive Mean Shift Analysis Approach for Object Extraction and Classification from Urban Hyperspectral Imagery, IEEE Trans. on Geoscience and Remote Sensing , Vol.46, No.12, 4173-4185.
· Zhang,L., Wu, K., Zhong,Y., Li, P.,2008, A new sub-pixel mapping algorithm based on a BP neural network with an observation model, Neurocomputing, Vol.71,N.10-12, pp.2046-2054.
· Huang,X., Zhang,L., Li, P.,2008,A multiscale feature fusion approach for classification of very high resolution satellite imagery, Int.J.Remote Sensing, 29 , No. 20, pp. 5923 – 5941.
· Huang,X., Zhang,L., Li, P.,2008,Classification of very high spatial resolution imagery based on the fusion of edge and multispectral information, Photogrammetric Engineering and Remote Sensing,Vol.74, No.12,pp. 1585 –1596.
· Zhang,L., Zhao,Y., Huang, B.,Li, P.,2008,Texture Feature Fusion with Neighborhood Oscillating Tabu Search for High Resolution Image, Photogrammetric Engineering and Remote Sensing, Vol.74, No.3,pp.323-332 .
· Huang,X., Zhang,L., Li, P.,2007, An adaptive multiscale information fusion approach for feature extraction and classification of very high resolution satellite imagery, IEEE Geoscience and Remote Sensing Letters, Vol.4, No.4, pp.654-658.
· Zhong,Y., Zhang,L., Gong, J., Li, P.,2007, A Supervised Artificial Immune Classifier for Remote Sensing Imagery, IEEE Trans. On Geoscience and Remote Sensing, Vol.45, No.12, pp.3957-3966.
· Wang,Y., Zhang,L., Li, P.,2007, A Scale-Based Forward-and-Backward Diffusion Algorithm for Image Enhancement and Noise Reduction, IEEE Trans. on Image Processing, Vol.16, No.7, pp.1854-1864 .
· Ng, M. K., Shen, H., Lam, E., Zhang,L., 2007,A Total Variation Based Super-Resolution Reconstruction Algorithm for Digital Video, EURASIP Journal On Advances In Signal Processing: Art. No. 74585 2007.
· Niu, R., Zhang, L., Shao, Z., Chen, Q., 2007, Web-based Geological Hazard Monitoring in Three Gorges, Photogrammetric Engineering and Remote Sensing, Vol.73, No.6,pp.707 - 719 .
· Huang,X., Zhang,L., Li, P.,2007,Classification and Extraction of Spatial Features in Urban Areas using High Resolution Multispectral Imagery, IEEE Geoscience and Remote Sensing Letters, Vol.4, No.2,pp.260 - 264 .
· Zhao,Y., Zhang,L., Li, P.,2007,Classification of High Spatial Resolution Imagery Using Improved General Markov Random Field – Based Texture Features, IEEE Trans. On Geoscience and Remote Sensing, Vol.45, No.5, pp.1458 -1468 .
· Zhang, L., Wu, B., Huang, B., Li, P., 2007, Nonlinear Estimation of Subpixel Proportion Via Kernel Least Square Regression, Int.J.Remote Sensing, 28, No.18, pp. 4157 – 4172.
· Zhang, L., Zhang, L., Yan, L., Yang, S., Fujiwara, N., Murumatsu, K., Daigo, M., 2007,Hyperspectral data transformation and vegetation index performance based on the universal pattern Decomposition method, Journal of Imaging Science and Technology, Vol.51, No.2 pp.141-147 .
· Zhang,L., Zhong,Y. , Huang, B.,Li, P.,2007, Dimensionality Reduction Based on Clonal Selection for Hyperspectral Imagery, IEEE Trans. On Geoscience and Remote Sensing, Vol.45, No.12, pp.4172-4185.
· Zhang,L., Zhong,Y., Huang, B.,Li, P.,2007, A Resource Limited Artificial Immune Algorithm for Supervised Classification of Multi/Hyper-Spectral Remote Sensing Image, Int.J.Remote Sensing , Vol. 28, No.7, pp.1665 - 1686
· Shen, H., Zhang,L., Huang, B.,Li, P.,2007, A MAP Approach for Joint Motion Estimation, Segmentation and Super Resolution, IEEE Trans. on Image Processing, Vol.16, No.2,pp.479-490.
· Zhang, L., Furumi, S., Murumatsu, K., Fujiwara, N., Daigo, M., and Zhang, L., 2007, A New Vegetation Index Based on the Universal Pattern Decomposition Method, Int.J.Remote Sensing, 28(1):107-124.
· Zhang, L., Fujiwara, N., Furumi, S., Muramatsu, K., Daigo, M., and Zhang, L, 2007, Assessment of the universal pattern decomposition method using MODIS and ETM+ data, Int.J.Remote Sensing, 28(1):125-142.
· Zhang, L., Furumi, S., Murumatsu, K., Fujiwara, N., Daigo, M., and Zhang, L., 2006, Sensor-independent analysis method for hyper-multi spectral data based on the pattern decomposition method, Int.J.Remote Sensing, 27(21): 4899-4910.
· Zhang,L., Huang,X., Huang, B.,Li, P.,2006,A pixel shape index coupled with spectral information for classification of high spatial resolution remotely sensed imagery, IEEE Trans. on Geoscience and Remote Sensing, Vol.44, No.10, pp. 2950–2961 .
· Wu, B., Zhang, L., Li, P., 2006, Nonlinear Estimation of Hyperspectral Mixture Pixel Proportion Based on Kernel Orthogonal Subspace Projection, Lecture Notes In Computer Science 3971: 1070-1075 Part 1: Advanced In Neural Networks .
· Zhong,Y., Zhang,L., Huang, B.,Li, P.,2006, An Unsupervised Artificial Immune Classifier for Multi/hyper-spectral Remote Sensing Image, IEEE Trans. on Geoscience and Remote Sensing, Vol.44, No.2, pp. 420–431 .
· Huang, B., Fery, P., Zhang, L., 2005, Multiobjective Optimization for Hazardous Materials Transportation, Transportation Research Record: Journal of the Transportation Research Board, No. 1906, pp. 64–73 .
· Zhang, L., Li, D., 1999, Artificial neural network application in spectral recognition, Spectroscopy and Spectral Analysis 19 (2): 158-160 .
· Zhang, L.,Li, D.,Tong, Q.,Zheng, L.,1998, A study of the spectral mixture model of soil and vegetation in Poyang lake area, China, Int.J.Remote Sensing, Vol.19, pp2077-2084 .
· Huang. Y., Li, P., Zhang, L., Zhong, Y., 2009, Urban Land Cover Mapping by Spatial-Spectral Feature Analysis of High Resolution Hyperspectral Data with Decision Directed Acyclic Graph SVM , Proceedings of the Joint Urban Remote Sensing Event 2009.
· Cao,L., Li, P., Zhang, L., 2008, Remote sensing image-based analysis of the relationship between urban heat island and vegetation fraction, Vol. XXXVII. Part B7, Commission VII, ICWG-VII-IV, pp.1379~1384.
· Wang, Y, Niu, R, Zhang, L.,2007,Detail preserving robust anisotropic diffusion for image enhancement and noise reduction, 5th International Symposium on Multispectral Image Processing and Pattern Recognitin, MIPPR 2007: MULTISPECTRAL IMAGE PROCESSING, V. 6787,ppN7872-N7872.
· Chen, T.,Li, P., Zhang, L., 2007, Estimation vegetation fraction by remote sesnig based on "Beijing-1" microsatellite data, Proceedings of SPIE, Vol.6787, PP. 67871X-1~67871X-5.
· Cen, Y., Muramatsu, K., Zhang L., 2007, Estimation of Net Primary Production of the Kii Peninsula Using MODIS Data, Fourth International Conference on Image and Graphics, IEEE Computer Society, pp548-551,ISBN 0-7695-2929-1.
· Mei, X., Zhang, L., Li, P., 2007, An Approach For Edge Detection Based On Beamlet Transform, Fourth International Conference on Image and Graphics, IEEE Computer Society, pp353-357, ISBN 0-7695-2929-1.
· NIU,R.,Mei, X., Zhang, L., Li, P., 2007, Linear Features Extraction From Remote Sensing Image Based on Wedgelet Decomposition, Fourth International Conference on Image and Graphics, IEEE Computer Society, pp508-512, ISBN 0-7695-2929-1.
· Wu,K., Li, P., Zhang, L., 2007, Sub-pixel Mapping of Remote Sensing Image Based on MAP model, Fourth International Conference on Image and Graphics, IEEE Computer Society, pp742-743, ISBN 0-7695-2929-1.
· Zhu, Z., Gong, W., Li, P., Zhang, L., 2007, The Active-Passive Remote Sensing for aerosol Optical Depth Retrieval, IEEE International Geoscience and Remote Sensing Symposium, Barcelona, Spain.
· Zhao, Y., Zhang, L., Li, P., 2005, Texture Feature Fusion for High Resolution Satellite Image Classification, Computer Graphics, Imaging and Visualization: New Trends, IEEE Computer Society, ISBN 0-7695-2392-7, pp.19-23 .
· Zhao, Y., Zhang, L., Li, P., 2005, Feature Fusion with Neighborhood-Oscillating Tabu Search for Oriented Texture Classification, Artificial Intelligence Applications and Innovations, Springer, pp.671-680 .
· Zhang, L.,Chen, X., 2006,Remotely Sensed Data and Information, Proceedings of SPIE, Vol. 6419, ISBN 0-8194-6528-3.
· Mei, X., Niu,R., Zhang, L., Li, P., 2006, Linear features adaptive extraction from remote sensing image based on beamlet transform, Proceedings of SPIE, v 6419.
· Zhang, L.,Zhang, J.,Liao, M.,2005,MIPPR 2005: SAR and Multispectral Image Processing, Proceedings of SPIE - The International Society for Optical Engineering, v 6043 II, 2005, 905p.
· Zhang, L, Fujiwara, N., Furumi, S., Muramatsu, K., Daigo, M., Zhang, L., 2005, Validate the universal pattern decomposition method using satellite data acquired over the Three Gorges region, Proceedings of SPIE, v 6042 I, ICMIT 2005: Control Systems and Robotics .
· Y. Cen, T. Chen*, L. Zhang, P. Li, M. Daigo, 2005, Estimate Model of Suspended Sediments in Yangtze River,ACRS2005, The 26th Asian Conference On Remote Sesing, Hanoi , VIETNAM .
· Yindi Zhao, Liangpei Zhang, 2005, Fusion of Rotation-invariant Texture Features for Scene Recognition,ACRS2005, The 26th Asian Conference On Remote Sesing, Hanoi, VIETNAM .
· Zhang Lifu, Zhang Linagpei, Fujiwara Noboru, Furumi Shinobu, Muramatsu Kanako, Daigo Motomasa, and Yanlei, 2005, Validation of the sensor-independent vegetation index based on the UPDM using hyper-multispectral satellite data, Proceedings of SPIE, Vol.6043, pp 60430G -1~ 60430G -8 .
· Tao Chen, Pingxiang Li, Liangpei Zhang, 2005,Estimating suspended sediment concentration in Yangtze River from Landsat-TM image Estimating suspended sediment concentration in Yangtze River from Landsat-TM image, Proceedings of SPIE, Vol.6043, pp604319-1-604319-6.
· Zhang Lifu, Zhang Liangpei, Fujiwara Noboru, Furumi Shinobu, Muramatsu Kanako, and Daigo Motomasa,2005,Land Cover Classification based on the Universal Pattern Decomposition Method, the 31st International Symposium on Remote Sensing of Environmen,Saint Petersburg, Russian .
· Yi Wang, Liangpei Zhang, Pingxiang Li, Yindi Zhao, 2005,Nonlinear Multispectral Anisotropic Diffusion Filters for Remote Sensed Image based on MDL and Morphology, IEEE International Geoscience and Remote Sensing Symposium, VI, pp.4327~4330 .
· Pingxiang Li, Bo Wu, Liangpei Zhang, 2005, Abundance Estimation from Hyperspectral Image Based on Probabilistic Outputs of Multi-class Support Vector machines, IEEE International Geoscience and Remote Sensing Symposium, VI, pp.4315~4318 .
· Yanfei Zhong, Liangpei Zhang, Pingxiang Li, 2005, Multispectral Remote Sensing Image Classification Based on Simulated Annealing Clonal Selection Algorithm, IEEE International Geoscience and Remote Sensing Symposium, VI, pp.3745~3748 .
· Yi Wang, Liangpei Zhang, Pingxiang Li, 2005, Local Gaussian Variance Controlled Anisotropic Diffusion Filter for Multispectral Remote Sensed Images, The 6th International Symposium on Test and Measurement, International Academic Publishers World Publishing Corporation, pp6079-6082 .
· Yi Wang, Liangpei Zhang, Pingxiang Li, Yindi Zhao, 2005,Anisotropic diffusion for image filtering based on MDL and Morphology, International Workshop on Nonlinear Signal and Image Processing (NSIP 2005), ISBN: 0-7803-9063-4, IEEE Catalog Number: 05EX1051 .
· Huangfeng Shen, Pingxiang Li, Liangpei Zhang, Yindi Zhao, 2004, A MAP algorithm to super-resolution image reconstruction, Proceedings of the Third International Conference on Image and Graphics, IEEE Computer Society, pp.544~547 .
· Liangpei Zhang, Yanfei Zhong, Pingxiang Li, 2004, Applications of Artificial Immune Systems in Remote Sensing Image Classification, The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXV, Part B3, pp.397-401 .
· Pingxiang Li, Huangfeng Shen, Liangpei Zhang, 2004, A method of Image Resolution Enhancement Based on the Matching Technique, The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol. XXXV, Part B3, pp.689-692 .
· Zhang Lifu, Furumi Shinobu, Muramatsu Kanako, Fujiwara Noboru, Daigo Motomasa, and Zhang Liangpei, 2004, A New Vegetation Index Based on the Universal Pattern Decomposition Method, The remote sensing society of Japan, Vol.36: pp 27-28.
· Daigo Motomasa, Zhang Lifu, Fujiwara Noboru, Furumi Shinobu, Muramatsu Kanako, and Zhang Liangpei, 2003, Universality of Modified Pattern Decomposition Method for Satellite Data Analysis, The remote sensing society of Japan, Vol.35:131-132.
· Yi Cen, liangpei Zhang, Shinobu Furumi, Kanako Muramatsu, Noboru Fujiwara, 2003, Land cover clssification in Kii peninsula of Japan using Terra/MODIS data, Proceedings of SPIE, Vol.5286, pp692-695 .
· Yi Cen, Kanako Muramatsu, Noboru Fujiwara, Liangpei Zhang, 2003, Landcover classification in Kii Peninsula using satellite (MODIS) data, The Remote Sensing Society of Japan, Vol.34, pp75-76 .
· Liangpei Zhang, Hui Lin, Deren Li, 2002,Influence of the illumination and viewing geometry on the vegetation indices, Proceedings of SPIE, VOL.4897, pp211-218 .
· Gongjian Wen, Deren Li, Liangpei Zhang, Xiuxiao Yuan, 2002, A global optimal registration method for satellite remote sensing images, ISPRS, VXXXIV, part5, September, 9-13, Graz, Austria .
· Liangpei Zhang, Xiaodong Zhang, Jianya Gong, 2002, IKONOS image classification using a color difference technique, Proceedings of SPIE, VOL.4875, pp513-520 .
· Liangpei Zhang, Hui Lin, Deren Li, 2001, chromaticity difference-based classification algorithm for imaging spectrometer data, Proceedings of SPIE, VOL 4554, pp149-153 .
· Liangpei Zhang, Xianwen Ke, 2001, Image retrieval by using sub-piece accumulative histogram, Proceedings of SPIE, VOL 4551, pp165-170 .
· Jun Tian, Tianiu Tan, Liangpei Zhang, 2001, Image compression and encryption technologies, Proceedings of SPIE, Vol 4551, pp1-380 .
· Lin Hui, Liangpei ZHANG, 2000, Unmixing of mixture pixel based on the chromatic characteristic of endmember spectra, International Archives of Photogrammetry and Remote Sensing, Vol. XXXIII, Part B7, pp776-781 .
· Liangpei Zhang, Deren Li, 1998, Calibration of airborne imaging spectrometer data acquired from Poyang Lake area, China , Proceedings of SPIE, Hyperspectral Remote Sensing and Application, vol.3502, pp57-64 .
· Deren Li, Liangpei Zhang, 1998, Processing of Hyperspectral Remote Sensing Image, Proceedings of SPIE, International Symposium on Multispectral Image Processing, vol.3545, pp8-14 .
· Zhang, L., Zhong , Y., 2009, Analysis of Hyperspectral Remote Sensing images, Geospatial Technology for Earth Observation, Springer.
· 張良培、張立福 ,2005, 高光譜遙感 , 武漢大學出版社

主要專利

· 一種推掃式衛星影像 CCD 相對輻射校正方法 200410060986.8
· 一種遙感影像的人工免疫監督分類方法 200610019506.2
· 一種遙感影像的人工免疫特徵選擇方法 200610019507.7
· 一種遙感影像的人工免疫非監督分類方法 200610019508.1
· 一種可調節的光譜和空間特徵混合分類方法 200610124494.X

主要擔任職務

SPIE member
IEEE Senior member
IEEE Computer Society member
IEEE Communications Society member
國家973計畫 “空間觀測全球變化敏感因子的機理與方法” 專家組成員
國家科學技術獎評審專家
遙感學會常務理事
中國圖象圖形學學會常務理事
國際地圈生物圈計畫中國全國委員會RS/GIS工作組成員
Geo-Spatial Information Science學報編委 遙感學報副主編
International Journal of Ambient Computing and Intelligence (IJACI) 副主編
International Journal of Image and Graphics副主編
測繪遙感信息工程國家重點實驗室工會(掛名)主席(2000-2007)
測繪遙感信息工程國家重點實驗室黨委委員
教工(測繪)業餘籃球協會自封會長
中國地大(武漢)兼職教授
香港中文大學 地球信息科學聯合實驗室客座教授

國際刊物的特約審稿員

Computing in Science and Engineering
Environmental Monitoring and Assessment
IEEE Sensors Journal
IET Signal Processing
Journal of Applied Remote Sensing
IEEE Transactions on Systems, Man and Cybernetics- Part C
ISPRS Journal of Photogrammetry and Remote Sensing
The Imaging Science Journal
IEEE Transactions on Geoscience and Remote Sensing
International Journal of Digital Earth
EURASIP Journal on Advances in Signal Processing
IEEE Geoscience and Remote Sensing Letters
IEEE Transactions on Circuits and Systems I (TCAS-I)
Image and Vision Computing Journal
International Journal of Imaging Systems and Technology
EURASIP Journal on Applied Signal Processing
IEEE Transactions on Systems, Man and Cybernetics-Part B
Computers & Geosciences
Biomedical Signal Processing and Control
International Journal of Remote Sensing
Photogrammetric Engineering and Remote Sensing

主要榮譽

武漢大學優秀教師 2009年
全國百篇優秀博士論文指導教師 2009年
教育部自然科學獎一等獎榮譽證書 2008年
教育部“長江學者獎勵計畫”特聘教授 2007 年
指導的博士生趙銀娣獲 26 屆亞洲遙感大會最佳論文獎 2005 年
指導的博士生張立福獲日本京都市長獎 2004 年
武漢大學優秀教師 2004 年
中國科學院自然科學一等獎榮譽證書 2002 年
武漢測繪科技大學責任教授 1999 年
國家測繪科技進步一等獎榮譽證書 1998 年

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