黑河综合遥感联合试验研究进展:水文与生态参量遥感反演与估算

doi:10.11873/j.issn.1004-0323.2012.5.650

遥感技术与应用

2012, Vol. 27

Issue (5): 650-662 DOI: 10.11873/j.issn.1004-0323.2012.5.650

综述

黑河综合遥感联合试验研究进展:水文与生态参量遥感反演与估算

李新¹,刘强²,柳钦火²,王建¹,马明国¹,肖青²,车涛¹,晋锐¹,冉有华¹

(1.中国科学院寒区旱区环境与工程研究所,甘肃兰州 730000;2.中国科学院遥感应用研究所,北京 100101)

The Progresses on the Watershed Allied Telemetry Experimental Research (WATER):Remote Sensing of Key Hydrological and Ecological Parameters

Li Xin¹,Liu Qiang²,Liu Qinhuo²,Wang Jian¹,Ma Mingguo¹,Xiao Qing²,Che Tao¹,Jin Rui¹,Ran Youhua¹

(1.Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences,Lanzhou 730000,China;2.Institute of Remote Sensing Applications,Chinese Academy of Sciences,Beijing 100101,China)

全文: PDF(5690 KB)

摘要：

介绍了“黑河综合遥感联合试验”在水文和生态变量与参数反演、估算和模型应用方面取得的进展。在水文变量遥感方面,利用车载双偏振多普勒雷达在黑河上游和中游分别开展了高精度降水观测,获取了后向散射系数和极化信息与降水强度之间的定量关系。在综合利用多源观测信息,改进和发展蒸散发估算模型方面取得了实质性的进展。发展了利用K和Ka波段机载微波辐射计数据反演山区积雪深度的方法。针对SAR观测数据反演土壤水分中地表粗糙度的显著干扰,发展了消除粗糙度影响的反演方法。在生态过程遥感参量估算方面,提出了一种基于机载激光雷达和高分辨率光学影像的高精度地物信息分类方法。发展了从高光谱航空遥感提取植被自然光照下的荧光,并与NDVI结合的C3/C4植被分类方法。发展和改进了使用多角度、多光谱观测反演叶面积指数的方法,挖掘了激光雷达在植被垂直结构探测上的潜力,探索了叶面积指数遥感中的尺度转换规律。发展了利用高光谱数据中的荧光信息反演光能利用率的新方法;建立了考虑土壤反射率、冠层结构等因素的光合作用有效辐射比率反演模型;改进了利用遥感估计生态系统生产力的模型。发展了利用高光谱遥感数据提取叶绿素含量和叶绿素荧光强度的方法。

关键词： 遥感试验; 水文遥感; 生态遥感; 蒸散发; 叶面积指数; 黑河流域

Abstract:

This paper reviewed and summarized the progresses on the remote sensing-based inversion and estimation of hydrological and ecological variables/parameters,within the framework of the Watershed Allied Telemetry Experimental Research (WATER) project.We make progresses in remote sensing of hydrological variables as follows:The basin-scale precipitation observation with high accuracy are carried out with a truck-mounted dual polarized Doppler radar in the upstream and midstream of the Heihe River basin,aiming to obtain the quantitative relationship between the precipitation rate,radar reflectivity and its polarization information.The substantial developments and improvements of remote sensing estimation models of evapotranspiration are achieved with the aid of multi-source observations.A retrieval algorithm of snow depth in the mountainous area is developed by using the K and Ka band airborne microwave radiometry.The method to eliminate the influence of surface roughness on soil moisture remote sensing is proposed by using the multi-angles SAR data.We also succeed in the remote sensing estimation of ecological-process variables/parameters as follows:Fine land surface classification method is developed by combining information from airborne laser radar and high-resolution optical images.The C3/C4 vegetation functional type classification is realized by integrating the vegetation fluorescence under solar light condition extracted from the hyper-spectral airborne remote sensing images,and NDVI information.The methods using multi-angles and multi- spectrums remote sensing information to retrieve the LAI are improved,especially exploiting the potential of LiDAR to obtain the vegetation vertical structure,and the scale conversion of remote sensing based LAI is also explored.Other progresses include developing a new method to retrieve light-use efficiency using fluorescence information from hyperspectral data,proposing an inversion model of FPAR taking the soil reflectance and canopy structure into considerations,improving the remote sensing estimation model of ecosystem productivity and developing a method to obtain chlorophyll content and chlorophyll fluorescence intensity by using hyper-spectral remote sensing data.

Key words: Remote sensing experiment Hydrology remote sensing Ecological remote sensing Evapotranspiration Leaf area index Heihe River Basin

收稿日期: 2012-07-15 http://westdc.westgis.ac.cn/data/e6f16f7b-1b74-4cc7-b6af-ad15d713e6fa 出版日期: 2012-10-17

TP 79

基金资助:

中国科学院西部行动计划三期项目“黑河流域生态—水文遥感产品生产算法研究与应用试验”(KZCX2-XB3-15),国家杰出青年科学基金“流域尺度陆面数据同化系统研究”(40925004)资助。

作者简介: 李新(1969-),男,甘肃酒泉人,研究员,主要从事陆面数据同化、遥感和GIS在冰冻圈及水文水资源研究中的应用、流域集成研究。Email:lixin@lzb.ac.cn。

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引用本文:

李新,刘强,柳钦火,王建,马明国,肖青,车涛,晋锐,冉有华. 黑河综合遥感联合试验研究进展:水文与生态参量遥感反演与估算[J]. 遥感技术与应用, 2012, 27(5): 650-662.

Li Xin,Liu Qiang,Liu Qinhuo,Wang Jian,Ma Mingguo,Xiao Qing,Che Tao. The Progresses on the Watershed Allied Telemetry Experimental Research (WATER):Remote Sensing of Key Hydrological and Ecological Parameters. Remote Sensing Technology and Application, 2012, 27(5): 650-662.

链接本文:

http://www.rsta.ac.cn/CN/10.11873/j.issn.1004-0323.2012.5.650 或 http://www.rsta.ac.cn/CN/Y2012/V27/I5/650

［1］Li X,Su Z B,Wu B F.Retrieval of Key Eco-hydrological Parameters for Cold and Arid Regions［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:1-2.

［2］Li Xin,Ma Mingguo,Wang Jian,et al.Simultaneous Remote Sensing and Ground-based Experiment in the Heihe River Basin:Scientific Objectives and Experiment Design［J］.Advances in Earth Science,2008,23(9):897-914.［李新,马明国,王建,等.黑河流域遥感—地面观测同步试验:科学目标与试验方案［J］.地球科学进展,2008,23(9):897-914.］

［3］Li X,Li X W,Li Z Y,et al.Watershed Allied Telemetry Experimental Research［J］.Journal of Geophysical Research,2009:114(D22103),doi:10.1029/2008JD011590.

［4］Li Xin,Li Xiaowen,Li Zengyuan,et al.Progresses on the Watershed Allied Telemetry Experimental Research (WATER)［J］.Remote Sensing Technology and Application,2012,27(5):637-649.［李新,李小文,李增元,等.黑河综合遥感联合试验研究进展:概述［J］.遥感技术与应用,2012,27(5):637-649.］

［5］Zhao Guo,Chu Rongzhong,Zhang Tong,et al.Analyzing the Characteristics of the Snow Size Spectra in the Qilian Mountains in Spring［J］.Journal of Glaciology and Geocryology,2009,31(2):254-261.［赵果,楚荣忠,张彤,等.祁连山区春季降雪滴谱特性分析［J］.冰川冻土,2009,31(2):254-261.］

［6］Zhao G,Chu R Z,Zhang T,et al.Analysis of the Characteristics of Snow Drop Size Distribution in the Qilian Mountains［J］.Sciences in Cold and Arid Regions,2010,2(5):419-426.

［7］Zhao G,Chu R,Zhang T,et al.Improving the Rainfall Rate Estimation in the Midstream of the Heihe River Basin Using Rain Drop Size Distribution［J］.Hydrology and Earth System Sciences,2011,15(3):943-951.

［8］Zhao Guo,Chu Rongzhong,Zhang Tong,et al.An Improvement of Polarimetric Radar Rainfall Estimates［J］.Plateau Meteorology,2011,30(2):498-507.［赵果,楚荣忠,张彤,等.偏振多普勒雷达定量测量降雨精度的改进［J］.高原气象,2011,30(2):498-507.］

［9］Pan X D,Tian X J,Li X,et al.Assimilating Doppler Radar Radial Velocity and Reflectivity Observations in the Weather Research and Forecasting Model by a Proper Orthogonal-decomposition-based Ensemble Three-dimensional Variational Assimilation Method［J］.Journal of Geophysical Research,2012,doi:10.1029/2012JD017684.

［10］Tang R L,Li Z L,Tang B H.An Application of the T-s-VI Triangle Method with Enhanced Edges Determination for Evapotranspiration Estimation from MODIS Data in Arid and Semi-arid Regions:Implementation and Validation［J］.Remote Sensing of Environment,2010,114(3):540-551.

［11］Xin X,Liu Q.The Two-layer Surface Energy Balance Parameterization Scheme (TSEBPS) for Estimation of Land Surface Heat Fluxes［J］.Hydrology and Earth System Sciences,2010,14(3):491-504.

［12］Zhao W Z,Ji X B,Kang E S,et al.Evaluation of Penman-Monteith Model Applied to a Maize Field in the Arid Area of Northwest China［J］.Hydrology and Earth System Sciences,2010,14(7):1353-1364.

［13］Song Y,Wang J M,Yang K,et al.A Revised Surface Resistance Parameterization for Estimating Latent Heat Flux from Remotely Sensed Data［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:76-84.

［14］Ma W Q,Ma Y M,Hu Z Y,et al.Estimating Surface Fluxes over Middle and Upper Streams of the Heihe River Basin with ASTER Imagery［J］.Hydrology and Earth System Sciences,2011,15(5):1403-1413.

［15］Li X M,Lu L,Yang W F,et al.Estimation of Evapotranspiration in an Arid Region by Remote Sensing——A Case Study in the Middle Reaches of the Heihe River Basin［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:85-93.

［16］Colin J,Faivre R.Aerodynamic Roughness Length Estimation from Very High-resolution Imaging LiDAR Observations over the Heihe Basin in China［J］.Hydrology and Earth System Sciences,2010,14(12):2661-2669.

［17］Tian X,Li Z Y,Van der Tol C,et al.Estimating Zero-plane Displacement Height and Aerodynamic Roughness Length Using Synthesis of LiDAR and SPOT-5 Data［J］.Remote Sensing of Environment,2011,115(9):2330-2341.

［18］Liu Yani,Xin Xiaozhou,Liu Qinhuo,et al.Method and Validation for Surface Fluxes Estimation based on Multi-scale Remotely Sensed Data［J］.Advances in Earth Science,2010,25(11):1261-1272.［刘雅妮,辛晓洲,柳钦火,等.基于多尺度遥感数据估算地表通量的方法及其验证分析［J］.地球科学进展,2010,25(11):1261-1272.］

［19］Xin Xiaozhou,Liu Yani,Liu Qinhuo,et al.Spatial-scale Error Correction Methods for Regional Fluxes Retrieval Using MODIS Data［J］.Journal of Remote Sensing,2012,16(2):207-219.［辛晓洲,刘雅妮,柳钦火,等.MODIS数据估算区域蒸散量的空间尺度误差纠正方法研究［J］.遥感学报,2012,16(2):220-231.］

［20］Li Hongyi,Wang Jian,Bai Yunjie,et al.The Snow Hydrological Processes during a Representative Snow Cover Period in Binggou Watershed in the Upper Reaches of Heihe River［J］.Journal of Glaciology and Geocryology,2009,31(2):293-300.［李弘毅,王建,白云洁,等.黑河上游冰沟流域典型积雪期水文情势［J］.冰川冻土,2009,31(2):293-300.］

［21］Hao Xiaohua,Wang Jian,Che Tao,et al.The Spatial Distribution and Properties of Snow Cover in Binggou Watershed,Qilian Mountains:Measurements and Analysis［J］.Journal of Glaciology and Geocryology,2009,31(2):284-292.［郝晓华,王建,车涛,等.祁连山区冰沟流域积雪分布特征及其属性观测分析［J］.冰川冻土,2009,31(2):284-292.］

［22］Li H Y,Wang J,Li Z.Estimation of Snow Sublimation under a High-speed Wind Condition in Alpine Region Watershed［J］.Journal of Sichuan University (Engineering Science Edition),2009,41(Sup.2):129-136.

［23］Che T,Dai L Y,Wang J,et al.Estimation of Snow Depth and Snow Water Equivalent Distribution Using Airborne Microwave Radiometry in the Binggou Watershed,the Upper Reaches of the Heihe River Basin［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:23-32.

［24］Jiang Tenglong,Zhao Shuhe,Xiao Pengfeng,et al.Spectral Analysis of Different Snow Grain Sizes based on Field Measurement［J］.Journal of Glaciology and Geocryology,2009,31(2):227-232.［姜腾龙,赵书河,肖鹏峰,等.基于实测数据的不同雪粒径光谱分析［J］.冰川冻土,2009,31(2):227-232.］

［25］Hao Xiaohua.Retrieval of Alpine Snow Cover Area and Grain Size based on Optical Remote Sensing［D］.Lanzhou:Cold and Arid Regions Environmental and Engineering Research Institute,CAS,2009.［郝晓华.山区雪盖面积和雪粒径光学遥感反演研究［D］.兰州:中国科学院寒区旱区环境与工程研究所,2009.］

［26］Wang S G,Li X,Han X J,et al.Estimation of Surface Soil Moisture and Roughness from Multi-angular ASAR Imagery in the Watershed Allied Telemetry Experimental Research (WATER)［J］.Hydrology and Earth System Sciences,2011,15(5):1415-1426.

［27］Yu Fan,Zhao Yingshi.A New Method for Soil Moisture Inversion by Synthetic Aperture Radar［J］.Geomatics and Information Science of Wuhan University,2010,35(3):317-321.［余凡,赵英时.合成孔径雷达反演裸露地表土壤水分的新方法［J］.武汉大学学报(信息科学版),2010,35(3):317-321.］

［28］Zhao Tianjie,Zhang Lixin,Jiang Lingmei,et al.Joint Inversion of Soil Moisture Using Active and Passive Microwave Data［J］.Advances in Earth Science,2009,24(7):769-775.［赵天杰,张立新,蒋玲梅,等.利用主被动微波数据联合反演土壤水分［J］.地球科学进展,2009,24(7):769-775.］

［29］Liu Q,Wang M Y,Zhao Y S.Assimilation of ASAR Data with a Hydrologic and Semi-empirical Backscattering Coupled Model to Estimate Soil Moisture［J］.Chinese Geographic Science,2010,20(3):218-225.

［30］Wang Shuguo.Retrieval of Surface Soil Moisture by Using Microwave Remote Sensing:Case Studies in the Watershed Allied Telemetry Experimental Research［D］.Beijing:Graduate School of the Chinese Academy of Sciences,2010.［王树果.微波遥感反演地表土壤水分研究——以黑河试验数据为例［D］.北京:中国科学院研究生院,2010.］

［31］Zhang Lixin,Zhao Shaojie,Jiang Lingmei.The Time Series of Microwave Radiation from Representative Land Surfaces in the Upper Reaches of Heihe River During Alternation of Freezing and Thawing［J］.Journal of Glaciology and Geocryology,2009,31(2):198-206.［张立新,赵少杰,蒋玲梅.冻融交替季节黑河上游代表性地物类型的微波辐射时序特征［J］.冰川冻土,2009,31(2):198-206.］

［32］Zhao T J,Zhang L X,Jiang L M,et al.A New Soil Freeze/thaw Discriminant Algorithm Using AMSR-E Passive Microwave Imagery［J］.Hydrological Processes,2011,25(11):1704-1716.

［33］Zhang Z J,Zhang L X,Sun G Q,et al.Estimation of Effects of a Freezing Environment on Vegetation Using Model Simulation and a Truck-mounted Microwave Radiometer［J］.International Journal of Remote Sensing,2012,33(22):6994-7009.

［34］Zhou Mengwei,Liu Qinhuo,Liu Qiang,et al.A Method for Classification by Fusing Full-waveform Airborne Laser Scanning Data and Aerial Images［J］.Remote Sensing Technology and Application,2010,25(6):821-827.［周梦维,柳钦火,刘强,等.全波形激光雷达和航空影像联合的地物分类［J］.遥感技术与应用,2010,25(6):821-827.］

［35］Liu L Y,Cheng Z H.Mapping C3 and C4 Plant Functional Types Using Separated Solar-induced Chlorophyll Fluorescence from Hyperspectral Data［J］.International Journal of Remote Sensing,2011,32(24):9171-9183.

［36］Zeng Yelu,Li Jing,Liu Qinhuo.Global LAI Ground Validation Dataset and Product Validation Framework:A Review［J］.Advances in Earth Science,2012,27(2):165-174.［曾也鲁,李静,柳钦火.全球LAI地面验证方法及验证数据综述［J］.地球科学进展,2012,27(2):165-174.］

［37］Yao Yanjuan,Fan Wenjie,Liu Qiang,et al.Improved Harvesting Method for Corn LAI Measurement in Corn Whole Growth Stages［J］.Transactions of the CSAE,2010,26(8):189-194.［姚延娟,范闻捷,刘强,等.玉米全生长期叶面积指数收获测量法的改进［J］.农业工程学报,2010,26(8):189-194.］

［38］Zou J,Yan G J,Zhu L,et al.Woody-to-total Area Ratio Determination with a Multispectral Canopy Imager［J］.Tree Physiology,2009,29(8):1069-1080.

［39］Liu Z Y,Ma L L,Tang L L,et al.LAI Retrieval based on PROSPECT-SAILH Model from Multi-angular Data of WiDAS Imagings System［J］.Advanced Materials Research,2012,518-523:5697-5703.

［40］Fu Z,Wang J D,Song J L,et al.Estimation of Forest Canopy Leaf Area Index Using MODIS,MISR,and LiDAR Observations［J］.Journal of Applied Remote Sensing,2011,5(053530).doi:10.1117/1.3594171.

［41］Fan W J,Xu X R,Liu X C,et al.Accurate LAI Retrieval Method based on PROBA/CHRIS Data［J］.Hydrology and Earth System Sciences,2010,14(8):1499-1507.

［42］Zhou Mengwei,Liu Qinhuo,Liu Qiang et al.Inversion of Leaf Area Index based on Small-footprint Waveform Airborne LiDAR［J］.Transactions of the CSAE,2011,27(4):207-213.［周梦维,柳钦火,刘强,等.机载激光雷达的作物叶面积指数定量反演［J］.农业工程学报,2011,27(4):207-213.］

［43］〖KG*7/8〗Cui Yaokui,Zhao Kaiguang,Fan Wenjie,et al.Retrieving Crop Fractional Cover and LAI based on Airborne LiDAR Data［J］.Journal of Remote Sensing,2011,15(6):1276-1281.［崔要奎,赵开广,范闻捷,等.机载LiDAR数据的农作物覆盖度及LAI反演［J］.遥感学报,2011,15(6):1282-1288.］

［44］Fan W J,Yan B B,Xu X R.Crop Area and Leaf Area Index Simultaneous Retrieval based on Spatial Scaling Transformation［J］.Science in China(Series D):Earth Sciences,2010,53(11):1709-1716.

［45］Zhu Xiaohua,Feng Xiaoming,Zhao Yingshi,et al.Scale Effect and Error Analysis of Crop LAI Inversion［J］.Journal of Remote Sensing,2010,14(3):579-585.［朱小华,冯晓明,赵英时,等.作物LAI的遥感尺度效应与误差分析［J］.遥感学报,2010,14(3):586-592.］

［46］Liu Yan,Wang Jindi,Zhou Hongmin,et al.LAI Measuring Data Processing,Analysis and Spatial Scaling in the Middle Reaches of Heihe Experimental Research Region［J］.Remote Sensing Technology and Application,2010,25(6):805-813.［刘艳,王锦地,周红敏,等.黑河中游试验区不同分辨率LAI数据处理、分析和尺度转换［J］.遥感技术与应用,2010,25(6):805-813.］

［47］Xiao Z,Wang J,Liang S,et al.Variational Retrieval of Leaf Area Index from MODIS Time Series Data:Examples from the Heihe River Basin,North west China［J］.International Journal of Remote Sensing,2012,33(3):730-745.

［48］Liu L Y,Cheng Z H.Detection of Vegetation Light-use Efficiency based on Solar-induced Chlorophyll Fluorescence Separated from Canopy Radiance Spectrum［J］.IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing,2010,3(3):306-312.

［49］Tao Xin,Fan Wenjie,Wang Dacheng,et al.Remote Sensing Retrieval of FAPAR:Model and Analysis［J］.Advances in Earth Science,2009,24(7):741-747.［陶欣,范闻捷,王大成,等.植被FAPAR的遥感模型与反演研究［J］.地球科学进展,2009,24(7):741-747.］

［50］Wu C Y,Niu Z,Gao S A.Gross Primary Production Estimation from MODIS Data with Vegetation Index and Photosynthetically Active Radiation in Maize［J］.Journal of Geophysical Research,2010,115(D12127),10.1029/2009JD013023.

［51］Tian X,Su B,Chen E X,et al.Estimation of Forest Above-ground Biomass Using Multi-parameter Remote Sensing Data over a Cold and Arid Area［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:102-110.

［52］He Q S,Cao C X,Chen E X,et al.Forest Stand Biomass Estimation Using ALOS PALSAR Data based on LiDAR-derived Prior Knowledge in the Qilian Mountain,Western China［J］.International Journal of Remote Sensing,2012,33(3):710-729.

［53］Liu Qingwang,Li Zengyuan,Chen Erxue,et al Estimating Biomass of Individual Trees Using Point Cloud Data of Airborne LiDAR［J］.High Technology Letters,2010,20(7):765-770.［刘清旺,李增元,陈尔学,等.机载LIDAR点云数据估测单株木生物量［J］.高技术通讯,2010,20(7):765-770.］

［54］Wang X F,Ma M G,Huang G H,et al.Vegetation Primary Production Estimation at Maize and Alpine Meadow over the Heihe River Basin,China［J］.International Journal of Applied Earth Observation and Geoinformation,2012,17:94-101.

［55］Wang X F,Ma M G,Li X,et al.Validation of MODIS-GPP Product at 10 Flux Sites in Northern China［J］. International Journal of Remote Sensing,2013,34(2):587-599.

［56］Peng J J,Liu Q,Li J H,et al.Quantitative Analysis of Crops Chlorophyll in the Heihe River Basin by Hyperspectral Remote Sensing Image［J］.Recent Advances in Computer Science and Information Engineering:Lecture Notes in Electrical Engineering,2012,129:681-689.

［57］Li Xin,Liu Shaomin,Ma Mingguo,et al.HiWATER:An Integrated Remote Sensing Experiment on Hydrological and Ecological Processes in the Heihe River Basin［J］.Advances in Earth Science,2012,27(5):481-498.［李新,刘绍民,马明国,等.黑河流域生态—水文过程综合遥感观测联合试验总体设计［J］.地球科学进展,2012,27(5):481-498.］

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