A Robust Inversion Algorithm for Surface Leaf and Soil Temperatures Using the Vegetation Clumping Index
The inversion of land surface component temperatures is an essential source of information for mapping heat fluxes and the angular normalization of thermal infrared (TIR) observations. Leaf and soil temperatures can be retrieved using multiple-view-angle TIR observations. In a satellite-scale pixel,...
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| Veröffentlicht in: | Remote sensing (Basel, Switzerland) Jg. 9; H. 8; S. 780 |
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| Abstract | The inversion of land surface component temperatures is an essential source of information for mapping heat fluxes and the angular normalization of thermal infrared (TIR) observations. Leaf and soil temperatures can be retrieved using multiple-view-angle TIR observations. In a satellite-scale pixel, the clumping effect of vegetation is usually present, but it is not completely considered during the inversion process. Therefore, we introduced a simple inversion procedure that uses gap frequency with a clumping index (GCI) for leaf and soil temperatures over both crop and forest canopies. Simulated datasets corresponding to turbid vegetation, regularly planted crops and randomly distributed forest were generated using a radiosity model and were used to test the proposed inversion algorithm. The results indicated that the GCI algorithm performed well for both crop and forest canopies, with root mean squared errors of less than 1.0 °C against simulated values. The proposed inversion algorithm was also validated using measured datasets over orchard, maize and wheat canopies. Similar results were achieved, demonstrating that using the clumping index can improve inversion results. In all evaluations, we recommend using the GCI algorithm as a foundation for future satellite-based applications due to its straightforward form and robust performance for both crop and forest canopies using the vegetation clumping index. |
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| AbstractList | The inversion of land surface component temperatures is an essential source of information for mapping heat fluxes and the angular normalization of thermal infrared (TIR) observations. Leaf and soil temperatures can be retrieved using multiple-view-angle TIR observations. In a satellite-scale pixel, the clumping effect of vegetation is usually present, but it is not completely considered during the inversion process. Therefore, we introduced a simple inversion procedure that uses gap frequency with a clumping index (GCI) for leaf and soil temperatures over both crop and forest canopies. Simulated datasets corresponding to turbid vegetation, regularly planted crops and randomly distributed forest were generated using a radiosity model and were used to test the proposed inversion algorithm. The results indicated that the GCI algorithm performed well for both crop and forest canopies, with root mean squared errors of less than 1.0 °C against simulated values. The proposed inversion algorithm was also validated using measured datasets over orchard, maize and wheat canopies. Similar results were achieved, demonstrating that using the clumping index can improve inversion results. In all evaluations, we recommend using the GCI algorithm as a foundation for future satellite-based applications due to its straightforward form and robust performance for both crop and forest canopies using the vegetation clumping index. |
| Author | Xiao, Qing Li, Hua Liu, Qinhuo Song, Lisheng Fan, Wenjie Du, Yongming Bian, Zunjian Cao, Biao |
| Author_xml | – sequence: 1 givenname: Zunjian orcidid: 0000-0002-2433-9901 surname: Bian fullname: Bian, Zunjian – sequence: 2 givenname: Biao surname: Cao fullname: Cao, Biao – sequence: 3 givenname: Hua surname: Li fullname: Li, Hua – sequence: 4 givenname: Yongming surname: Du fullname: Du, Yongming – sequence: 5 givenname: Lisheng surname: Song fullname: Song, Lisheng – sequence: 6 givenname: Wenjie surname: Fan fullname: Fan, Wenjie – sequence: 7 givenname: Qing surname: Xiao fullname: Xiao, Qing – sequence: 8 givenname: Qinhuo orcidid: 0000-0002-3713-9511 surname: Liu fullname: Liu, Qinhuo |
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| CitedBy_id | crossref_primary_10_1080_01431161_2023_2234096 crossref_primary_10_1109_TGRS_2019_2899600 crossref_primary_10_1016_j_rse_2020_111979 crossref_primary_10_3390_rs12172667 crossref_primary_10_1016_j_agrformet_2023_109820 crossref_primary_10_1016_j_jhydrol_2023_129265 crossref_primary_10_3390_rs14153837 crossref_primary_10_1016_j_rse_2019_111304 crossref_primary_10_1016_j_rse_2019_111402 crossref_primary_10_3390_rs9101039 |
| Cites_doi | 10.1016/j.rse.2013.11.014 10.2134/agronj2000.925847x 10.1016/j.rse.2011.07.024 10.1109/IGARSS.1998.702966 10.1029/2000JD900671 10.1007/s11430-012-4380-9 10.2134/agronj2009.0393 10.1109/TGRS.2016.2547961 10.1109/36.508406 10.1016/j.agrformet.2016.01.005 10.1109/TGRS.2004.831886 10.1360/02yd9066 10.1016/j.rse.2011.12.008 10.1080/01431161003698252 10.1117/12.366388 10.1175/BAMS-D-12-00154.1 10.1109/LGRS.2014.2333874 10.1109/TGRS.2004.834196 10.1016/0168-1923(95)02265-Y 10.1080/0143116031000116426 10.1364/OE.23.00A346 10.1016/j.rse.2013.01.013 10.1016/0034-4257(83)90026-3 10.1109/36.700995 10.1016/j.rse.2012.12.008 10.1007/BF02879653 10.1016/S0378-3774(00)00080-9 10.1080/014311697217495 10.3724/SP.J.1010.2012.00462 10.1109/TGRS.2007.903401 10.1029/97WR00704 10.1016/0002-1571(71)90092-6 10.1109/TGRS.2007.895844 10.1109/LGRS.2014.2339360 10.1175/JHM465.1 10.5194/hess-13-1249-2009 10.1360/03yd0130 10.3390/rs9010052 10.1016/j.rse.2003.04.007 10.1109/36.602541 10.1016/0034-4257(80)90020-6 10.1080/0143116031000101576 10.1016/0168-1923(92)90040-B |
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| References | Hulley (ref_7) 2012; 117 Norman (ref_12) 1995; 77 Nilson (ref_24) 1971; 8 Chen (ref_32) 1992; 60 Menenti (ref_17) 2001; 106 Li (ref_19) 2001; 44 Shi (ref_23) 2011; 32 Cao (ref_43) 2015; 12 ref_36 Francois (ref_21) 1997; 18 Xu (ref_28) 2002; 45 Wan (ref_3) 1996; 34 Yan (ref_37) 2012; 55 Gillespie (ref_5) 1998; 36 Seelan (ref_2) 2003; 88 Li (ref_6) 2013; 131 Huang (ref_26) 2013; 132 Anderson (ref_25) 2005; 6 Verhoef (ref_34) 2007; 45 Liu (ref_39) 2010; 25 Colaizzi (ref_22) 2010; 102 Timmermans (ref_16) 2009; 13 Kimes (ref_20) 1983; 13 Kustas (ref_14) 2000; 92 Sun (ref_29) 2012; 31 Fan (ref_31) 2005; 48 Jia (ref_18) 2003; 24 Donlon (ref_45) 2012; 120 Chen (ref_27) 2004; 25 Wan (ref_4) 1997; 35 Bastiaanssen (ref_1) 2000; 46 Yu (ref_11) 2004; 42 Ren (ref_33) 2015; 23 Du (ref_10) 2007; 45 Li (ref_38) 2013; 94 Song (ref_42) 2015; 12 Pinheiro (ref_44) 2004; 42 ref_41 ref_40 He (ref_35) 2012; 119 Song (ref_15) 2016; 230 Bian (ref_30) 2016; 54 Kustas (ref_13) 1997; 33 Kimes (ref_9) 1980; 10 Li (ref_8) 2014; 142 |
| References_xml | – volume: 142 start-page: 111 year: 2014 ident: ref_8 article-title: Evaluation of the viirs and modis lst products in an arid area of northwest China publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2013.11.014 – volume: 92 start-page: 847 year: 2000 ident: ref_14 article-title: A two-source energy balance approach using directional radiometric temperature observations for sparse canopy covered surfaces publication-title: Agron. J. doi: 10.2134/agronj2000.925847x – volume: 120 start-page: 37 year: 2012 ident: ref_45 article-title: The global monitoring for environment and security (gmes) sentinel-3 mission publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2011.07.024 – volume: 117 start-page: D23 year: 2012 ident: ref_7 article-title: Quantifying uncertainties in land surface temperature and emissivity retrievals from aster and modis thermal infrared data publication-title: J. Geophys. Res. – volume: 25 start-page: 797 year: 2010 ident: ref_39 article-title: Image processing method of airborne widas sensor in water campaign publication-title: Remote Sens. Technol. Appl. – ident: ref_41 doi: 10.1109/IGARSS.1998.702966 – volume: 106 start-page: 11997 year: 2001 ident: ref_17 article-title: Estimation of soil and vegetation temperatures with multiangular thermal infrared observations: Imgrass, heife, and sgp 1997 experiments publication-title: J. Geophys. Res. doi: 10.1029/2000JD900671 – volume: 55 start-page: 824 year: 2012 ident: ref_37 article-title: A unified canopy bidirectional reflectance (BRDF) model for row ceops publication-title: Sci. China Earth Sci. doi: 10.1007/s11430-012-4380-9 – volume: 102 start-page: 942 year: 2010 ident: ref_22 article-title: Radiometer footprint model to estimate sunlit and shaded components for row crops publication-title: Agron. J. doi: 10.2134/agronj2009.0393 – volume: 54 start-page: 4660 year: 2016 ident: ref_30 article-title: Retrieval of leaf, sunlit soil, and shaded soil component temperatures using airborne thermal infrared multiangle observations publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2016.2547961 – volume: 34 start-page: 892 year: 1996 ident: ref_3 article-title: A generalized split-window algorithm for retrieving land-surface temperature from space publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/36.508406 – volume: 230 start-page: 8 year: 2016 ident: ref_15 article-title: Application of remote sensing-based two-source energy balance model for mapping field surface fluxes with composite and component surface temperatures publication-title: Agric. For. Meteorol. doi: 10.1016/j.agrformet.2016.01.005 – volume: 42 start-page: 1941 year: 2004 ident: ref_44 article-title: Directional effects in a daily avhrr land surface temperature dataset over africa publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2004.831886 – volume: 45 start-page: 654 year: 2002 ident: ref_28 article-title: Matrix expression of thermal radiative characteristics for an open complex publication-title: Sci. China Ser. D doi: 10.1360/02yd9066 – volume: 119 start-page: 118 year: 2012 ident: ref_35 article-title: Global clumping index map derived from the modis brdf product publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2011.12.008 – volume: 32 start-page: 2297 year: 2011 ident: ref_23 article-title: Thermal infrared inverse model for component temperatures of mixed pixels publication-title: Int. J. Remote Sens. doi: 10.1080/01431161003698252 – ident: ref_40 doi: 10.1117/12.366388 – volume: 94 start-page: 1145 year: 2013 ident: ref_38 article-title: Heihe watershed allied telemetry experimental research (hiwater): Scientific objectives and experimental design publication-title: Bull. Am. Meteorol. Soc. doi: 10.1175/BAMS-D-12-00154.1 – volume: 12 start-page: 234 year: 2015 ident: ref_43 article-title: Modeling directional brightness temperature over mixed scenes of continuous crop and road: A case study of the heihe river basin publication-title: IEEE Geosci. Remote Sens. Lett. doi: 10.1109/LGRS.2014.2333874 – volume: 42 start-page: 2290 year: 2004 ident: ref_11 article-title: Modeling directional brightness temperature over a maize canopy in row structure publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2004.834196 – volume: 77 start-page: 263 year: 1995 ident: ref_12 article-title: Source approach for estimating soil and vegetation energy fluxes in observations of directional radiometric surface temperature publication-title: Agric. For. Meteorol. doi: 10.1016/0168-1923(95)02265-Y – volume: 25 start-page: 231 year: 2004 ident: ref_27 article-title: Definition of component effective emissivity for heterogeneous and non-isothermal surfaces and its approximate calculation publication-title: Int. J. Remote Sens. doi: 10.1080/0143116031000116426 – volume: 23 start-page: A346 year: 2015 ident: ref_33 article-title: Performance evaluation of four directional emissivity analytical models with thermal sail model and airborne images publication-title: Opt. Express doi: 10.1364/OE.23.00A346 – volume: 132 start-page: 221 year: 2013 ident: ref_26 article-title: Rapid: A radiosity applicable to porous individual objects for directional reflectance over complex vegetated scenes publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2013.01.013 – volume: 13 start-page: 33 year: 1983 ident: ref_20 article-title: Remote sensing of row crop structure and component temperatures using directional radiometric temperatures and inversion techniques publication-title: Remote Sens. Environ. doi: 10.1016/0034-4257(83)90026-3 – volume: 36 start-page: 1113 year: 1998 ident: ref_5 article-title: A temperature and emissivity separation algorithm for advanced spaceborne thermal emission and reflection radiometer (aster) images publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/36.700995 – volume: 131 start-page: 14 year: 2013 ident: ref_6 article-title: Satellite-derived land surface temperature: Current status and perspectives publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2012.12.008 – volume: 44 start-page: 97 year: 2001 ident: ref_19 article-title: On the separate retrieval of soil and vegetation temperatures from atsr data publication-title: Sci. China Ser. D doi: 10.1007/BF02879653 – volume: 46 start-page: 137 year: 2000 ident: ref_1 article-title: Remote sensing for irrigated agriculture: Examples from research and possible applications publication-title: Agric. Water Manag. doi: 10.1016/S0378-3774(00)00080-9 – volume: 18 start-page: 2587 year: 1997 ident: ref_21 article-title: Analytical parameterization of canopy directional emissivity and directional radiance in the thermal infrared. Application on the retrieval of soil and foliage temperatures using two directional measurements publication-title: Int. J. Remote Sens. doi: 10.1080/014311697217495 – volume: 31 start-page: 462 year: 2012 ident: ref_29 article-title: Genetic algorithm based surface component temperatures retrieval by integrating modis tir data from terra and aqua satellites publication-title: J. Infrared Millim. Waves doi: 10.3724/SP.J.1010.2012.00462 – volume: 45 start-page: 3721 year: 2007 ident: ref_10 article-title: Modeling directional brightness temperature of the winter wheat canopy at the ear stage publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2007.903401 – volume: 33 start-page: 1495 year: 1997 ident: ref_13 article-title: A two-source approach for estimating turbulent fluxes using multiple angle thermal infrared observations publication-title: Water Resour. Res. doi: 10.1029/97WR00704 – volume: 8 start-page: 25 year: 1971 ident: ref_24 article-title: A theoretical analysis of the frequency of gaps in plant stands publication-title: Agric. Meteorol. doi: 10.1016/0002-1571(71)90092-6 – volume: 45 start-page: 1808 year: 2007 ident: ref_34 article-title: Unified optical-thermal four-stream radiative transfer theory for homogeneous vegetation canopies publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/TGRS.2007.895844 – volume: 12 start-page: 334 year: 2015 ident: ref_42 article-title: Estimating and validating soil evaporation and crop transpiration during the hiwater-musoexe publication-title: IEEE Geosci. Remote Sens. Lett. doi: 10.1109/LGRS.2014.2339360 – volume: 6 start-page: 892 year: 2005 ident: ref_25 article-title: Effects of vegetation clumping on two-source model estimates of surface energy fluxes from an agricultural landscape during smacex publication-title: J. Hydrometeorol. doi: 10.1175/JHM465.1 – volume: 13 start-page: 1249 year: 2009 ident: ref_16 article-title: Retrieval of canopy component temperatures through bayesian inversion of directional thermal measurements publication-title: Hydrol. Earth Syst. Sci. doi: 10.5194/hess-13-1249-2009 – volume: 48 start-page: 2011 year: 2005 ident: ref_31 article-title: Integrative inversion of land surface component temperature publication-title: Sci. China Ser. D doi: 10.1360/03yd0130 – ident: ref_36 doi: 10.3390/rs9010052 – volume: 88 start-page: 157 year: 2003 ident: ref_2 article-title: Remote sensing applications for precision agriculture: A learning community approach publication-title: Remote Sens. Environ. doi: 10.1016/j.rse.2003.04.007 – volume: 35 start-page: 980 year: 1997 ident: ref_4 article-title: A physics-based algorithm for retrieving land-surface emissivity and temperature from eos/modis data publication-title: IEEE Trans. Geosci. Remote Sens. doi: 10.1109/36.602541 – volume: 10 start-page: 165 year: 1980 ident: ref_9 article-title: Effects of vegetation canopy structure on remotely sensed canopy temperatures publication-title: Remote Sens. Environ. doi: 10.1016/0034-4257(80)90020-6 – volume: 24 start-page: 4739 year: 2003 ident: ref_18 article-title: A practical algorithm to infer soil and foliage component temperatures from bi-angular atsr-2 data publication-title: Int. J. Remote Sens. doi: 10.1080/0143116031000101576 – volume: 60 start-page: 249 year: 1992 ident: ref_32 article-title: Foliage area and architecture of plant canopies from sunfleck size distributions publication-title: Agric. For. Meteorol. doi: 10.1016/0168-1923(92)90040-B |
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| Title | A Robust Inversion Algorithm for Surface Leaf and Soil Temperatures Using the Vegetation Clumping Index |
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