Recent developments in estimating land surface biogeophysical variables from optical remote sensing

Earth system models and many other applications require biogeophysical variables, and remote sensing is the only means by which to estimate them at the appropriate spatial and temporal scales. Developing advanced inversion methods to solve ill-posed multidimensional nonlinear inversion problems is critical and very challenging. This article reviews state-of-the-art algorithms for estimating land surface biogeophysical variables in optical remote sensing (from the visible to the thermal infrared spectrum) to stimulate the development of new algorithms and to utilize existing ones.

[1]  Shunlin Liang,et al.  Validating a new algorithm for estimating aerosol optical depths over land from MODIS imagery , 2007 .

[2]  Jeffrey L. Privette,et al.  Analysis of the NPOESS VIIRS land surface temperature algorithm using MODIS data , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[3]  M. Petrou,et al.  A two-layer model of the bidirectional reflectance of homogeneous vegetation canopies , 2002 .

[4]  Masayuki Tamura,et al.  A new index for mapping lichen-dominated biological soil crusts in desert areas , 2005 .

[5]  R. Giering,et al.  Two decades of terrestrial carbon fluxes from a carbon cycle data assimilation system (CCDAS) , 2005 .

[6]  B. Law,et al.  An improved analysis of forest carbon dynamics using data assimilation , 2005 .

[7]  Shunlin Liang,et al.  Mapping daily snow/ice shortwave broadband albedo from Moderate Resolution Imaging Spectroradiometer (MODIS): The improved direct retrieval algorithm and validation with Greenland in situ measurement , 2005 .

[8]  Eleonora P. Zege,et al.  Reflective properties of natural snow: approximate asymptotic theory versus in situ measurements , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[9]  Arnon Karnieli,et al.  A hemispherical-directional reflectance model as a tool for understanding image distinctions between cultivated and uncultivated bare surfaces , 2004 .

[10]  Andres Kuusk,et al.  Forest Reflectance Modeling: Theoretical Aspects and Applications , 2003, Ambio.

[11]  Timothy R. Oke,et al.  A Model to Calculate what a Remote Sensor `Sees' of an Urban Surface , 2004 .

[12]  Jan Pisek,et al.  Algorithm for global leaf area index retrieval using satellite imagery , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[13]  Debra P. C. Peters,et al.  Mapping woody plant cover in desert grasslands using canopy reflectance modeling and MISR data , 2006 .

[14]  Albert Olioso,et al.  Derivation of diurnal courses of albedo and reflected solar irradiance from airborne POLDER data acquired near solar noon , 2005 .

[15]  P. Stenberg,et al.  A method to account for shoot scale clumping in coniferous canopy reflectance models , 2003 .

[16]  Lu Su,et al.  Radiation Transfer Model Intercomparison (RAMI) exercise: Results from the second phase , 2004 .

[17]  Kazuhiro Tanaka,et al.  Vicarious calibration of ADEOS-2 GLI visible to shortwave infrared bands using global datasets , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[18]  D. Diner,et al.  Canopy Structure Parameters Derived from Multi-Angular Remote Sensing Data for Terrestrial Carbon Studies , 2004 .

[19]  R. Dickinson,et al.  The land surface climatology of the community land model coupled to the NCAR community climate model , 2002 .

[20]  Michael D. King,et al.  Clouds and the Earth's Radiant Energy System (CERES): algorithm overview , 1998, IEEE Trans. Geosci. Remote. Sens..

[21]  Nadine Gobron,et al.  Using angular and spectral shape similarity constraints to improve MISR aerosol and surface retrievals over land , 2005 .

[22]  Margaret Kalacska,et al.  Estimating leaf area index from satellite imagery using Bayesian networks , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[23]  R. Casa,et al.  LAI retrieval from multiangular image classification and inversion of a ray tracing model , 2005 .

[24]  Frédéric Baret,et al.  Special Issue on Global Land Product Validation , 2006, IEEE Trans. Geosci. Remote. Sens..

[25]  Benjamin Koetz,et al.  Forest Canopy Gap Fraction From Terrestrial Laser Scanning , 2007, IEEE Geoscience and Remote Sensing Letters.

[26]  S. Durbha,et al.  Support vector machines regression for retrieval of leaf area index from multiangle imaging spectroradiometer , 2007 .

[27]  Bernard Pinty,et al.  Consistent surface albedo retrieval from two adjacent geostationary satellites , 2004 .

[28]  Juan C. Jiménez-Muñoz,et al.  Atmospheric water vapour content retrieval from visible and thermal data in the framework of the DAISEX campaigns , 2005 .

[29]  Michael A. Wulder,et al.  Structural change detection in a disturbed conifer forest using a geometric optical reflectance model in multiple-forward mode , 2003, IEEE Trans. Geosci. Remote. Sens..

[30]  Yuri A. Gritz,et al.  Relationships between leaf chlorophyll content and spectral reflectance and algorithms for non-destructive chlorophyll assessment in higher plant leaves. , 2003, Journal of plant physiology.

[31]  Yves M. Govaerts,et al.  Retrieval error estimation of surface albedo derived from geostationary large band satellite observations: Application to Meteosat‐2 and Meteosat‐7 data , 2007 .

[32]  Peter R. J. North,et al.  Aerosol optical depth and land surface reflectance from multiangle AATSR measurements: global validation and intersensor comparisons , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[33]  Hongliang Fang,et al.  Estimation of incident Photosynthetically Active Radiation from MODIS Data , 2006 .

[34]  Nadège Martiny,et al.  Vicarious calibration of MERIS over dark waters in the near infrared , 2005 .

[35]  Michael D. King,et al.  Aerosol properties over bright-reflecting source regions , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[36]  Juan C. Jiménez-Muñoz,et al.  Feasibility of Retrieving Land-Surface Temperature From ASTER TIR Bands Using Two-Channel Algorithms: A Case Study of Agricultural Areas , 2007, IEEE Geoscience and Remote Sensing Letters.

[37]  Konstantin V. Khlopenkov,et al.  Comparison of International Panel on Climate Change Fourth Assessment Report climate model simulations of surface albedo with satellite products over northern latitudes , 2006 .

[38]  Kurtis J. Thome,et al.  Cross comparison of EO-1 sensors and other Earth resources sensors to Landsat-7 ETM+ using Railroad Valley Playa , 2003, IEEE Trans. Geosci. Remote. Sens..

[39]  J. Townshend,et al.  Towards an operational MODIS continuous field of percent tree cover algorithm: examples using AVHRR and MODIS data , 2002 .

[40]  Jan Flusser,et al.  Image registration methods: a survey , 2003, Image Vis. Comput..

[41]  Robert G. Bryant,et al.  Detecting near-surface moisture stress in Sphagnum spp. , 2005 .

[42]  Zhao-Liang Li,et al.  A new approach for retrieving precipitable water from ATSR2 split-window channel data over land area , 2003 .

[43]  Hideki Kobayashi,et al.  Reflectance seasonality and its relation to the canopy leaf area index in an eastern Siberian larch forest : Multi-satellite data and radiative transfer analyses , 2007 .

[44]  F. Javier García-Haro,et al.  A directional spectral mixture analysis method: application to multiangular airborne measurements , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[45]  Dennis L. Helder,et al.  Landsat-5 TM and Landsat-7 ETM+ absolute radiometric calibration using the reflectance-based method , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[46]  Hongliang Fang,et al.  An improved atmospheric correction algorithm for hyperspectral remotely sensed imagery , 2004, IEEE Geoscience and Remote Sensing Letters.

[47]  N. Gobron,et al.  Synergy between 1‐D and 3‐D radiation transfer models to retrieve vegetation canopy properties from remote sensing data , 2004 .

[48]  Bernhard Geiger,et al.  Spectral Normalization and Fusion of Optical Sensors for the Retrieval of BRDF and Albedo: Application to VEGETATION, MODIS, and MERIS Data Sets , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[49]  S. Liang,et al.  Retrieving leaf area index using a genetic algorithm with a canopy radiative transfer model , 2003 .

[50]  Hongliang Fang,et al.  Retrieving leaf area index with a neural network method: simulation and validation , 2003, IEEE Trans. Geosci. Remote. Sens..

[51]  Zhao-Liang Li,et al.  Definition of component effective emissivity for heterogeneous and non-isothermal surfaces and its approximate calculation , 2004 .

[52]  Gyanesh Chander,et al.  Cross calibration of the Landsat-7 ETM+ and EO-1 ALI sensor , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[53]  José A. Sobrino,et al.  Land surface temperature retrieval from LANDSAT TM 5 , 2004 .

[54]  A. Ito,et al.  Estimation of net primary productivity by integrating remote sensing data with an ecosystem model , 2005 .

[55]  Amadou I. Bokoye,et al.  A spectral index for land degradation mapping using ASTER data: Application to a semi-arid Mediterranean catchment , 2005 .

[56]  Yves M. Govaerts,et al.  Operational calibration of the Meteosat radiometer VIS band , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[57]  The globcarbon initiative: Global biophysical products for global terrestrial carbon studies , 2008 .

[58]  C. Brooks Climatic Change , 1913, Nature.

[59]  K. Itten,et al.  Spectrodirectional remote sensing for the improved estimation of biophysical and -chemical variables: two case studies , 2005 .

[60]  W. Cohen,et al.  Evaluation of fraction of absorbed photosynthetically active radiation products for different canopy radiation transfer regimes: methodology and results using Joint Research Center products derived from SeaWiFS against ground-based estimations. , 2006 .

[61]  José A. Sobrino,et al.  Surface temperature retrieval from Along Track Scanning Radiometer 2 data: Algorithms and validation , 2004 .

[62]  Zhilin Zhu,et al.  Study of emissivity scaling and relativity of homogeneity of surface temperature , 2004 .

[63]  Ranga B. Myneni,et al.  Analysis and optimization of the MODIS leaf area index algorithm retrievals over broadleaf forests , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[64]  Jeffrey P. Walker,et al.  THE GLOBAL LAND DATA ASSIMILATION SYSTEM , 2004 .

[65]  Lucas Alados-Arboledas,et al.  Relationship between net radiation and solar radiation for semi-arid shrub-land , 2003 .

[66]  Yong Xue,et al.  Aerosol optical thickness determination by exploiting the synergy of TERRA and AQUA MODIS , 2005 .

[67]  Jean-Philippe Gastellu-Etchegorry,et al.  Thermal infrared radiative transfer within three-dimensional vegetation covers , 2003 .

[68]  Alan H. Strahler,et al.  Simulation of scaling effects of thermal emission from non-isothermal pixels with the typical three-dimensional structure , 2003 .

[69]  Craig A. Coburn,et al.  SCS+C: a modified Sun-canopy-sensor topographic correction in forested terrain , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[70]  Peter R. J. North,et al.  Estimation of fAPAR, LAI, and vegetation fractional cover from ATSR-2 imagery , 2002 .

[71]  R. Colombo,et al.  Inversion of a radiative transfer model with hyperspectral observations for LAI mapping in poplar plantations , 2004 .

[72]  Nadine Gobron,et al.  Using 1-D models to interpret the reflectance anisotropy of 3-D canopy targets: issues and caveats , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[73]  M. Schlerf,et al.  Remote sensing of forest biophysical variables using HyMap imaging spectrometer data , 2005 .

[74]  Andrew Baird,et al.  Detecting water stress in Sphagnum sp. , 2005 .

[75]  Hirohiko Ishikawa,et al.  Estimation of Land Surface Temperature over the Tibetan Plateau Using GMS Data , 2004 .

[76]  R. Latifovic,et al.  Large area forest classification and biophysical parameter estimation using the 5-Scale canopy reflectance model in Multiple-Forward-Mode , 2004 .

[77]  Julia A. Barsi,et al.  Landsat TM and ETM+ thermal band calibration , 2003, SPIE Optics + Photonics.

[78]  Kurtis J. Thome,et al.  Vicarious radiometric calibration of EO-1 sensors by reference to high-reflectance ground targets , 2003, IEEE Trans. Geosci. Remote. Sens..

[79]  Curtis E. Woodcock,et al.  The effect of viewing geometry and topography on viewable gap fractions through forest canopies , 2004 .

[80]  R. Dickinson,et al.  The Common Land Model , 2003 .

[81]  M. Jin ANALYSIS OF LAND SKIN TEMPERATURE USING AVHRR OBSERVATIONS , 2004 .

[82]  Xiaobing Zhou,et al.  Modelling and measuring the spectral bidirectional reflectance factor of snow‐covered sea ice: an intercomparison study , 2004 .

[83]  F. Baret,et al.  Neural network estimation of LAI, fAPAR, fCover and LAI×Cab, from top of canopy MERIS reflectance data : Principles and validation , 2006 .

[84]  Timothy R. Oke,et al.  Parameterization of Net All-Wave Radiation for Urban Areas , 2003 .

[85]  E. Dufrene,et al.  Retrieval of forest biophysical variables by inverting a 3-D radiative transfer model and using high and very high resolution imagery , 2004 .

[86]  Shunlin Liang,et al.  Validating MODIS land surface temperature products using long-term nighttime ground measurements , 2008 .

[87]  S. Liang,et al.  A hybrid inversion method for mapping leaf area index from MODIS data: experiments and application to broadleaf and needleleaf canopies , 2005 .

[88]  Damian Barrett,et al.  Estimating regional terrestrial carbon fluxes for the Australian continent using a multiple‐constraint approach , 2003 .

[89]  S. Liang,et al.  An Improved Land Surface Emissivity Parameter for Land Surface Models Using Global Remote Sensing Observations , 2006 .

[90]  V. V. Salomonsona,et al.  Estimating fractional snow cover from MODIS using the normalized difference snow index , 2004 .

[91]  Shunlin Liang,et al.  A direct algorithm for estimating land surface broadband albedos from MODIS imagery , 2003, IEEE Trans. Geosci. Remote. Sens..

[92]  Jun Qin,et al.  Data Assimilation Methods for Land Surface Variable Estimation , 2008 .

[93]  Jean-Pierre Lagouarde,et al.  Airborne experimental measurements of the angular variations in surface temperature over urban areas: case study of Marseille (France) , 2004 .

[94]  Joan M. Galve,et al.  Evaluation of split-window and dual-angle correction methods for land surface temperature retrieval from Envisat/Advanced Along Track Scanning Radiometer (AATSR) data , 2006 .

[95]  J. D. Tarpley,et al.  The multi‐institution North American Land Data Assimilation System (NLDAS): Utilizing multiple GCIP products and partners in a continental distributed hydrological modeling system , 2004 .

[96]  Delu Pan,et al.  In-orbit cross-calibration of HY-1A satellite sensor COCTS , 2004 .

[97]  Hongliang Fang,et al.  Estimation of incident photosynthetically active radiation from Moderate Resolution Imaging Spectrometer data , 2006 .

[98]  R. DeFries,et al.  Interannual variability and decadal trend of global fractional vegetation cover from 1982 to 2000 , 2003 .

[99]  Compton J. Tucker,et al.  Development of a daily long term record of NOAA-14 AVHRR land surface temperature over Africa , 2006 .

[100]  Thierry Toutin,et al.  Review article: Geometric processing of remote sensing images: models, algorithms and methods , 2004 .

[101]  K. Itten,et al.  Fusion of imaging spectrometer and LIDAR data over combined radiative transfer models for forest canopy characterization , 2007 .

[102]  Geoffrey C. Clayton,et al.  Application of modern radiative transfer tools to model laboratory quartz emissivity , 2005 .

[103]  N. C. Strugnell,et al.  First operational BRDF, albedo nadir reflectance products from MODIS , 2002 .

[104]  M. Romaguera,et al.  Land surface temperature retrieval from MSG1-SEVIRI data , 2004 .

[105]  S. Liang Quantitative Remote Sensing of Land Surfaces , 2003 .

[106]  Xavier Briottet,et al.  Direct and inverse radiative transfer solutions for visible and near-infrared hyperspectral imagery , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[107]  Robert G. Ellingson,et al.  Development of a Nonlinear Statistical Method for Estimating the Downward Longwave Radiation at the Surface from Satellite Observations , 2002 .

[108]  J. Hill,et al.  Use of coupled canopy structure dynamic and radiative transfer models to estimate biophysical canopy characteristics , 2005 .

[109]  Xingfa Gu,et al.  Modeling directional brightness temperature over a maize canopy in row structure , 2003, IGARSS 2003. 2003 IEEE International Geoscience and Remote Sensing Symposium. Proceedings (IEEE Cat. No.03CH37477).

[110]  J. Chen,et al.  Retrieving forest background reflectance in a boreal region from Multi-angle Imaging SpectroRadiometer (MISR) data , 2007 .

[111]  Martha C. Anderson,et al.  Estimating land surface energy budgets from space: Review and current efforts at the University of Wisconsin-Madison and USDA-ARS , 2004 .

[112]  Jean-Philippe Gastellu-Etchegorry,et al.  An interpolation procedure for generalizing a look-up table inversion method , 2003 .

[113]  Ranga B. Myneni,et al.  Modeling lidar waveforms with time‐dependent stochastic radiative transfer theory for remote estimations of forest structure , 2003 .

[114]  Miina Rautiainen,et al.  Application of photon recollision probability in coniferous canopy reflectance simulations , 2005 .

[115]  Jean-Luc Widlowski,et al.  Third Radiation Transfer Model Intercomparison (RAMI) exercise: Documenting progress in canopy reflectance models , 2007 .

[116]  John A. Richards,et al.  Analysis of remotely sensed data: the formative decades and the future , 2005, IEEE Transactions on Geoscience and Remote Sensing.

[117]  R. Richter,et al.  Sensor: a tool for the simulation of hyperspectral remote sensing systems , 2001 .

[118]  Robert E. Dickinson Applications of Terrestrial Remote Sensing to Climate Modeling , 2008 .

[119]  Hongliang Fang,et al.  Improved estimation of aerosol optical depth from MODIS imagery over land surfaces , 2006 .

[120]  Philip Lewis,et al.  3D modelling of forest canopy structure for remote sensing simulations in the optical and microwave domains , 2006 .

[121]  Rachel T. Pinker,et al.  Land Surface Temperature Estimation from the Next Generation of Geostationary Operational Environmental Satellites: GOES M¿Q , 2004 .

[122]  K. Itten,et al.  Estimation of LAI and fractional cover from small footprint airborne laser scanning data based on gap fraction , 2006 .

[123]  Wout Verhoef,et al.  A practical algorithm to infer soil and foliage component temperatures from bi-angular ATSR-2 data , 2003 .

[124]  J. Chen,et al.  Global mapping of foliage clumping index using multi-angular satellite data , 2005 .

[125]  D. Oglesby,et al.  Earthquake nucleation on dip‐slip faults , 2004 .

[126]  A. Lacis,et al.  Calculation of radiative fluxes from the surface to top of atmosphere based on ISCCP and other global data sets: Refinements of the radiative transfer model and the input data , 2004 .