Please wait a minute...
img

官方微信

遥感技术与应用
综述     
遥感技术估算非光合植被覆盖度研究综述
王光镇1,王静璞1,邹学勇2,韩柳1,宗敏1
(1.鲁东大学资源与环境工程学院,山东 烟台 264025;
2.北京师范大学 地表过程与资源生态国家重点实验室,北京 100875)
A Review on Estimating Fractional Cover of Non-photosynthetic Vegetation by Using Remote Sensing
Wang Guangzhen1,Wang Jingpu1,Zou Xueyong2,Han Liu1,Zong Min1
(1.College of Resource and Environment Engineering,Ludong University,Yantai 264025,China;
2.State Key Laboratory of Earth Surface Process and Resource Ecology,Beijing Normal University,Beijing 100875,China)
 全文: PDF(1165 KB)  
摘要:
定量地估算光合植被覆盖度(f PV)和非光合植被覆盖度(f NPV)对陆地生态系统碳储存、植被生产力、土壤侵蚀和火灾监测具有重要的意义。非光合植被在温带草原、热带稀树大草原、森林、沙地、农田等生态系统中扮演着重要的角色,是衡量地表植被覆盖状况的重要指标。综述了目前利用高光谱和多光谱遥感估算f NPV的研究进展,讨论了PV、NPV和BS光谱特征的理论基础,总结了目前估算f NPV的两种主要方法:光谱指数法和光谱混合分析法,并分析了高光谱和多光谱两种主要遥感数据源实际应用。最后对f NPV估算研究中存在的问题以及发展趋势进行了分析,以期为今后的f NPV估算提供借鉴和参考。
关键词: 遥感技术非光合植被光谱指数法光谱混合分析    
Abstract: The quantitative estimation of fractional cover of photosynthetic vegetation(f PV),non-photosynthetic vegetation(f NPV),and bare soil(f BS) is critical for grassland ecosystem carbon storage,vegetation productivity,soil erosion and wildfire monitoring.The ecological importance of NPV has driven considerable research on quantitatively estimating NPV in diverse ecosystems including croplands,forests,grasslands savannah,and shrublands using remote sensing.This paper reviews the research progress in estimating f NPV using hyperspectral and multisspcetral remote sensing data,and hightlights discusses the theoretical bases of PV,NPV and BS spectral characteristics.based on the existing methods for estimating f NPV,this article groupd into two categories:empirical relationship between spectral index and NPV cover,and Spectral mixture analysis.Meanwhile,also discuss applications.of hyperspectral and multisspcetral remote sensing data.Finally,the existential problems and research trends for NPV estimation are analyzed.
Key words: Remote sensing    Non-photosynthetic vegetation(NPV)    Spectral index    Spectral mixture analysis
收稿日期: 2017-03-05 出版日期: 2018-03-16
:  TP 79  
基金资助: 国家自然科学基金重点项目“土壤风蚀影响因子参数化”(41330746),国家自然科学青年项目(41701005)、山东省自然科学基金培养项(ZR2017PD006)。
作者简介: 王光镇(1991-),男,山东聊城人,硕士研究生,主要从事草原植被遥感监测研究。E-mail:wang1636@sina.cn。
服务  
把本文推荐给朋友
加入引用管理器
E-mail Alert
RSS
作者相关文章  
王光镇
王静璞
邹学勇
韩柳
宗敏

引用本文:

王光镇,王静璞,邹学勇,韩柳,宗敏. 遥感技术估算非光合植被覆盖度研究综述[J]. 遥感技术与应用, 10.11873/j.issn.1004-0323.2018.1.0001.

Wang Guangzhen,Wang Jingpu,Zou Xueyong,Han Liu,Zong Min. A Review on Estimating Fractional Cover of Non-photosynthetic Vegetation by Using Remote Sensing. Remote Sensing Technology and Application, 10.11873/j.issn.1004-0323.2018.1.0001.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2018.1.0001        http://www.rsta.ac.cn/CN/Y2018/V33/I1/1

[1]Guerschman J P,Hill M J,Renzullo L J,et al.Estimating Fractional Cover of Photosynthetic Vegetation,Non-Photosynthetic Vegetation and Bare Soil in the Australian Tropical Savanna Region Upscaling the EO-1 Hyperion and MODIS Sensors[J].Remote Sensing of Environment,2009,113(5):928-945.[HJ2.1mm]
[2]Ren H,Zhou G.Estimating Senesced Biomass of Desert Steppe in Inner Mongolia Using Field Spectrometric Data[J].Agricultural and Forest Meteorology,2012,161:66-71.
[3]Facelli J M,Pickett S T A.Plant Litter:Its Dynamics and Effects on Plant Community Structure[J].The Botanical Review,1991,57(1):1-32.
[4]Henry H A L,Brizgys K,Field C B.Litter Decomposition in a California Annual Grassland:Interactions between Photodegradation and Litter Layer Thickness[J].Ecosystems,2008,11(4):545-554.
[5]Donath T W,Eckstein R L.Effects of Bryophytes and Grass Litter on Seedling Emergence Vary by Vertical Seed Position and Seed Size[J].Plant Ecology,2009,207(2):257-268.
[6]Deutsch E S,Bork E W,Willms W D.Separation of Grassland Litter and Ecosite Influences on Seasonal Soil Moisture and Plant Growth Dynamics[J].Plant Ecology,2010,209(1):135-145.
[7]Wang J,Zhao M,Willms W D,et al.Can Plant Litter Affect Net Primary Production of a Typical Steppe in Inner Mongolia?[J].Journal of Vegetation Science,2011,22(2):367-376.
[8]Hewins D B,Archer S R,Okin G S,et al.Soil-Litter Mixing Accelerates Decomposition in a Chihuahuan Desert Grassland[J].Ecosystems,2012,16(2):183-195.
[9]Bonanomi G,Caporaso S,Allegrezza M.Effects of Nitrogen Enrichment,Plant Litter Removal and Cutting on a Species‐Rich Mediterranean Calcareous Grassland[J].Plant Biosystems - An International Journal Dealing with all Aspects of Plant Biology,2009,143(3):443-455.
[10]Kim Y,Yang Z,Cohen W B,et al.Distinguishing between Live and Dead Standing Tree Biomass on the North Rim of Grand Canyon National Park,USA Using Small-footprint LiDAR Data[J].Remote Sensing of Environment,2009,113(11):2499-2510.
[11]Newnham G J,Verbesselt J,Grant I F,et al.Relative Greenness Index for Assessing Curing of Grassland Fuel[J].Remote Sensing of Environment,2011,115(6):1456-1463.
[12]Jensen K,Gutekunst K.Effects of Litter on Establishment of Grassland Plant Species:The Role of Seed Size and Successional Status[J].Basic and Applied Ecology,2003,4(6):579-587.
[13]Rasran L,Vogt K,Jensen K.Effects of Litter Removal and Mowing on Germination and Establishment of Two Fen-Grassland Species Along a Productivity Gradient[J].Folia Geobotanica,2007,42(3):271-288.
[14]Huang W,Sun G,Dubayah R,et al.Mapping Biomass Change after Forest Disturbance:Applying LiDAR Footprint-derived Models at Key Map Scales[J].Remote Sensing of Environment,2013,134:319-332.
[15]Zhang Y X,Li X B,Chen Y H.Overview of Field and Multi-Scale Remote Sening Measurement Approaches to Grassland Vegetation Coverrage[J].Advances in Earth Science,2003,18(1):85-93.[张云霞,李晓兵,陈云浩.草地植被盖度的多尺度遥感与实地测量方法综述[J].地球科学进展,2003,18(1):85-93.]
[16]Jia Kun,Yao Yunjun,Wei Xiangqin,et al.2013.A Review on Fractional Vegetation Cover Estimation Using Remote Sensing[J].Advances in Earth Science,2013,28(7) :774-782.[贾坤,姚云军,魏香琴,等.植被覆盖度遥感估算研究进展[J].地球科学进展,2013,28(7):774-782.]
[17]Serbin G,Hunt E R,Daughtry C S T,et al.Assessment of Spectral Indices for Cover Estimation of Senescent Vegetation[J].Remote Sensing Letters,2013,4(6):552-560.
[18]Ren Hangrui,Zhou Guangsheng,Zhang Feng,et al.Evaluating Cellulose Absorption index(CAI) for Non-photosynthetic Biomass Estimation in the Desert Steppe of Inner Mongolia[J].Science China Bulletin,2012,57(10):839-845.[任鸿瑞,周广胜,张峰,等.基于纤维素吸收指数(CAI)的内蒙古荒漠草原非绿色生物量估算[J].科学通报,2012,57(10):839-845.]
[19]Li Tao,Li Xiaosong,Li Fei,et al.2015.Estimating fractional cover of photosynthetic vegetation and non- photosynthetic vegetation in the Xilingol stepper region with EO-1 hyperion data[J].Acta Ecologica Sinica,35(11):3643-3652.[李涛,李晓松,李飞.基于Hyperion的锡林郭勒草原光合植被、非光合植被覆盖度估算[J].生态学报,2015,35(11):3643-3652.]
[20]Daughtry C S T.Discriminating Crop Residues from Soil by Shortwave Infrared Reflectance[J].Agronomy Journal,2001,93(1):125-131.
[21]Elvidge C D.Visible and near Infrared Reflectance Characteristics of Dry Plant Materials[J].International Journal of Remote Sensing,1990,11(10):1775-1795.
[22]Asner G P.Biophysical and Biochemical Sources of Variability in Canopy Reflectance[J].Remote Sensing of Environment,1998,64(3):234-253.
[23]Daughtry C S T,Nagler P L,Kim M S,et al.Spectral Reflectance of Soils and Crop Residues[C]∥Davies A M C,Williams P,eds Near Infrared Spectroscopy:The Future Waves Chichester:NIR Publication,1996:505-511.
[24]Nagler P L,Daughtry C S T,Goward S N.Plant Litter and Soil Reflectance[J].Remote Sensing of Environment,2000,71(2):207-215.
[25]Biard F,Baret F.Crop Residue Estimation Using Multiband Reflectance[J].Remote Sensing of Environment,1997,59(3):530-536.
[26]Daughtry C S T,Hunt E R,McMurtrey J E.Assessing Crop Residue Cover Using Shortwave Infrared Reflectance[J].Remote Sensing of Environment,2004,90(1):126-134.
[27]Daughtry C S T,McMurtrey J E,Chappelle E W,et al.Measuring Crop Residue Cover Using Remote Sensing Techniques[J].Theoretical and Applied Climatology,1996,54(1):17-26.
[28]Cao X,Chen J,Matsushita B,et al.Developing a Modis-based Index to Discriminate Dead Fuel from Photosynthetic Vegetation and Soil Background in the Asian Steppe Area[J].International Journal of Remote Sensing,2010,31(6):1589-1604.
[29]Daughtry C,Huntjr E.Mitigating the Effects of Soil and Residue Water Contents on Remotely Sensed Estimates of Crop Residue Cover[J].Remote Sensing of Environment,2008,112(4):1647-1657.
[30]Serbin G,Daughtry C S T,Hunt E R,et al.Effects of Soil Composition and Mineralogy on Remote Sensing of Crop Residue Cover[J].Remote Sensing of Environment,2009,113(1):224-238.
[31]Serbin G,Hunt Jr E R,Daughtry C S T,et al.An Improved Aster Index for Remote Sensing of Crop Residue[J].Remote Sensing,2009,1(4):971-991.
[32]Daughtry C S T,Hunt E R,Doraiswamy P C,et al.Remote Sensing the Spatial Distribution of Crop Residues[J].Agronomy Journal,2005,97(3):864-871.
[33]Numata I,Roberts D,Chadwick O,et al.Evaluation of Hyperspectral Data for Pasture Estimate in the Brazilian Amazon Using Field and Imaging Spectrometers[J].Remote Sensing of Environment,2008,112(4):1569-1583.
[34]Nagler P L,Inoue Y,Glenn E P,et al.Cellulose Absorption Index(Cai) to Quantify Mixed Soil-plant Litter Scenes[J].Remote Sensing of Environment,2003,87(2-3):310-325.
[35]Quemada M,Daughtry C.Spectral Indices to Improve Crop Residue Cover Estimation under Varying Moisture Conditions[J].Remote Sensing,2016,8(8).doi:10.3390/rs8080660.
[36]Xie Xiaoyan,Liu Yongmei,Li Jingzhong,et al.Remote Sensing Estimation of Plant Litter Cover based on the Spectra of Plant Litter-soil Mixed Scenes[J].Spectrocopy and Spectral Analysis,2016,(7):2217-2223.[谢小燕,刘咏梅,李京忠,等.黄土丘陵区林草地枯落层盖度遥感估算研究[J].光谱学与光谱分析,2016,(7):2217-2223.]
[37]McNairn H,Protz R.Mapping Corn Residue Cover on Agricultural Fields in Oxford County,Ontario,Using Thematic Mapper[J].Canadian Journal of Remote Sensing,1993,19(2):152-159.
[38]Van Deventer A,Ward A D,Gowda P H,et al.Using Thematic Mapper Data to Identify Contrasting Soil Plains and Tillage Practices[J].Photogrammetric engineering and remote sensing(USA),1997,63(1):87-93.
[39]Qi J,Marsett R,Heilman P,et al.Ranges Improves Satellite-based Information and Land Cover Assessments in Southwest United States[J].Eos,Transactions American Geophysical Union,2002,83(51):601-606.
[40]Biard F,Bannari A,Bonn F.SACRI(Soil Adjusted Corn Residue Index):An Index Using near and Mid-Infrared for the Detection of Residues of Maize(in French)[C]∥17th Canadian Symposium on Remote Sensing,1995:417-423.
[41]Bannari A,Haboudane D,McNairn H,et al.Modified Soil Adjusted Crop Residue Index(MSACRI):A New Index for Mapping Crop Residue[C]∥IEEE 2000 International Geoscience and Remote Sensing Symposium,2000:2936-2938.
[42]Gamon J A,Serrano L,Surfus J S.The Photochemical Reflectance Index:An Optical Indicator of Photosynthetic Radiation Use Efficiency across Species,Functional Types,and Nutrient Levels[J].Oecologia,1997,112(4):492-501.
[43]Apan A,Held A,Phinn S,et al.Detecting Sugarcane ‘Orange Rust’ Disease Using Eo-1 Hyperion Hyperspectral Imagery[J].International Journal of Remote Sensing,2004,25(2):489-498.
[44]Cao X,Cui X,Yue M,et al.Evaluation of Wildfire Propagation Susceptibility in Grasslands Using Burned Areas and Multivariate Logistic Regression[J].International Journal of Remote Sensing,2013,34(19):6679-6700.
[45]Jacques D C,Kergoat L,Hiernaux P,et al.Monitoring Dry Vegetation Masses in Semi-drid Areas with Modis Swir Bands[J].Remote Sensing of Environment,2014,153:40-49.[46]Ji Cuicui,Jia Yonghong,Li Xiaosong,et al.Research on Linear and Nonlinear Spectral Mixture Models for Estimating Vegetation Fractional Cover of Nitraria Bushes[J].Journal Of Remote Sensing,2016,20(6):1402-1412.[姬翠翠,贾永红,李晓松,等.线性/非线性光谱混合模型估算白刺灌丛植被覆盖度[J].遥感学报,2016,20(6):1402-1412.]
[47]Zheng Guoxiong,Li Xiaosong,Zhang Kaixun,et al.Spectral Mixing Mechanism Analysis of Photosynthetic/Non-photosynthetic Vegetation and Bared Soil Mixture in the Hunshandake(Otindag) Sandy Land[J].Spectroscopy and Spectral Analysis,2016,36(4):1063-1068.[郑国雄,李晓松,张凯选,等.浑善达克沙地光合/非光合植被及裸土光谱混合机理分析[J].光谱学与光谱分析,2016,36(4):1063-1068.]
[48][KG*4/5]Asner G P,Heidebrecht K B.Spectral Unmixing of Vegetation,Soil and Dry Carbon Cover in Arid Regions:Comparing Multispectral and Hyperspectral Observations[J].International Journal of Remote Sensing,2010,23(19):3939-3958.
[49]Roberts D A,Dennison P E,Gardner M E,et al.Evaluation of the Potential of Hyperion for Fire Danger Assessment by Comparison to the Airborne Visible/Infrared Imaging Spectrometer[J].IEEE Transactions on Geoscience and Remote Sensing,2003,41(6):1297-1310.
[50]Elmore A J,Asner G P,Hughes R F.Satellite Monitoring of Vegetation Phenology and Fire Fuel Conditions in Hawaiian Drylands[J].Earth Interactions,2005,9(21):1-21.
[51]Okin G S,Clarke K D,Lewis M M.Comparison of Methods for Estimation of Absolute Vegetation and Soil Fractional Cover Using Modis Normalized Brdf-adjusted Reflectance Data[J].Remote Sensing of Environment,2013,130:266-279.
[52]Hill M J,Zhou Q,Sun Q,et al.Dynamics of the Relationship between Ndvi and Swir32 Vegetation Indices in Southern Africa:Implications for Retrieval of Fractional Cover from Modis Data[J].International Journal of Remote Sensing,2016,37(6):1476-1503.
[53]Daughtry C S T,Doraiswamy P C,Hunt E R,et al.Remote Sensing of Crop Residue Cover and Soil Tillage Intensity[J].Soil and Tillage Research,2006,91(1-2):101-108.
[54]Jackson H,Prince S.Degradation of Non-Photosynthetic Vegetation in a Semi-Arid Rangeland[J].Remote Sensing,2016,8(9):692.
[55]Beeson P C,Daughtry C S T,Hunt E R,et al.Multispectral Satellite Mapping of Crop Residue Cover and Tillage Intensity in Iowa[J].Journal of Soil and Water Conservation,2016,71(5):385-395.
[56]Meyer T,Okin G S.Evaluation of Spectral Unmixing Techniques Using MODIS in a Structurally Complex Savanna Environment for Retrieval of Green Vegetation,Nonphotosynthetic Vegetation,and Soil Fractional Cover[J].Remote Sensing of Environment,2015,161:122-130.
[57]Xu D,Guo X,Li Z,et al.Measuring the Dead Component of Mixed Grassland with Landsat Imagery[J].Remote Sensing of Environment,2014,142:33-43.
[58]Guerschman J P,Scarth P F,McVicar T R,et al.Assessing the Effects of Site Heterogeneity and Soil Properties When Unmixing Photosynthetic Vegetation,Non-photosynthetic Vegetation and Bare Soil Fractions from Landsat and Modis Data[J].Remote Sensing of Environment,2015,161:12-26.
[59]Li X,Zheng G,Wang J,et al.Comparison of Methods for Estimating Fractional Cover of Photosynthetic and Non-photosynthetic Vegetation in the Otindag Sandy Land Using GF-1 Wide-field View Data[J].Remote Sensing,2016,8(10).doi:10.3390/rs8100800.
[60]Li Z,Guo X.Remote Sensing of Terrestrial Non-Photosynthetic Vegetation Using Hyperspectral,Multispectral,SAR,and LiDAR Data[J].Progress in Physical Geography,2015,40(2):276-304.
[61]Zheng B,Campbell J B,Serbin G,et al.Remote Sensing of Crop Residue and Tillage Practices:Present Capabilities and Future Prospects[J].Soil and Tillage Research,2014,138:26-34.
[62]McNairn H,Duguay C,Brisco B,et al.The Effect of Soil and Crop Residue Characteristics on Polarimetric Radar Response[J].Remote Sensing of Environment,2002,80(2):308-320.
[63]Pesonen A,Kangas A,Maltamo M,et al.Effects of Auxiliary Data Source and Inventory Unit Size on the Efficiency of Sample-based Coarse Woody Debris Inventory[J].Forest Ecology and Management,2010,259(10):1890-1899.
[1] 李小龙,杨英宝,曹利娟,章勇. 基于遥感和CFD模拟的城市绿地形态对热环境的影响研究[J]. 遥感技术与应用, 2016, 31(6): 1150-1157.
[2] 马瀚青,高峰,黄新宇,李慧,杨小梅. 《遥感技术与应用》30年论文发表趋势[J]. 遥感技术与应用, 2016, 31(6): 1215-1222.
[3] 李冠男,王林,李颖,王祥,王新新. 卫星遥感技术在海洋倾废中的应用进展[J]. 遥感技术与应用, 2015, 30(3): 399-406.
[4] 张文婷,金可懿,宋开山,杭艳红. 基于多端元混合光谱模型与Landsat影像的北京不透水层动态研究[J]. 遥感技术与应用, 2015, 30(2): 321-330.
[5] 李 桢,谭永滨,李 霖,于忠海,兰洪浩. 基于线性光谱混合分析的武汉市地表组分研究[J]. 遥感技术与应用, 2013, 28(5): 780-784.
[6] 高利鹏,赵华亮,刘明翔,张华. 基于遥感影像不透水层估算的震后城区损坏面积评估[J]. 遥感技术与应用, 2013, 28(4): 582-587.
[7] 刘正春,曾永年,何丽丽,吴孔江,靳文凭. 基于光谱归一化的变组分光谱混合分析(NMESMA)方法及其应用[J]. 遥感技术与应用, 2012, 27(2): 159-167.
[8] 徐鹏杰,邓磊. 遥感技术在减灾救灾中的应用[J]. 遥感技术与应用, 2011, 26(4): 512-519.
[9] 徐鹏杰 邓磊. 遥感技术在减灾救灾中的应用[J]. 遥感技术与应用, 2011, (3): 0-0.
[10] 潘竟虎,刘春雨,李晓雪. 基于混合光谱分解的兰州城市热岛与下垫面空间关系分析[J]. 遥感技术与应用, 2009, 24(4): 462-468.
[11] 潘刚,段舜山 . 基于遥感技术的海岸带资源环境管理[J]. 遥感技术与应用, 2009, 24(2): 230-237.
[12] 谢虹,杨太保. 基于Landsat 的城市热特征研究——以兰州市为例[J]. 遥感技术与应用, 2008, 23(6): 677-681.
[13] 李俊杰,何隆华,戴锦芳,李杏朝,傅俏燕. 基于不透水地表比例的城市扩展研究[J]. 遥感技术与应用, 2008, 23(4): 424-427.
[14] 许军强, 邢立新, 潘 军. 遥感技术在高压输电线选线中的应用[J]. 遥感技术与应用, 2006, 21(2): 168-172.
[15] 孙晓兵, 洪 津, 乔延利. 一种基于偏振角参数图像的特征提取方法研究[J]. 遥感技术与应用, 2005, 20(2): 256-260.