基本信息
高连如  男  博导  中国科学院空天信息创新研究院
电子邮件: gaolr@radi.ac.cn
通信地址: 北京市海淀区邓庄南路9号
邮政编码: 100094

研究领域

   

招生信息

   
招生专业
070503-地图学与地理信息系统
招生方向
高光谱遥感

教育背景

2002-09--2007-06   中国科学院遥感应用研究所   博士
1998-09--2002-06   清华大学   学士
学历
   
学位
   

工作经历

   
工作简历
2015-02~现在, 中国科学院遥感与数字地球研究所, 研究员
2012-11~2015-01,中国科学院遥感与数字地球研究所, 副研究员
2010-01~2012-10,中国科学院对地观测与数字地球科学中心, 副研究员
2008-01~2009-12,中国科学院对地观测与数字地球科学中心, 助理研究员
2007-07~2007-12,中国科学院遥感应用研究所, 助理研究员
2002-09~2007-06,中国科学院遥感应用研究所, 博士
1998-09~2002-06,清华大学, 学士
社会兼职
2018-06-01-今,中国图象图形学学会遥感图像专业委员会, 委员

教授课程

高光谱遥感
高光谱图像分类与目标探测

专利与奖励

   
奖励信息
(1) 高光谱遥感信息机理与多学科应用, 二等奖, 国家级, 2018
(2) 中国科学院杰出科技成就奖, 院级, 2016
专利成果
( 1 ) 一种高光谱图像中目标地物检测方法及装置, 2013, 第 2 作者, 专利号: ZL201210056079.0
( 2 ) 高维空间定向投影端元提取方法, 2013, 第 2 作者, 专利号: ZL201110107797.1
( 3 ) 一种高维数据可视化方法及装置, 2015, 第 2 作者, 专利号: ZL201210163032.4
( 4 ) 地物光谱获取方法及装置、高光谱图像目标探测方法及装置, 2015, 第 2 作者, 专利号: ZL201310021964.X
( 5 ) 目标投影探测方法, 2014, 第 2 作者, 专利号: ZL201110014723.3
( 6 ) 一种遥感器指标设计方法, 2014, 第 3 作者, 专利号: ZL201110015607.3
( 7 ) 数字图像显示方法以及高光谱望远镜, 2015, 第 3 作者, 专利号: ZL201410075088.3
( 8 ) 从高空间分辨率光学影像中提取倒塌房屋的方法及装置, 2016, 第 3 作者, 专利号: ZL201310080188.0
( 9 ) 一种高光谱图像的异常检测方法及装置, 2016, 第 2 作者, 专利号: ZL201310551785.7
( 10 ) 高光谱图像波段选择方法及装置, 2016, 第 2 作者, 专利号: ZL201310222049.7
( 11 ) 一种目标识别方法及装置, 2016, 第 3 作者, 专利号: ZL201210546035.6
( 12 ) 一种中红外强吸收通道图像模拟方法及装置, 2016, 第 4 作者, 专利号: ZL201310224055.6
( 13 ) 高光谱遥感图像特征提取方法及装置, 2017, 第 2 作者, 专利号: ZL201410145515.0
( 14 ) 光谱数据处理方法及装置, 2017, 第 2 作者, 专利号: ZL201410186847.3
( 15 ) 一种高光谱图像的波段选择方法及装置, 2017, 第 3 作者, 专利号: ZL201410426002.7
( 16 ) 一种异常检测方法及装置, 2017, 第 2 作者, 专利号: ZL201310551750.3
( 17 ) 一种从图像中探测目标的方法及装置, 2017, 第 3 作者, 专利号: ZL201510024884.9
( 18 ) 一种全谱段高光谱图像模拟方法及装置, 2019, 第 3 作者, 专利号: ZL201710447772.3
( 19 ) 植被区高光谱图像模拟方法, 2019, 第 5 作者, 专利号: ZL201610361984.5
( 20 ) 一种高光谱图像端元提取方法及装置, 2018, 第 4 作者, 专利号: ZL201510781702.2
( 21 ) 一种从图像中探测目标的方法及装置, 2018, 第 2 作者, 专利号: ZL201510025711.9

出版信息

   
发表论文
(1) Incorporating negative sample training for ship detection based on deep learning, Sensors, 2019, 第 1 作者
(2) Bilinear normal mixing model for spectral unmixing, IET Image Processing, 2019, 第 11 作者
(3) Approximate computing for onboard anomaly detection from hyperspectral images, Journal of Real-Time Image Processing, 2019, 第 11 作者
(4) A nonlinear and explicit framework of supervised manifold-feature extraction for hyperspectral image classification, Neurocomputing, 2019, 第 3 作者
(5) An entropy and MRF model-based CNN for large scale Landsat image classification, IEEE Geoscience and Remote Sensing Letters, 2019, 第 11 作者
(6) Integrating spatial information in the normalized P-linear algorithm for nonlinear hyperspectral unmixing, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 第 11 作者
(7) Multisource remote sensing data classification based on convolutional neural network, IEEE Transactions on Geoscience and Remote Sensing, 2018, 第 5 作者
(8) Union of random subspace-based group sparse representation for hyperspectral imagery classification, Remote Sensing Letters, 2018, 第 2 作者
(9) Semantic labeling of high resolution aerial imagery and LiDAR data with fine segmentation network, Remote Sensing, 2018, 第 11 作者
(10) High-resolution aerial imagery semantic labeling with dense pyramid network, Sensors, 2018, 第 11 作者
(11) Group sparse representation based on nonlocal spatial and local spectral similarity for hyperspectral imagery classification, Sensors, 2018, 第 11 作者
(12) Multiharmonic postnonlinear mixing model for hyperspectral nonlinear unmixing, IEEE Geoscience and Remote Sensing Letters, 2018, 第 11 作者
(13) A real-time unsupervised background extraction-based target detection method for hyperspectral imagery, Journal of Real-Time Image Processing, 2018, 第 11 作者
(14) Impervious surface extraction from multispectral images via morphological attribute profiles based on spectral analysis, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 第 6 作者
(15) An improved spatial and temporal reflectance unmixing model to synthesize time series of Landsat-like images, Remote Sensing, 2018, 第 4 作者
(16) Deep CNN with multi-scale rotation invariance features for ship classification, IEEE Access, 2018, 第 6 作者
(17) FPGA implementation of collaborative representation algorithm for real-time hyperspectral target detection, Journal of Real-Time Image Processing, 2018, 第 4 作者
(18) Performance assessment of ESTARFM with different similar-pixel identification schemes, Journal of Applied Remote Sensing, 2018, 第 4 作者
(19) Locality sensitive discriminant analysis for group sparse representation-based hyperspectral imagery classification, IEEE Geoscience and Remote Sensing Letters, 2017, 第 11 作者
(20) Multiscale superpixel-level subspace-based support vector machines for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, 2017, 第 11 作者
(21) A new low-rank representation based hyperspectral image denoising method for mineral mapping, Remote Sensing, 2017, 第 1 作者
(22) A real-time unsupervised background extraction-based target detection method for hyperspectral imagery, Journal of Real-Time Image Processing, 2017, 第 11 作者
(23) FPGA implementation of a maximum simplex volume algorithm for endmember extraction from remotely sensed hyperspectral images, Journal of Real-Time Image Processing, 2017, 第 11 作者
(24) Optimized kernel minimum noise fraction transformation for hyperspectral image classification, Remote Sensing, 2017, 第 1 作者
(25) A novel anomaly detection method incorporating target information derived from hyperspectral imagery, Remote Sensing Letters, 2016, 第 3 作者
(26) Spectral-spatial hyperspectral image classification using subspace-based support vector machines and adaptive markov random fields, Remote Sensing, 2016, 第 11 作者
(27) Orthogonal polynomial function fitting for hyperspectral data representation and discrimination, Pattern Recognition Letters, 2016, 第 4 作者
(28) Multi-scale superpixel spectral-spatial classification of hyperspectral images, International Journal of Remote Sensing, 2016, 第 4 作者
(29) A quantitative and comparative analysis of different preprocessing implementations of DPSO: a robust endmember extraction algorithm, Soft Computing, 2016, 第 1 作者
(30) Improved discrete swarm intelligence algorithms for endmember extraction from hyperspectral remote sensing images, Journal of Applied Remote Sensing, 2016, 第 11 作者
(31) Approximate computing of remotely sensed Data: SVM Hyperspectral image classification as a case study, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 第 11 作者
(32) A new algorithm for bilinear spectral unmixing of hyperspectral images using particle swarm optimization, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 第 11 作者
(33) Region-based estimate of endmember variances for hyperspectral image unmixing, IEEE Geoscience and Remote Sensing Letters, 2016, 第 1 作者
(34) Multiple algorithm integration based on ant colony optimization for endmember extraction from hyperspectral imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 第 1 作者
(35) Hyperspectral image clustering method based on artificial bee colony algorithm and Markov random fields, Journal of Applied Remote Sensing, 2015, 第 3 作者
(36) An endmember extraction method based on artificial bee colony algorithms for hyperspectral remote sensing images, Remote Sensing, 2015, 第 4 作者
(37) Dual-mode FPGA implementation of target and anomaly detection algorithms for real-time hyperspectral imaging, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 第 4 作者
(38) Graphics processing unit–accelerated computation of the Markov random fields and loopy belief propagation algorithms for hyperspectral image classification, Journal of Applied Remote Sensing, 2015, 第 3 作者
(39) Adjusted spectral matched filter for target detection in hyperspectral imagery, Remote Sensing, 2015, 第 1 作者
(40) Normal endmember spectral unmixing method for hyperspectral imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2015, 第 11 作者
(41) Subspace-based support vector machines for hyperspectral image classification, IEEE Geoscience and Remote Sensing Letters, 2015, 第 1 作者
(42) Probabilistic anomaly detector for remotely sensed hyperspectral data, Journal of Applied Remote Sensing, 2014, 第 1 作者
(43) Analysis of the proportion of surface reflected radiance in mid-infrared absorption bands, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 第 4 作者
(44) Ant colony optimization-based supervised and unsupervised band selections for hyperspectral urban data classification, Journal of Applied Remote Sensing, 2014, 第 3 作者
(45) Edge-constrained Markov random field classification by integrating hyperspectral image with LiDAR data over urban areas, Journal of Applied Remote Sensing, 2014, 第 2 作者
(46) Weighted-RXD and linear filter-based RXD: improving background statistics estimation for anomaly detection in hyperspectral imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2014, 第 11 作者
(47) Real-time implementation of optimized maximum noise fraction transform for feature extraction of hyperspectral images, Journal of Applied Remote Sensing, 2014, 第 11 作者
(48) PSO-EM: A hyperspectral unmixing algorithm based on normal compositional model, IEEE Transactions on Geoscience and Remote Sensing, 2014, 第 3 作者
(49) A comparative study on linear regression-based noise estimation for hyperspectral imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, 第 1 作者
(50) Optimized maximum noise fraction for dimensionality reduction of Chinese HJ-1A hyperspectral data, EURASIP Journal on Advances in Signal Processing, 2013, 第 1 作者
(51) Improvements in the ant colony optimization algorithm for endmember extraction from hyperspectral images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2013, 第 3 作者
(52) A neighborhood constrained k-means approach to classify very high spatial resolution hyperspectral imagery, Remote Sensing Letters, 2013, 第 4 作者
(53) Hyperspectral imagery clustering with neighborhood constraints, IEEE Geoscience and Remote Sensing Letters, 2013, 第 11 作者
(54) Real-time target detection in hyperspectral images based on spatial-spectral information extraction, EURASIP Journal on Advances in Signal Processing, 2012, 第 3 作者
(55) 基于高光谱辐亮度图像进行目标探测的大气状态影响分析, Impact analysis of atmospheric state for target detection in hyperspectral radiance image, 光谱学与光谱分析, 2012, 第 4 作者
(56) A comparative study on noise estimation for hyperspectral imagery, 4rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2012, 第 1 作者
(57) 二级并行独立成分分析端元提取算法, Two-level parallel independent component analysis endmember extraction algorithms, 遥感学报, 2011, 第 2 作者
(58) Endmember extraction of hyperspectral remote sensing images based on the ant colony optimization (ACO) algorithm, IEEE Transactions on Geoscience and Remote Sensing, 2011, 第 3 作者
(59) Endmember extraction of hyperspectral remote sensing images based on the discrete particle swarm optimization algorithm, IEEE Transactions on Geoscience and Remote Sensing, 2011, 第 3 作者
(60) 一种基于离散粒子群优化算法的高光谱图像端元提取方法, A method of endmember extraction in hyperspectral remote sensing images based on discrete particle swarm optimization (D-PSO), 光谱学与光谱分析, 2011, 第 3 作者
(61) Adaptive markov random field approach for classification of hyperspectral imagery, IEEE Geoscience and Remote Sensing Letters, 2011, 第 4 作者
(62) Adaptive support vector machine and Markov random field model for classifying hyperspectral imagery, Journal of Applied Remote Sensing, 2011, 第 4 作者
(63) Study on the issue of noise estimation in dimension reduction of hyperspectral images, 3rd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2011, 第 1 作者
(64) 高光谱遥感图像端元提取的零空间光谱投影算法, Null space spectral projection algorithm for hyperspectral image endmember extraction, 红外与毫米波学报, 2010, 第 4 作者
(65) 高光谱遥感图像光谱解混的独立成分分析技术, Independent component analysis for spectral unmixing in hyperspectral remote sensing image, 光谱学与光谱分析, 2010, 第 4 作者
(66) 基于方差最小的高光谱目标探测算法研究, Research of hyperspectral target detection algorithms based on variance minimum, 光学学报, 2010, 第 3 作者
(67) New thoughts for onboard compression of satellite images, IEEE IGARSS 2009 Proceedings, 2009, 第 1 作者
(68) Image simulation based analysis for hyperspectral target detection, Proceedings of SPIE, 2009, 第 1 作者
(69) 基于改进噪声评估的高光谱图像最大噪声分数变换方法, A maximum noise fraction transform with improved noise estimation for hyperspectral images, 中国科学 信息科学, 2009, 第 3 作者
(70) 基于子空间距离的高光谱图像光谱解混算法, Study on hyperspectral image spectral unmixing algorithm based on null space distance, 自然科学进展, 2008, 第 4 作者
(71) 干涉成像光谱仪切趾函数对复原光谱的影响分析, Effects of apodization functions of imaging Fourier transform spectrometer on reconstructed spectrum, 红外与毫米波学报, 2008, 第 4 作者
(72) A new operational method for estimating noise in hyperspectral images, IEEE Geoscience and Remote Sensing Letters, 2008, 第 1 作者
(73) A residual-scaled local standard deviations method for estimating noise in hyperspectral images, Proceedings of SPIE, 2007, 第 1 作者
(74) 基于局部标准差的遥感图像噪声评估方法研究, Study on the method for estimating the noise in remote sensing images based on local standard deviations, 遥感学报, 2007, 第 1 作者
(75) 油漆涂层对板材红外光谱特性影响分析, Infrared spectral analysis of architectural materials covered by different paints, 红外与毫米波学报, 2006, 第 1 作者
发表著作
( 1 ) 高光谱图像分类与目标探测, Hyperspectral image classification and target detection, 科学出版社, 2011-05, 第 2 作者

科研活动

   
科研项目
( 1 ) 典型蚀变矿物高光谱智能观测机理研究, 主持, 部委级, 2013-01--2015-12
( 2 ) 航空高光谱遥感数据精细分类与丰度反演产品加工技术, 主持, 国家级, 2011-01--2013-06
( 3 ) 航空载荷协同处理, 主持, 国家级, 2012-01--2015-12
( 4 ) 辐射特性分析与建模, 主持, 国家级, 2011-01--2013-06
( 5 ) 光谱特性分析与建模, 主持, 国家级, 2011-01--2013-06
( 6 ) 高光谱图像反射率反演软件研制, 主持, 市地级, 2011-07--2013-06
( 7 ) 航空系统成像光谱仪需求分析, 主持, 国家级, 2012-01--2013-06
( 8 ) 高光谱遥感影像复杂混合像元的群智能优化分解方法研究, 主持, 国家级, 2016-01--2019-12
( 9 ) 高光谱图像智能快速处理技术, 主持, 部委级, 2016-01--2017-12
( 10 ) 高光谱遥感图像非线性特征建模与地物信息提取, 主持, 国家级, 2018-01--2020-12
( 11 ) XX综合评估技术研究, 主持, 国家级, 2016-01--2020-12
( 12 ) XX高光谱效能仿真验证研究, 主持, 院级, 2018-12--2019-11
参与会议
(1)Ship detection without sea-land segmentation for large-scale high-resolution optical satellite images   2018-07-22
(2)Nonlinear hyperspectral unmixing based on normalized P-linear algorithm   2017-07-23
(3)FPGA implementation of maximum volume algorithm for endmember extraction from hyperspectral imagery   2015-06-02
(4)Requirements and optimization of sensor parameters for mineral extraction   2015-06-02
(5)A comparative study on noise estimation for hyperspectral imagery   Lianru Gao, Qian Du, Wei Yang, and Bing Zhang   2012-06-04
(6)Study on the issue of noise estimation in dimension reduction of hyperspectral images   Lianru Gao, Bing Zhang, Zhengchao Chen, and Liping Lei   2011-06-06

合作情况

   
项目协作单位
   

指导学生