遥感技术与应用 2016, Vol. 31 Issue (4): 691-701 DOI: 10.11873/j.issn.1004-0323.2016.4.0691 |
模型与反演 |
|
|
|
|
最小二乘法联合光学与雷达遥感数据估算玉米叶面积指数 |
林岳峰1,2,柳钦火1,李静1,赵静1
|
(1.中国科学院遥感与数字地球研究所遥感科学国家重点实验室,北京 100101;
2.电子科技大学资源与环境学院,四川 成都 611731) |
|
Estimation of Corn LAI by Synergy Multi-spectral and SAR Remote Sensing Data based on Least Squares Method |
Lin Yuefeng1,2,Liu Qiuhuo1,Li Jing1,Zhao Jing1
|
(1.State Key Laboratory of Remote Sensing Science,Institute of Remote Sensing and
Digital Earth,Chinese Academy of Sciences,Beijing 100101,China;
2.School of Resource and Environment,University of Electronic Science and
Technology of China,Chengdu 611731,China) |
引用本文:
林岳峰,柳钦火,李静,赵静. 最小二乘法联合光学与雷达遥感数据估算玉米叶面积指数[J]. 遥感技术与应用, 2016, 31(4): 691-701.
Lin Yuefeng,Liu Qiuhuo,Li Jing,Zhao Jing. Estimation of Corn LAI by Synergy Multi-spectral and SAR Remote Sensing Data based on Least Squares Method. Remote Sensing Technology and Application, 2016, 31(4): 691-701.
链接本文:
http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2016.4.0691
或
http://www.rsta.ac.cn/CN/Y2016/V31/I4/691
|
[1]Chen J M,Black T A.Defining Leaf Area Index for Non-Flat Leaves[J].Plant,Cell and Environment,1992,15(4):421-429.[2]Arora V.ModelingVegetation as A Dynamic Component in Soil-Vegetation-AtmosphereTansfer Schemes and Hydrological Models[J].Reviews of Geophysics,2002,40(2):1-26.[3]Sellers P J,Dickinson R E,Randall D A,et al.Modeling the Exchanges of Energy,Water,and Carbon Between Continents and the Atmosphere[J].Science,1997,275(5299):502-509.[4]Wang Xiqun,Ma Luyi,Jia Zhongkui,et al.Research and Application Advances in Leaf Area Index[J].Chinese Journal of Ecology,2005,24(5):537-541.[王希群,马履一,贾忠奎,等.叶面积指数的研究和应用进展[J].生态学杂志,2005,24(5):537-541.][5]Zhang Wenzhi,Xu Wenbo,Fan Xiangjie,et al.Inversion of Leaf Area Index Using the MERSI Data of the Fengyun Satellite[J].Remote Sensing Technology and Application,2015,30(5):925-931.[张文智,许文波,范向杰,等.利用风云卫星 MERSI 数据反演叶面积指数的研究[J].遥感技术与应用,2015,30(5):925-931.][6]Schlerf M,Atzberger C,Hill J.Remote Sensing of Forest Biophysical Variables Using HyMap Imaging Spectrometer Data[J].Remote Sensing of Environment,2005,95(2):177-194.[7]Liu Yang,Liu Ronggao,Chen Jingming,et al.Current Status and Perspectives of Leaf Area Index Retrieval from Optical Remote Sensing Data[J].Journal ofGeo-Information Science,2013,15(5):734-743.[刘洋,刘荣高,陈镜明,等.叶面积指数遥感反演研究进展与展望[J].地球信息科学学报,2013,15(5):734-743.][8]Verhoef W.Light Scattering by Laf Layers with Application to Canopy Reflectance Modeling:The SAIL Model[J].Remote Sensing of Environment,1984,16(84):125-141.[9]Li X,Strahler A H.Geometric-Optical Bidirectional Reflectance Modeling of the Dscrete Crown Vegetation Canopy:Effect of Crown Shape and Mutual Shadowing[J].IEEE Transactions on Geoscience and Remote Sensing,1992,30(2):276-292.[10]Chen J M,Leblanc S G.A Four-scale Bidirectional Reflectance Model based on Canopy Architecture[J].IEEE Transactions on Geoscience and Remote Sensing,1997,35(5):1316-1337.[11]Woodgate W,Armston J D,Disney M,et al.Quantifying the Impact of Woody Material on Leaf Area Index Estimation from Hemispherical Photography Using 3D Canopy Simulations[J].Agricultural and Forest Meteorology,2016,226:1-12.[12]Chen Hanyue,Huang Wenjiang,Niu Zheng,et al.Estimation of Forest Leaf Area Index from Remote Sensing Data Using the Algorithm based on Geometric-optical Model[J].Journal of Geo-Information Science,2012,14(3):358-365.[陈瀚阅,黄文江,牛铮,等.基于几何光学模型的人工林叶面积指数遥感反演[J].地球信息科学学报,2012,14(3):358-365.][13]Tang S,Chen J M,Zhu Q,et al.LAI Inversion Algorithm based on Directional Reflectance Kernels[J].Journal of Environmental Management,2007,85(3):638-648.[14]Haboudane D,Miller J R,Pattey E,et al.Hyperspectral Vegetation Indices and Novel Algorithms for Predicting Green LAI of Crop Canopies:Modeling and Validation in the Context of Precision Agriculture[J].Remote Sensing of Environment,2004,90(3):337-352.[15]Ulaby F T,Allen C T,Iii G E,et al.Relating the Microwave Backscattering Coefficient to Leaf Area Index[J].Remote Sensing of Environment,1984,14(84):113-133.[16]Prévot L,Champion I,Guyot G.Estimating Surface Soil Moisture and Leaf Area Index of AWheat Canopy Using ADual-Frequency(C and X bands) Scatterometer[J].Remote Sensing of Environment,1993,46(93):331-339.[17]Wang Jing,Li Xin.Progresses on Data Fusion Technology of Crop Growth Multi-source Observation Information[J].Remote Sensing Technology and Application,2015,30(2):209-219.[王静,李新.基于作物生长模型和多源数据的融合技术研究进展[J].遥感技术与应用,2015,30(2):209-219][18]Yang Guijun,Huang Wenjiang,Wang Jihua,et al .Inversion of Forest Leaf Area Index Calculated from Multi-source and Multi-angle Remote SensingData[J].Chinese Bulletin of Botany,2010,45(5):556-578.[杨贵军,黄文江,王纪华,等.多源多角度遥感数据反演森林叶面积指数方法[J].植物学报,2010,45(5):566-578.][19]Manninen T,Smolander H,Voipio P,et al.Boreal Forest LAI Retrieval Using Both Optical and Microwave Data of ENVISAT[C]//Geoscience and Remote Sensing Symposium.Seoul:IGARSS '05.Proceedings.IEEE International,2005.[20]Monnet J M,Chanussot J,Berger F.Support Vector Regression for the Estimation of Forest Stand Parameters Using Airborne Laser Scanning.[J].IEEE Geoscience and Remote Sensing Letters,2011,8(3):580-584.[21]Yu Fan,Zhao Yingshi.A New Semi-empirical Model for Soil Moisture Content Retrieval by ASAR and TM Data in Vegetation-Covered Aeas[J].Science China Earth Science,2011,41(4):532-540.[余凡,赵英时.ASAR和TM数据协同反演植被覆盖地表土壤水分的新方法[J].中国科学:地球科学,2011,41(4):532-540.][22]Zhang G,Ganguly S,Nemani R R,et al.Estimation of Forest Aboveground Biomass in California Using Canopy Height and Leaf Area Index Estimated from Satellite Data[J].Remote Sensing of Environment,2014,151(8):44-56.[23]Wang C,Qi J.Biophysical Estimation in Tropical Forests Using JERS-1 SAR and VNIR Imagery.II.Aboveground Woody Biomass[J].International Journal of Remote Sensing,2008,29(23):6827-6849.[24]Liu Qian,Yang Le,Liu Qinhuo,et al.Estimation of Aboveground Woody Biomass Using HJ-1 and Radarsat-2 Data for Deciduous Forests in Daxinganling,China[C]// International Society for Optics and Photonics.Beijing:SPIE Asia Pacific Remote Sensing,2014.[25]Ni W,Sun G,Guo Z,et al.Retrieval of Forest Biomass from ALOS PALSAR Data Using a Lookup Table Method[J].IEEE Journal of Selected Topics in Applied Earth Observations & Remote Sensing,2013,6(2):875-886.[26]Gao S,Niu Z,Huang N,et al.Estimating the Leaf Area Index,Height and Biomass of Maize Using HJ-1 and RADARSAT-2[J].International Journal of Applied Earth Observation & Geoinformation,2013,24(4):1-8.[27]Du Hejuan,Liu Qinhuo,Li Jing,et al.Retrieving Crop Leaf Area Index by Combining Optical and Microwave Vegetation Indices:A Feasibility Analysis[J].Journal of Remote Sensing,2013,17(6):1599-1611.[杜鹤娟,柳钦火,李静,等.光学与微波植被指数协同反演农作物叶面积指数的可行性分析[J].遥感学报,2013,17(6):1587-1611.][28]Jin Huaan,Li Ainong,Bian Jinhu,et al.Leaf Area Index(LAI) Estimationfrom Remotely Sensed Observations in Different Topographic Gradients over Southwestern China[J].Remote Sensing Technology and Application,2016,31(1):42-50.[靳华安,李爱农,边金虎,等.西南地区不同山地环境梯度叶面积指数遥感反演[J].遥感技术与应用,2016,31(1):42-50.][29]Moghaddam M,Dungan J L,Acker S.Forest Variable Estimation from Fusion of SAR and Multispectral Optical Data[J].IEEE Transactions on Geoscience and Remote Sensing,2002,40:2176-2187.[30]Zhu Gaolong,Ju Weiming,Chen Jingming,et al.Forest Canopy Leaf Area Index in Maoershan Mountain:Ground Measurement and Remote Sensing Retrieval[J].Chinese Journal of Applied Ecology,2010,21(8):2117-2124.[朱高龙,居为民,范文义,等.帽儿山地区森林冠层叶面积指数的地面观测与遥感反演[J].应用生态学报,2010,21(8):2117-2124.][31]Fang Xiuqin,Zhang Wangchang,Liu Sanchao,et al.The Estimationof LAI in Heihe River Basin Using Remotely Sensed Data[J].Remote Sensing for Land and Resources,2004,16(1):27-31.[方秀琴,张万昌,刘三超,等.黑河流域叶面积指数的遥感估算[J].国土资源遥感,2004,16(1):27-31.][32]Haboudane D,Miller J R,Pattey E,et al.Hyperspectral Vegetation Indices and Novel Algorithms for Predicting Green LAI of Crop Canopies:Modeling and Validation in the Context of Precision Agriculture[J].Remote Sensing of Environment,2004,90(3):337-352.[33]Graham A J,Harris R.Extracting Biophysical Parameters from Remotely Sensed Radar Data:AReview of the Water Cloud Model[J].Progress in Physical Geography,2003,27(2):217-229.[34]Inoue Y,Kurosu T,Maeno H,et al.Season-Long Daily Measurements of Multifrequency (Ka,Ku,X,C,and L) and Full-Polarization Backscatter Signatures Over Paddy Rice Field and Their Relationship with Biological Variables[J].Remote Sensing of Environment,2002,81(2):194-204.[35]Zhang Xiaoqian,Guo Lin,Ma Shangjie,et al.Monitoring Rice Leaf Area Index Using Time-Series SAR Data[J].Transactions of the Chinese Society of Agricultural Engineering.2014,30(13):185-193.[张晓倩,郭琳,马尚杰,等.利用时序合成孔径雷达数据监测水稻叶面积指数[J].农业工程学报,2014,30(13):185-193.][36]Du Hejuan.A Study of Synergy of Optical and Microwave Radiative Transfer Models and Joint Retrieval of Leaf Area Index of Vegetation[D].Beijing:University of Chinese Academy of Sciences,2013.[杜鹤娟.植被光学与微波辐射传输模型协同及叶面积指数联合反演研究[D].北京:中国科学院大学,2013.][37]Ulaby F T,Sarabandi K,Mcdonald K,et al.Michigan Microwave Canopy Scattering Model[J].International Journal of Remote Sensing,1990,11(7):1223-1253. |
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|