肖志強

1999/09 – 2004/06，中南大學，信息物理工程學院，博士

1995/09 – 1999/06，中南工業大學，資源環境與建築工程學院，學士 ^[1] 

2018/07至今，北京師範大學，地理科學學部，教授

2011/09 – 2018/06，北京師範大學，地理學與遙感科學學院，副教授

2006/09 – 2011/08，北京師範大學，地理學與遙感科學學院，講師

2004/09 – 2006/09，北京師範大學，地理學與遙感科學學院，博士後 ^[1] 

本科生課程：遙感與地理信息系統前沿講座

研究生課程：遙感數據反演與同化 ^[1] 

國家自然科學基金面上項目：集成時間序列多源遙感數據的葉面積指數反演方法研究

國家 973 項目“複雜地表遙感信息動態分析與建模”第三課題：遙感信息動態特徵分析與時間尺度擴展

國家 863 重點項目：全球陸表特徵參量產品集生成系統研發與產品生成

國家自然科學基金青年基金項目：耦合陸面過程模型的多尺度遙感數據地表參數動態反演研究

國家科技支撐計劃課題：面向環境監測的多源遙感數據協同反演與同化技術及軟件研發研究 ^[1] 

* Shi, H.,Xiao, Z., Zhan, X. Ma H., Tian X. Evaluation of ten aerosol optical depthdatasets over AERONET sites. Atmospheric Research, 220, 75-80, 2019.

* Han Ma,Shunlin Liang, Zhiqiang Xiao, Dongdong Wang. Simultaneous Estimation ofMultiple Land Surface Parameters from VIIRS Optical-Thermal data. IEEE Geoscienceand Remote Sensing Letters, 2018,.15(1), 156-160.

* MengjiaWang,Rui Sun, Zhiqiang Xiao. Estimation of Forest Canopy Height and AbovegroundBiomass from Spaceborne LiDAR and Landsat Imageries in Maryland. Remote Sens. 2018, 10, 344

* Yu, T.; Sun,R.; Xiao, Z.; Zhang, Q.; Liu, G.; Cui, T.; Wang, J. Estimation of GlobalVegetation Productivity from Global LAnd Surface Satellite Data. Remote Sens. 2018, 10,327.

* Tao Yu, RuiSun, Zhiqiang Xiao, Qiang Zhang, Juanmin Wang and Gang Liu. Generation ofHigh Resolution Vegetation Productivity from a Downscaling Method, RemoteSens. 2018, 10(11), 1748; doi:10.3390/rs10111748

* Xiao,Z.,Liang,S., Sun, R. Evaluation of Three Long Time Series for Global Fraction ofAbsorbed Photosynthetically Active Radiation (FAPAR) Products. IEEETransactions on Geoscience and Remote Sensing. 2018, 56(9): 5509-5524

* DuanyangLiu, Linqing Yang, Kun Jia, Shunlin Liang, Zhiqiang Xiao, Xiangqin Wei, YunjunYao, Mu Xia and Yuwei Li. Global Fractional Vegetation Cover EstimationAlgorithm for VIIRS Reflectance Data Based on Machine Learning Methods. RemoteSens. 2018, 10(10), 1648.

* Han Ma, Qiang Liu, ShunlinLiang, Zhiqiang Xiao. Simultaneous Estimation of Leaf Area Index, Fraction ofAbsorbed Photosynthetically Active Radiation, and Surface Albedo FromMultiple-Satellite Data. IEEETransactions on Geoscience and Remote Sensing, 2017, 55(8), 4334-4354.

* Shi Hanyu, Xiao Zhiqiang, LiangShunlin, Ma Han. (2017). A Method for Consistent Estimation of Multiple Land Surface Parameters From MODIS Top-of-AtmosphereTime Series Data. IEEE Transactions on Geoscience and Remote Sensing, 55(9),5158-5173.

* Ma Han, Liang Shunlin, Xiao Zhiqiang,Shi Hanyu. (2017). Simultaneous inversion of multiple land surface parametersfrom MODIS optical–thermal observations. ISPRSJournal of Photogrammetry and Remote Sensing, 128, 240-254.

* Tongtong Wang, Zhiqiang Xiao,Zhigang Liu. Performance Evaluation of Machine Learning Methods for Leaf AreaIndex Retrieval from Time-Series MODIS Reflectance Data. Sensors, 2017, 17(1),81.

* Liang, S., Xiao, Z., Shi, H.,& Ma, H. (2017). A data assimilation approach for simultaneously estimatinga suite of land surface variables from satellite data. 2017 IEEE InternationalGeoscience and Remote Sensing Symposium (IGARSS), Fort Worth, USA.

* Zhou Hongmin, Wang Jindi,Liang Shunlin, Xiao Zhiqiang. Extended Data-Based Mechanistic Method for ImprovingLeaf Area Index Time Series Estimation with Satellite Data. Remote Sensing,2017, 9, 533.

* Yao Yunjun, Liang Shunlin, LiXianglan, Chen Jiquan, Liu Shaomin, Jia Kun, Zhang Xiaotong, Xiao Zhiqiang,Fisher J.B., Mu Qiaozhen, Pan Ming, Liu Meng, Cheng Jie, Jiang Bo, Xie Xianhong,Grünwald Thomas, Bernhofer Christian, Roupsard Olivier. (2017). Improvingglobal terrestrial evapotranspiration estimation using support vector machineby integrating three process-based algorithms. Agricultural and Forest Meteorology, 242, 55-74

* Zhiqiang Xiao, Shunlin Liang,Bo Jiang. Evaluation of four long time-series global leaf area index products. Agriculturaland Forest Meteorology, 246,218–230, 2017.

* Xiao Zhiqiang, Liang Shunlin,Tian Xiaodan, Jia Kun, YaoYunjun, Jiang Bo. Reconstruction of Long-Term Temporally Continuous NDVI andSurface eflectance From AVHRR Data. IEEE Journal of Selected Topics in AppliedEarth Observations and Remote Sensing, 2017, 10(12), 5551-5568.

* Jian Wang, Jindi Wang, HongminZhou and Zhiqiang Xiao. Detecting Forest Disturbance in Northeast China from GLASS LAI Time Series Data Using a Dynamic Model. RemoteSensing, 2017, 9, 1293

* 劉剛，孫睿，肖志強，崔天翔．2001–2014年中國植被淨初級生產力時空變化及其與氣象因素的關係．生態學報，2017，37(15): 4936–4945.

* Xiao Zhiqiang, Liang Shunlin.A data assimilation based approach for estimating land surface variables. InM.M. Crawford (Ed.), Remote Sensing Vol. 2 Remote sensing data processing andanalysis methodology, Oxford, UK: Elsevier, 2017.

* Xiao, Z.; Jiang, L.; Zhu, Z.;Wang, J.; Du, J. Spatially and Temporally Complete Satellite Soil Moisture DataBased on a Data Assimilation Method. Remote Sensing, 2016, 8, 49

* Jingyi Jiang, Zhiqiang Xiao,Jindi Wang and Jinling Song. Multiscale Estimation of Leaf Area Index fromSatellite Observations Based on an Ensemble Multiscale Filter. Remote Sensing, 2016, 8, 229.

* Jiang, B.; Liang, S.; Ma, H.; Zhang, X.; Xiao, Z.;Zhao, X.; Jia, K.; Yao, Y.; Jia, A. GLASS Daytime All-Wave Net RadiationProduct: Algorithm Development and Preliminary Validation. Remote Sens.2016, 8, 222.

* Xiao, Z.; Wang, T.; Liang, S.; Sun, R. Estimatingthe Fractional Vegetation Cover from GLASS Leaf Area Index Product. Remote Sens. 2016, 8, 337.

* Xiao, Z.; Liang, S.; Wang, T.; Jiang, B. Retrievalof Leaf Area Index (LAI) and Fraction of Absorbed Photosynthetically ActiveRadiation (FAPAR) from VIIRS Time-Series Data. Remote Sensing, 2016, 8, 351.

* Liao L, Song J, Wang J, Xiao Z, Wang J. Bayesian Method for BuildingFrequent Landsat-Like NDVI Datasets by Integrating MODIS and Landsat NDVI.Remote Sensing. 2016; 8(6):452.

* ZhiqiangXiao, Shunlin Liang, Jindi Wang, Yang Xiang, Xiang Zhao, Jinling Song. LongTime-Series Global Land Surface Satellite (GLASS) Leaf Area Index ProductDerived from MODIS and AVHRR Data, IEEE Transactions on Geoscience andRemote Sensing, 2016, 54(9), 5301-5318.

* Hanyu Shi, Zhiqiang Xiao,Shunlin Liang, Xiaotong Zhang. Consistent Estimation of Multiple Parameters fromMODIS Top of Atmosphere Reflectance Data Using a Coupled Soil-Canopy-AtmosphereRadiative Transfer Model. Remote Sensingof Evironment, 2016, 184, 40-57.

* Zaichun Zhu, Shilong Piao,Ranga B.Myneni, Mengtian Huang, Zhenzhong Zeng, Josep G. Canadell, PhilippeCiais, Stephen Sitch, Pierre Friedlingstein, Almut Arneth, Chunxiang Cao, LeiCheng, Etsushi Kato, Charles Koven, Yue Li, Xu Lian, Yongwen Liu, Ronggao Liu,Jiafu Mao, Yaozhong Pan, Shushi Peng, Josep Peñuelas, Benjamin Poulter, ThomasA. M. Pugh, Benjamin D. Stocker, Nicolas Viovy, XuhuiWang, YingpingWang, ZhiqiangXiao, Hui Yang, Sönke Zaehle and Ning Zeng. Greening of the Earth and itsdrivers. Nature Climate Change, 2016.

* Zhiqiang Xiao, Shunlin Liang,Jindi Wang, Donghui Xie, Jinling Song, Rasmus Fensholt. A Framework forConsistent Estimation of Leaf Area Index, Fraction of AbsorbedPhotosynthetically Active Radiation, and Surface Albedo from MODIS Time-SeriesData. IEEE Transactions on Geoscience and Remote Sensing, 56(6),3178-3197, 2015.

* Zhiqiang Xiao, Shunlin Liang,Tongtong Wang and Qiang Liu. Reconstruction of Satellite-Retrieved Land-SurfaceReflectance Based on Temporally-Continuous Vegetation Indices. Remote Sensing, 2015, 7, 9844-9864.

* Xiao Z.Q., Liang S.L., Sun R.,Wang J.D., Jiang B., Estimating the fraction of absorbed photosyntheticallyactive radiation from the MODIS data based GLASS leaf area index product. Remote Sensing of Environment, 2015,171, 105–117.

* Kun Jia, Shunlin Liang, SuhongLiu, Yuwei Li, Zhiqiang Xiao, Yunjun Yao, Bo Jiang, Xiang Zhao, Xiaoxia Wang,Shuai Xu, and Jiao Cui. Global Land Surface Fractional Vegetation CoverEstimation Using General Regression Neural Networks From MODIS SurfaceReflectance. IEEE Transactions on Geoscience and Remote Sensing, 2015,53(9), 4787–4796.

* Li Tian, Jindi Wang, HongminZhou, and Zhiqiang Xiao. MODIS NBAR Time Series Modeling With Two StatisticalMethods and Application to Leaf Area Index Recursive Estimation. IEEE Journal of Selected Topics in Applied EarthObservations and Remote Sensing, 2015, 8(4), 1404-1412.

* TongtongWang, Zhiqiang Xiao, Zhigang Liu. Comparison of machinelearning algotithms for leaf area index retrieval from time series MODIS data.IGARSS 2015, 1729-1732.

* Zhen Wang, Liqiang Zhang, TianFang, P. Takis Mathiopoulos, Xiaohua Tong, Huamin Qu, Zhiqiang Xiao, Fang Li,Dong Chen. A Multiscale and HierarchicalFeature Extraction Method for Terrestrial Laser Scanning Point CloudClassification. IEEE Transactions onGeoscience and Remote Sensing, 2015, 53(5), 2409-2425.

* Piao S,Yin G, Tan J, Cheng L, Huang M, Li Y, Liu R, Mao J, Myneni RB, Peng S, PoulterB, Shi X, Xiao Z, Zeng N, Zeng Z, Wang Y. Detection and attribution ofvegetation greening trend in China over the last 30 years. Global ChangeBiology, 21(4), pp. 1601-1609, 2015.

* ZhiqiangXiao, Shunlin Liang, Jindi Wang, Ping Chen, Xuejun Yin, Liqiang Zhang, andJinling Song, Use of General Regression Neural Networks for Generating theGLASS Leaf Area Index Product from Time Series MODIS Surface Reflectance. IEEETransactions on Geoscience and Remote Sensing, vol.52, no.1, pp. 209-223 2014.

* Jiang, J.,Xiao, Z., Wang, J., Song, J. Sequential Method with Incremental Analysis Updateto Retrieve Leaf Area Index from Time Series MODIS Reflectance Data. RemoteSensing, 2014, 6, 9194-9212.

* Jiang, B.;Zhang, Y.; Liang, S.; Zhang, X.; Xiao, Z. Surface Daytime Net RadiationEstimation Using Artificial Neural Networks. Remote Sensing, 2014, 6,11031-11050.

* 李喜佳,肖志強,王錦地,瞿瑛,靳華安.2014.雙集合卡爾曼濾波估算時間序列LAI.遙感學報,18(1):27-44

* 向陽, 肖志強, 梁順林, 王錦地, 宋金玲. 2014. 利用MODIS地表反射率數據反演的GLASS葉面積指數產品驗證. 遙感學報, 18(3): 573-596

* Han Ma，Jinling SongJindi Wang,Zhiqiang Xiao,Zhuo Fu.Improvement of spatially continuous forest LAI retrieval by integration ofdiscrete airborne LiDAR and remote sensing multi-angle optical data, Agricultureand Forest Meteorology, Vol. 189-190, pp. 60-70,2014.

* Qiang Liu, ShunlinLiang, Zhiqiang Xiao, Hongliang Fang, Retrieval of leaf area index usingtemporal, spectral, and angular information from multiple satellite data.Remote Sensing of Environment, Volume 145, 5 April 2014, Pages 25–37.

* JingyiJiang, Zhiqiang Xiao. An Ensemble Multiscale Filter Approach for RetrievingLeaf Area Index From Multiple Satellite Data, IGARSS 2014, 776-779.

* Guo, LB;Wang, JD; Xiao, ZQ; Zhou, HM; Song, JL. Data-based mechanistic modelling andvalidation for leaf area index estimation using multi-angular remote-sensingobservation time series. InternationalJournal of Remote Sensing, 2014, 35(13), 4655-4672.

* Huazhu Xue,Jindi Wang, Zhiqiang Xiao, Ping Chen and Yan Liu, Combining MODIS and AMSR-Eobservations to improve MCD43A3short-time snow-covered Albedo estimation. Hydrological Processes, vol. 28, no.3, pp. 570-580, 2014.

* 梁順林，張曉通，肖志強 等著. 全球陸表特徵參量產品：算法、驗證與分析, 高等教育出版社, 2014

* Fang, H.,Jiang, C., Li, W., Wei, S., Baret, F., Chen, J.M., Garcia-Haro, J., Liang, S.,Liu, R., Myneni, R.B., Pinty, B., Xiao, Z., & Zhu, Z. (2013).Characterization and intercomparison of global moderate resolution leaf areaindex (LAI) products: Analysis of climatologies and theoretical uncertainties.Journal of Geophysical Reearch - Biogeoscience, DOI:10.1002/jgrg.20051.

* ShunlinLiang, Xiang Zhao, Suhong Liu, Wenping Yuan, Xiao Cheng, Zhiqiang Xiao,Xiaotong Zhang, Qiang Liu, Jie Cheng, Hairong Tang, Yonghua Qu, Yancheng Bai,Ying Qu, Huazhong Ren, Kai Yu & John Townshend. (2013). A Long-term GlobalLAnd Surface Satellite (GLASS) Dataset for Environmental Studies, InternationalJournal of Digital Earth, DOI:10.1080/17538947.2013.805262.

* Xiang Zhao,Shunlin Liang, Suhong Liu, Wenping Yuan, Zhiqiang Xiao, Qiang Liu, Jie Cheng,Xiaotong Zhang, Hairong Tang, Xin Zhang, Qiang Liu, Gongqi Zhou, Shuai Xu andKai Yu. (2013). The global land Surface satellite (GLASS) remote sensing dataprocessing system and products. Remote Sensing, 5, 2436-2450.

* Libiao Guo,Jindi Wang, Zhiqiang Xiao, Hongmin Zhou. Land surface leaf area indexestimation based on time series multi-angular remote sensing data. IGARSS 2013.

* ShunlinLiang; Xiaotong Zhang; Zhiqiang Xiao; Jie Cheng; Qiang Liu; Xiang Zhao, GlobalLAnd Surface Satellite (GLASS) Products: Algorithm, Validation and Analysis ，Springer, 2013/12

* XiaoZhiqiang, Jindi Wang, Shunlin Liang, et al., Variational retrieval of leaf areaindex from MODIS time series data: Examples from the Heihe River Basin,North-west China, International Journal of Remote Sensing, 33(3): 730-745,2012.

* XiaoZhiqiang, Liang Shunlin, Wang Jindi, and Jiang Bo, Real-time retrieval of Leaf Area Index from MODIS time series data, Remote Sensing of Environment, 115(1): 97-106, 2011.

* Yuan Hua,Yongjiu Dai, Zhiqiang Xiao, Duoying Ji, Wei Shangguan, Reprocessing the MODISLeaf Area Index products for land surface and climate modelling, Remote Sensingof Environment, 115(5): 1171-1187, 2011.

* 靳華安, 王錦地, 肖志強, 李喜佳. 遙感反演時間序列葉面積指數的集合卡爾曼平滑算法, 光譜學與光譜分析,2011, 31(9) : 2485 – 2490. [Jin Huaan; Wang Jindi; Xiao Zhiqiang, Li Xijia. Use ofEnsemble Kalman Smoother Algorithm for the Time-Series Retrieval of Leaf AreaIndex from Remote Sensing Data. Spectroscopy and Spectral Analysis, 2011, 31(9) : 2485 – 2490. ]

* Cai Wenwen, Song Jinling, Wang Jindi, Xiao Zhiqiang, High spatial-andtemporal-resolution NDVI produced by the assimilation of MODIS and HJ-1 data,Canadian Journal of Remote Sensing，Vol. 37, No. 6,pp. 612–627, 2011

* 柳欽火, 仲波, 吳紀桃, 肖志強, 王橋等著, 環境遙感定量反演與同化, 科學出版社,2011年10月, ISBN 978-7-03-032481-8.

* Xijia Li,Zhiqiang Xiao, Jindi Wang, Jingling Song, Ying Qu, Simultaneous Estimation ofLAI and Dynamic Model Parameters Using Dual EnKF from Time Series MODIS Data,ICMT 2010, doi:10.1109/ICMULT.2010.5631108.

* 江波, 梁順林, 王錦地, 肖志強. 運用動態諧波迴歸模型對MODIS葉面積指數時間序列產品的分析與預測, 遙感學報,2010年1期, 123-32.

* Bo Jiang,Shunlin Liang, Jindi Wang, and Zhiqiang Xiao, Modeling MODIS LAI time seriesusing three statistical methods, Remote Sensing of Environment, 114(7):1432-1444, 2010.

* 楊玲, 張立強, 康志忠, 肖志強, 彭軍還, 張興明, 劉騮. 大規模矢量地圖與多分辨率DEM快速疊加的方法, 中國科學, 2010, 40(6): 801 – 808.

* Huaan Jin,Jindi Wang, Zhiqiang Xiao, et al. Leaf area index estimation from MODIS datausing the ensemble Kalman smoother method. IEEE International Geoscience andRemote Sensing Symposium, 2010.

* XiaoZhiqiang, S. Liang, J. Wang, J. Song, and X. Wu, A temporally integratedinversion method for estimating leaf area index from MODIS data, IEEETransactions on Geoscience and Remote Sensing, 47(8): 2536-2545, 2009.

* 宋金玲, 王錦地, 帥豔民, 肖志強, 像元尺度林地冠層二向反射特性的模擬研究, 光譜學與光譜分析, 29(08), pp2141-2147,2009.

* XiaoZhiqiang, J. Wang, S. Liang, Y. Qu, and H. Wan, Retrieval of canopy biophysicalvariables from remote sensing data using contextual information, Journal ofCentral South University of Technology, 15: 877-881, 2008. ^[1]