Advertisement

Spectral Reflectance of Soil

  • Jerzy CierniewskiEmail author
Chapter
  • 48 Downloads
Part of the Springer Series in Light Scattering book series (SSLS)

Abstract

The reflectance spectra of soils in the visible and near infrared (VNIR) and shortwave infrared (SWIR) contain information on mineral groups, organic matter and soil texture.

Notes

Acknowledgements

This work was supported by the Polish National Science Centre as part of the framework of project no. 2014/13/B/ST10/02111. The author also thanks Jakub Ceglarek for his help in preparation of the figures for this paper.

References

  1. Al-Abbas AH, Swain PH, Baumgardner MF (1972) Relating organic matter and clay content to the multispectral radiance of soils. Soil Sci 114:477–485ADSCrossRefGoogle Scholar
  2. Allen RG, Pereira LS, Raes D, Smith M (1998) Crop evapotranspiration: guidelines for computing crop requirements. Irrig Drain Pap No. 56, FAO 300.  https://doi.org/10.1016/j.eja.2010.12.001CrossRefGoogle Scholar
  3. Andronikov VL (1979) Teoricheskiye osnovy deshifrirovaniya kak metoda izucheniya pochv. Kolos, Moscov (in Rusian)Google Scholar
  4. Arino O, Ramos Perez JJ, Kalogirou V et al (2012) Global land cover map for 2009 (GlobCover 2009). Eur Sp Agency Univ Cathol LouvainGoogle Scholar
  5. Bachmann CM, Eon R, Ambeau B et al (2017) Modeling and intercomparison of field and laboratory hyperspectral goniometer measurements with G-LiHT imagery of the Algodones Dunes. J Appl Remote Sens 12:1.  https://doi.org/10.1117/1.jrs.12.012005CrossRefGoogle Scholar
  6. Bauer ME, Vanderbilt VC, Robinson BP, Daugtry CST (1981) Spectral properties of agricultural crops and soils measured space, aerial. In: Field and laboratory sensors. Purdue UniversityGoogle Scholar
  7. Baumgardner MF, Silva LF, Biehl LL, Stoner ER (1986) Reflectance properties of soils. Adv Agron 38:1–44.  https://doi.org/10.1016/s0065-2113(08)60672-0CrossRefGoogle Scholar
  8. Ben-Dor E (2002) Quantitative remote sensing of soil properties. 2113:173–243.  https://doi.org/10.1016/s0065-2113(02)75005-0CrossRefGoogle Scholar
  9. Ben-Dor E, Irons JR, Epema G. (1999) Soil reflectance. In: Rencz E (ed) Remote sensing for earth science: manual of remote sensing. Wiley & Sons Inc, New York, p 111Google Scholar
  10. Ben-Dor E, Goldlshleger N, Benyamini Y et al (2003) The spectral reflectance properties of soil structural crusts in the 1.2 to 2.5 mm spectral region. Soil Sci Soc Am J 67:289–299CrossRefGoogle Scholar
  11. Ben-Dor E, Ong C, Lau IC (2015) Reflectance measurements of soils in the laboratory: standards and protocols. Geoderma 245–246:112–124.  https://doi.org/10.1016/j.geoderma.2015.01.002ADSCrossRefGoogle Scholar
  12. Ben-Gai T, Bitan A, Manes A et al (1998) Spatial and temporal changes in rainfall frequency distribution patterns in Israel. Theor Appl Climatol 61:177–190.  https://doi.org/10.1007/s007040050062ADSCrossRefGoogle Scholar
  13. Bertuzzi P, Caussignac JM, Stengel P et al (1990) An automated, noncontact laser profile meter for measuring soil roughness in situ. Soil Sci 149:169–178ADSCrossRefGoogle Scholar
  14. Białousz S (1978) Zastosowanie Fotointerpretacji do wykonywania map stosunków wodnych gleb. PTG, Pr Kom Nauk 35:1–143 (in Polish)Google Scholar
  15. Białousz S, Girard MG (1978) Wspołczynniki odbicia spectralngo gleb w pasmach pracy satelity landsat. Fotointerpr Geogr 3:111–117 (in Polish)Google Scholar
  16. Biliouris D, Verstraeten WW, Dutré P et al (2007) A Compact Laboratory Spectro-Goniometer (CLabSpeG) to Assess the BRDF of Materials. Presentation, Calibration and Implementation on Fagus sylvatica L. Leaves. Sensors 7:1846–1870.  https://doi.org/10.3390/s7091846CrossRefGoogle Scholar
  17. Boiffin J (1986) Stages and time-dependency of soil crusting in situ. In: Callebaut F, Gabriels D, De Boodt M (eds) Assessment of soil surface sealing and crusting. University of Ghent, Ghent, Belgium, pp 91–98Google Scholar
  18. Boiffin L, Monnier G (1986) Workshop on erosion assessments for EEC. Methods and models. In: International symposium on assessment of soil surface sealing and crust. Ghent, Belgium, p 4Google Scholar
  19. Bowers SA, Hanks RJ (1965) Reflection of radiant energy from soils. Soil Sci 100:130–138.  https://doi.org/10.1097/00010694-196508000-00009ADSCrossRefGoogle Scholar
  20. Bowers SA, Smith SJ (1972) Spectrophotometric determination of soil water content. Soil Sci Soc Am J 36:978–980CrossRefGoogle Scholar
  21. Brennan B, Bandeen WR (1970) Anisotropic reflectance characteristics of natural earth surfaces. Appl Opt 9:405.  https://doi.org/10.1364/ao.9.000405ADSCrossRefGoogle Scholar
  22. Cescatti A, Marcolla B, Santhana Vannan SK et al (2012) Intercomparison of MODIS albedo retrievals and in situ measurements across the global FLUXNET network. Remote Sens Environ 121:323–334.  https://doi.org/10.1016/j.rse.2012.02.019ADSCrossRefGoogle Scholar
  23. Cierniewski J (1985) Relation between soil moisture tension and spectral reflectance of different soils in the visible and near-infrared range. In: Proceedings 3rd international colloquium on spectral signatures of objects in remote sensing. (ESA SP-247), pp 429–432Google Scholar
  24. Cierniewski J (1987) A model for soil surface roughness influence on the spectral response of bare soils in the visible and near-infrared range. Remote Sens Environ 23:97–115.  https://doi.org/10.1016/0034-4257(87)90073-3ADSCrossRefGoogle Scholar
  25. Cierniewski J (1988) An influence of soil surface moisture and roughness on the spectral response of soil in the visible and near-infrared range, and a mathematical modelling of the relation. Rozpr Nauk Rocz Akad Rol w Pozn 178:1–79 (in Polish)Google Scholar
  26. Cierniewski J (1989) The influence of the viewing geometry of bare rough soil surfaces on their spectral response in the visible and near-infrared range. Remote Sens Environ 27:135–142.  https://doi.org/10.1016/0034-4257(89)90013-8ADSCrossRefGoogle Scholar
  27. Cierniewski J (1993) Soil moisture tension and soil spectra reflectance on the example of Koscian plain soils. Fotointerpr Geogr 105:107–122Google Scholar
  28. Cierniewski J (1999) Geometrical modeling of soil bi-directional reflectance in the optical domain. Bogucki Sci Publ, Pozn, p 148Google Scholar
  29. Cierniewski J (2001) The bidirectional reflectance model from cultivated soils taking into account soil aggregates and micro-relief. Bogucki Sci Publ, Pozn, p 150 (in Polish)Google Scholar
  30. Cierniewski J (2012) Satellite observation of bare soils for their average diurnal albedo approximation. In: Ist international conference on sensor networks. Rome, Italy, 24–26 FebruaryGoogle Scholar
  31. Cierniewski J, Ceglarek J (2018) Annual dynamics of shortwave radiation of bare arable lands on a global scale incorporating their roughness. Environ Earth Sci 77.  https://doi.org/10.1007/s12665-018-7956-7
  32. Cierniewski J, Gdala T (2010) Calculating the optimal time when albedo approximates its daily average: an example using soil surfaces with various roughnesses at different latitudes. Int J Remote Sens 31:2697–2708.  https://doi.org/10.1080/01431160903093200CrossRefGoogle Scholar
  33. Cierniewski J, Guliński M (2009) Furrow microrelief influence on the directional hiperspectral reflectance of soil at various illumination and observation conditions. IEEE Trans Geosci Remote Sens 48:4143–4148Google Scholar
  34. Cierniewski J, Kuśnierek K (2010) Influence of several soil properties on soil surface reflectance. Quaest Geogr 29:13–25.  https://doi.org/10.2478/v10117-010-0002-9CrossRefGoogle Scholar
  35. Cierniewski J, Verbrugghe M (1993) A geometrical model of soil bidirectional reflectance in the visible and near-infrared. Fotointerpr Geogr 23:37–51 (in Polish)Google Scholar
  36. Cierniewski J, Verbrugghe M (1994) A geometrical model of soil bidirectional reflectance in the visible and near-infrared range. In: Proceeding 6th international symposium on physical measurements and signatures in remote sensing. Val d’Isére, France, 17–21 January 1994, pp 635–642Google Scholar
  37. Cierniewski J, Verbrugghe M (1997a) Influence of soil surface roughness on soil bidirectional reflectance. Int J Remote Sens 18:1277–1288.  https://doi.org/10.1080/014311697218412CrossRefGoogle Scholar
  38. Cierniewski J, Verbrugghe M (1997b) Inferring soil surface roughness from soil bidirectional reflectance data. Int Agrophys 11:147–157Google Scholar
  39. Cierniewski J, Verbrugghe M, Marlewski A (2002) Effects of farming works on soil surface bidirectional reflectance measurements and modelling. Int J Remote Sens, 23:1075–1094ADSCrossRefGoogle Scholar
  40. Cierniewski J, Kijowski A, Mizgajski A (1988) The influence of soil moisture on spectral response of soil cover in the sensitive region of infrared film. In: Proceeding 3rd symposium of the ISSS Working Group on Remote Sensing for Soil Survey. Prace Komisji Naukowych PTG, Jablonna, Poland 1981, pp 45–59Google Scholar
  41. Cierniewski J, Baret F, Verbrugghe M et al (1996) Geometrical modelling of soil bidirectional reflectance incorporating specular effects. Int J Remote Sens 17:3691–3704.  https://doi.org/10.1080/01431169608949178CrossRefGoogle Scholar
  42. Cierniewski J, Gdala T, Karnieli A (2004) A hemispherical–directional reflectance model as a tool for understanding image distinctions between cultivated and uncultivated bare surfaces. Remote Sens Environ 90:505–523.  https://doi.org/10.1016/j.rse.2004.01.004ADSCrossRefGoogle Scholar
  43. Cierniewski J, Karnieli A, Herrmann I et al (2010) Soil surface illumination at micro-relief scale and soil BRDF data collected by a hyperspectral camera. Int J Remote Sens 31:2151–2157.  https://doi.org/10.1080/01431161003610281CrossRefGoogle Scholar
  44. Cierniewski J, Karnieli A, Kuśnierek K et al (2013) Approximating the average daily surface albedo with respect to soil roughness and latitude. Int J Remote Sens 34:3416–3424.  https://doi.org/10.1080/01431161.2012.716530CrossRefGoogle Scholar
  45. Cierniewski J, Karnieli A, Kaźmierowski C, Ceglarek J (2014) A tool for predicting diurnal soil albedo variation in Poland and Israel. In: EARSeL eProceedings, Special Issue: 34th EARSeL Symposium, pp 36–40Google Scholar
  46. Cierniewski J, Karnieli A, Kazmierowski C et al (2015) Effects of soil surface irregularities on the diurnal variation of soil broadband blue-sky albedo. IEEE J Sel Top Appl Earth Obs Remote Sens 8:493–502.  https://doi.org/10.1109/jstars.2014.2330691ADSCrossRefGoogle Scholar
  47. Cierniewski J, Ceglarek J, Karnieli A et al (2017a) Predicting the diurnal blue-sky albedo of soils using their laboratory reflectance spectra and roughness indices. J Quant Spectrosc Radiat Transf 200:25–31.  https://doi.org/10.1016/j.jqsrt.2017.05.033ADSCrossRefGoogle Scholar
  48. Cierniewski J, Królewicz S, Kaźmierowski C (2017b) Annual dynamics of shortwave radiation as consequence of smoothing of previously plowed and harrowed soils in Poland. J Appl Meteorol Climatol 56:735–743.  https://doi.org/10.1175/jamc-d-16-0126.1ADSCrossRefGoogle Scholar
  49. Cierniewski J, Ceglarek J, Karnieli A et al (2018a) Shortwave radiation affected by agricultural practices. Remote Sens 10.  https://doi.org/10.3390/rs10030419ADSCrossRefGoogle Scholar
  50. Cierniewski J, Ceglarek J, Kaźmierowski C (2018b) Predicting the Diurnal Blue-Sky albedo variation of soil with given roughness using their hyperspectral reflectance spectra obtained under laboratory conditions. Remote SensGoogle Scholar
  51. Cierniewski J, Ceglarek J, Kaźmierowski C, Roujean JL (2018c) Combined use of remote sensing and geostatistical data sets for estimating the dynamics of shortwave radiation of bare arable soils in Europe. Int J Remote Sens 40:1–16.  https://doi.org/10.1080/01431161.2018.1474530CrossRefGoogle Scholar
  52. Cipra JE, Baumgardner MF, Stoner ER, MacDonald RB (1971) Measuring radiance characteristics of soil with a field spectroradiometer 1. Soil Sci Soc Am J 35:1014.  https://doi.org/10.2136/sssaj1971.03615995003500060043xCrossRefGoogle Scholar
  53. Clark RN, Swayze GA, Livo KE et al (2003) Imaging spectroscopy: earth and planetary remote sensing with the USGS Tetracorder and expert systems. J Geophys Res 108:1–2.  https://doi.org/10.1029/2002je001847CrossRefGoogle Scholar
  54. Coburn CA, Peddle DR (2006) A low-cost field and laboratory goniometer system for estimating hyperspectral bidirectional reflectance. Can J Remote Sens 32:244–253.  https://doi.org/10.5589/m06-021CrossRefGoogle Scholar
  55. Collinet J, Valentin C (1985) Evaluation of factors influencing water erosion in west Africa using rainfall simulation. Challenges in Africa Hydrology and water resources. IAHS Publ 144:451–461Google Scholar
  56. Cooper KD, Smith JA (1985) A monte carlo reflectance model for soil surfaces with three-dimensional structure. IEEE Trans Geosci Remote Sens GE-23:668–673.  https://doi.org/10.1109/tgrs.1985.289385ADSCrossRefGoogle Scholar
  57. Coulson KL, Reynolds DW (1971) The spectral reflectance of natural surfaces. J Appl Meteorol 10:1285–1295CrossRefGoogle Scholar
  58. Croft H, Anderson K, Kuhn NJ (2012) Reflectance anisotropy for measuring soil surface roughness of multiple soil types. CATENA 93:87–96.  https://doi.org/10.1016/j.catena.2012.01.007CrossRefGoogle Scholar
  59. Croft H, Anderson K, Brazier RE, Kuhn NJ (2013) Modeling fine-scale soil surface structure using geostatistics. Water Resour Res 49:1858–1870.  https://doi.org/10.1002/wrcr.20172ADSCrossRefGoogle Scholar
  60. Cruse RM, Linden DR, Radke JK et al (1980) A model to predict tillage effects on soil temperature. Soil Sci Soc Am J 44:378–383.  https://doi.org/10.2136/sssaj1980.03615995004400020034xCrossRefGoogle Scholar
  61. Curran PJ, Foody GM, Kondratyev K Ya, Kozodyrov VV, Fedchenko PP (1990) Remote sensing of soils and vegetation in the USSR. Taylor & Francis, London, New York PhiladelphiaGoogle Scholar
  62. Dalal RC, Henry RJ (1986) Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry 1. Soil Sci Soc Am J 50:120.  https://doi.org/10.2136/sssaj1986.03615995005000010023xCrossRefGoogle Scholar
  63. Davin EL, de Noblet-Ducoudré N, Friedlingstein P (2007) Impact of land cover change on surface climate: Relevance of the radiative forcing concept. Geophys Res Lett 34.  https://doi.org/10.1029/2007gl029678CrossRefGoogle Scholar
  64. de Jong SM, Addink EA, van Beek LPH, Duijsings D (2011) Physical characterization, spectral response and remotely sensed mapping of mediterranean soil surface crusts. CATENA 86:24–35.  https://doi.org/10.1016/j.catena.2011.01.018CrossRefGoogle Scholar
  65. Deering DW, Eck TF, Otterman J (1989) Bidirectional reflectances of three soil surfaces and their characterization through model inversion. In: Proceeding of IGARSS ’89. IEEE Publications, New York, Vancouver, pp 670–673Google Scholar
  66. Deering DW, Eck TF, Otterman J (1990) Bidirectional reflectances of selected desert surfaces and their three-parameter soil characterization. Agric For Meteorol 52:71–93.  https://doi.org/10.1016/0168-1923(90)90101-bADSCrossRefGoogle Scholar
  67. Derpsch R, Friedrich T, Kassam A, Hongwen L (2010) Current status of adoption of no-till farming in the world and some of its main benefits. Int J Agric Biol Eng 3:1–25.  https://doi.org/10.3965/j.issn.1934-6344.2010.01.001-025CrossRefGoogle Scholar
  68. Desjardins R. (2009) The impact of agriculture on climate change. In: Eagleshham A, Hardy RWFA (eds) Proceeding of the 21st annual of the NABC conference on adapting agriculture to climate change symposium. National Agricultural Biotechnology Council, Saskatoon, SK, Canada, pp 29–39Google Scholar
  69. Desmet A, Evens H, Gombeer R (1988)). Influence of some factors on the reflectance of bare soils. Pedologie 38:227–247Google Scholar
  70. Dexter R (2004) Diunal and seasonal albedo trends of wheat at the Bratt’s Lake Observatory, Saskatchewan. MSc Thesis 125Google Scholar
  71. Di Girolamo L (2003) Generalizing the definition of the bi-directional reflectance distribution function. Remote Sens Environ 88:479–482.  https://doi.org/10.1016/j.rse.2003.07.004ADSCrossRefGoogle Scholar
  72. Dobos E (2017) Albedo. Encyclopedia of soil science, 3rd edn. Taylor & FrancisGoogle Scholar
  73. Epiphanio JCN, Vitorello I (1984) Inter-relationships between view angles (azimuth) and surface moisture and roughness conditions in field-measured radiometer reflectance of an Oxisol. Colloq l’INRA 23:185–192Google Scholar
  74. Eshel G, Levy GJ, Singer MJ (2004) Spectral reflectance properties of crusted soils under solar illumination. Soil Sci Soc Am J 68:1982.  https://doi.org/10.2136/sssaj2004.1982CrossRefGoogle Scholar
  75. Evans R (1979) Air photos for soil survey in lowland England: factors affecting the photographic images of bare soils and their relevance to assessing soil moisture content and discrimination of soils by remote sensing. Remote Sens Environ 8:39–63.  https://doi.org/10.1016/0034-4257(79)90023-3ADSCrossRefGoogle Scholar
  76. FAO/UNESCO (2007) Digital soil map of the world. In: Fao-un—l. Water Div. http://www.fao.org/geonetwork/srv/en/metadata.show?id=14116. Accessed 20 June 2017
  77. Farmer TG, Cook J (2013) Climate change science: a modern synthesis. The physical climate, vol 1Google Scholar
  78. Fedchenko PP (1982) Opredeleniye soderzhaniya gumusa v pochvach po ich cvetu. Pochvoved 10:138–141 (in Russian)Google Scholar
  79. Foody GM (1988) The effects of viewing geometry on image classification. Int J Remote Sens 9:1909–1915.  https://doi.org/10.1080/01431168808954989CrossRefGoogle Scholar
  80. Fraser RS (1975) Interaction mechanisms within the atmosphere (Chap. 5). In: Manual of remote sensing. American Society of Photogrammetry, Falls Church, VA, pp 181–233Google Scholar
  81. Gerbermann AH, Weber DD (1979) Reflectance of varying mixtures of a clay soil and sand. Photogramm Eng Rem Sens 45:1145–1151Google Scholar
  82. Ghishi G, Morgan RPC (1986) Soil erosion in the European Community. Impact in changing Agriculture. In: Proceedings of a seminar on Land degradation due to to hydrological phenomena in hilly areas. Impact of change of land use and management. Cesena, Italy, p 233Google Scholar
  83. Gilley JE, Kottwitz ER (1995) Random Roughness Assessment by the Pin and Chain Method. Appl Eng Agric 12:39–43.  https://doi.org/10.13031/2013.25437CrossRefGoogle Scholar
  84. Gilliot J-M, Vaudour E, Michelin J (2017) Soil surface roughness measurement: a new fully automatic photogrammetric approach applied to agricultural bare fieldsGoogle Scholar
  85. Girard MC, Białousz S (1989) Characteristics of soils in function of their properties. In: Proceeding 3rd symposium of the ISSS Working Group on remote sensing for soil survey. Prace Komisji Naukowych PTG, Jabłonna, Poland, 1981, pp 105:140–147Google Scholar
  86. Goldshleger N, Ben-Dor E, Benyamini Y, Agassi M (2004) Soil reflectance as a tool for assessing physical crust arrangement of four typical soils in Israel. Soil Sci 169:677–687ADSCrossRefGoogle Scholar
  87. Gomez C, Lagacherie P, Coulouma G (2008a) Continuum removal versus PLSR method for clay and calcium carbonate content estimation from laboratory and airborne hyperspectral measurements. Geoderma 148:141–148.  https://doi.org/10.1016/j.geoderma.2008.09.016ADSCrossRefGoogle Scholar
  88. Gomez C, Viscarra Rossel RA, McBratney AB (2008b) Soil organic carbon prediction by hyperspectral remote sensing and field vis-NIR spectroscopy: an Australian case study. Geoderma 146:403–411.  https://doi.org/10.1016/j.geoderma.2008.06.011ADSCrossRefGoogle Scholar
  89. Graetz R, Gentle M (1982) The relationships between reflectance in the Landsat wavebands and the composition of an Australian semi-arid shrub rangeland. Photogramm Eng Remote Sens 48:1721–1730Google Scholar
  90. Grant IF, Prata AJ, Cechet RP (2000) The impact of the diurnal variation of albedo on the remote sensing of the daily mean albedo of grassland. J Appl Meteorol 39:231–244.  https://doi.org/10.1175/1520-0450(2000)039%3c0231:tiotdv%3e2.0.co;2CrossRefGoogle Scholar
  91. Gutman G (1988) A simple method for estimating monthly mean albedo of land surfaces from AVHRR data. J Appl Meteorol 27:973–988.  https://doi.org/10.1175/15200450(1988)027%3c0973:ASMFEM%3e2.0.CO;2CrossRefGoogle Scholar
  92. Hapke B (1981) Bidirectional reflectance spectroscopy. J Geophys Res 86:3039–3054.  https://doi.org/10.1016/j.icarus.2008.01.003ADSCrossRefGoogle Scholar
  93. Hapke B (1984) Bidirectional reflectance spectroscopy. 3. Correction for macroscopic roughness. Icarus 59:41–59.  https://doi.org/10.1016/0019-1035(84)90054-xADSCrossRefGoogle Scholar
  94. Hapke B (1986) Bidirectional reflectance spectroscopy. 4. The extinction coefficient and the opposition effect. Icarus 67:264–280.  https://doi.org/10.1016/0019-1035(86)90108-9ADSCrossRefGoogle Scholar
  95. Hapke B (1993) Theory of reflectance and emittance spectroscopy. Cambridge University Press, New YorkCrossRefGoogle Scholar
  96. Hapke B (2002) Bidirectional reflectance spectroscopy. 5. The coherent backscatter opposition effect and anisotropic scattering. Icarus 157:523–534.  https://doi.org/10.1006/icar.2002.6853ADSCrossRefGoogle Scholar
  97. Hapke B (2008) Bidirectional reflectance spectroscopy. 6. Effects of porosity. Icarus 195:918–926.  https://doi.org/10.1016/j.icarus.2008.01.003CrossRefGoogle Scholar
  98. Harms JD, Bachmann CM, Ambeau BL et al (2017) Fully automated laboratory and field-portable goniometer used for performing accurate and precise multiangular reflectance measurements. J Appl Remote Sens 11:1.  https://doi.org/10.1117/1.jrs.11.046014CrossRefGoogle Scholar
  99. Henderson TL, Baumgardner MF, Franzmeier DP et al (1992) High dimensional reflectance analysis of soil organic matter. Soil Sci Soc Am J 56:865.  https://doi.org/10.2136/sssaj1992.03615995005600030031xCrossRefGoogle Scholar
  100. Horton R, Bristow KL, Kluitenberg GJ, Sauer TJ (1996) Crop residue effects on surface radiation and energy balance—review. Theor Appl Climatol 54:27–37.  https://doi.org/10.1007/bf00863556ADSCrossRefGoogle Scholar
  101. Huang C, White I, Thwaite EG, Bendeli A (1988) A noncontact laser system for measuring soil surface topography. Soil Sci Soc Am J 52:350–355.  https://doi.org/10.2136/sssaj1988.03615995005200020009xCrossRefGoogle Scholar
  102. Huete AR (1987) Soil and sun angle interactions on partial canopy spectra. Int J Remote Sens 8:1307–1317.  https://doi.org/10.1080/01431168708954776CrossRefGoogle Scholar
  103. Hunt GR, Salisbury JW (1970) Visible and near infrared spectra of material and rocks. 1. Silicate minerals. Mod Geol 1:283–300Google Scholar
  104. Idso SB, Jackson RD, Reginato RJ et al (1975) The dependence of bare soil albedo on soil water content. J Appl Meteorol Climatol 14:109–113CrossRefGoogle Scholar
  105. Irons JR, Campbell GS, Norman JM et al (1992) Prediction and measurement of soil bidirectional reflectance. IEEE Trans Geosci Remote Sens 30:249–260.  https://doi.org/10.1109/36.134075ADSCrossRefGoogle Scholar
  106. IUSS Working Group WRB (2014) World reference base for soil resources 2014. International soil classification system for naming soils and creating legends for soil mapsGoogle Scholar
  107. Jackson RD, Moran MS, Slater PN, Biggar SF (1987) Field calibration of reference reflectance panels. Remote Sens Environ 22:145–158ADSCrossRefGoogle Scholar
  108. Jackson RD, Teillet PM, Slater PN et al (1990) Bidirectional measurements of surface reflectance for view angle corrections of oblique imagery. Remote Sens Environ 32:189–202.  https://doi.org/10.1016/0034-4257(90)90017-gADSCrossRefGoogle Scholar
  109. Jacquemoud S, Baret F, Hanocq JF (1992) Modeling spectral and bidirectional soil reflectance. Remote Sens Environ 41:123–132ADSCrossRefGoogle Scholar
  110. Jon Ranson K, Biehl LL, Bauer ME (1985) Variation in spectral response of soybeans with respect to illumination, view and canopy geometry. Int J Remote Sens 6:1827–1842.  https://doi.org/10.1080/01431168508948331CrossRefGoogle Scholar
  111. Karmanova LA (1981) Vliyaniye Razlichnykh form soedineniy zheleza na spektralnuyu sposobnost i cvet. Pochvoved 9:57–64Google Scholar
  112. King C (1979) Contribution á l’utilisation des micro-ondes pour l’étude des sols. INAPGGoogle Scholar
  113. Kondratyev KY (1969) Radiacjonnyje Charakteristiki Atmosfery i Zemnoy Powerchnosti. Gidrometeorologiczeskoye Izdatelstwo, Leningrad, RussiaGoogle Scholar
  114. Kondratyev KY, Fedchenko PP (1980) Vlijanije obrabotki na spektralnye otrazatelnye svojstva pochvy. Pochvoved 12:47–53 (in Russ)Google Scholar
  115. König M, Tjemkes S, Kerkmann J (2001) atmospheric instability parameters derived from MSG SEVIRI observations. Amer Meteor Soc Preprints 336–338Google Scholar
  116. Kononova MM (1956) Gumus glavneyshikh tipov pochv SSSR, ego priroda i puti obrazovaniya. In: Dokl. Sovetskikh uchenykh, VI Mezhdunarod. Kongressu Pochvevedov: Khemiya pochv. Izdatelstvo AN SSSR, p 209 (in Russian)Google Scholar
  117. Kononova MM (1963) Organicheskiye veshchestvo pochvy, Ego priroda, cvoystva i metody izucheniya. In: Izdatelstvo AN SSSR, p 314 (in Russian)Google Scholar
  118. Kriebel KT (1976) On the variability of the reflected radiation field due to differing distributions of the irradiation. Remote Sens Environ 4:257–264ADSCrossRefGoogle Scholar
  119. Krishna Murti GSR, Satyanarayana KVS (1971) Influence of chemical characteristics in the development of soil colour. Geoderma 5:243–248.  https://doi.org/10.1016/0016-7061(71)90013-9ADSCrossRefGoogle Scholar
  120. Lagacherie P, Baret F, Feret JB et al (2008) Estimation of soil clay and calcium carbonate using laboratory, field and airborne hyperspectral measurements. Remote Sens Environ 112:825–835.  https://doi.org/10.1016/j.rse.2007.06.014ADSCrossRefGoogle Scholar
  121. Latz KRA, Weismiller GE, Van Scoyoc GE, Baumgardner MF (1984) Characteristic variation in spectral reflectance of selected Eroded Alfisols. Soil Sci Soc Am J 48:1130–1134CrossRefGoogle Scholar
  122. Lekner J, Dorf MC (1988) Why some things are darker when wet. Appl Opt 27:1278.  https://doi.org/10.1364/ao.27.001278ADSCrossRefGoogle Scholar
  123. Lewis P, Barnsley MJ (1994) Influence of the sky radiance distribution on various formulations of the earth surface albedo. In: Proceedings of 6th international symposium physical measurements and signatures in remote sensing. Val d’Is.re, pp 707–716Google Scholar
  124. Liang S, Fang H, Chen M et al (2002) Validating MODIS land surface reflectance and albedo products: methods and preliminary results. Remote Sens Environ 83:149–162.  https://doi.org/10.1016/s0034-4257(02)00092-5ADSCrossRefGoogle Scholar
  125. Lillesand TM, Kiefer RW, Chipman JW (2004) Remote sensing and image interpretation, 5th edn. New YorkGoogle Scholar
  126. Linden DR (1979) A model to predict soil water storage as effected by tillage practices. Ph.D. Dissertation. University of MinnesotaGoogle Scholar
  127. Martonchik JV, Bruegge CJ, Strahler AH (2000) A review of reflectance nomenclature used in remote sensing. Remote Sens Environ 19:9–20Google Scholar
  128. Matthias ADD, Fimbres A, Sano EEE et al (2000) Surface roughness effects on soil albedo. Soil Sci Soc Am J 64:1035–1041.  https://doi.org/10.2136/sssaj2000.6431035xCrossRefGoogle Scholar
  129. Mikhajlova NA, Orlov DS (1986) Opticheskie Svoystva Pochv i Pochvennych Komponentov. Russ Nauk 118Google Scholar
  130. Milfred CJ, Kiefer RW (2010) Analysis of soil variability with repetitive aerial photography1. Soil Sci Soc Am J 40:553.  https://doi.org/10.2136/sssaj1976.03615995004000040028xCrossRefGoogle Scholar
  131. Miller P, Lanier W, Brandt S (2001) Using growing degree days to predict plant stages. Mont State Univ Ext Serv 9:MT00103 AG 7/2001Google Scholar
  132. Milton EJ, Webb JP (1987) Ground radiometry and airborne multispectral survey of bare soils. Int J Remote Sens 8:3–14.  https://doi.org/10.1080/01431168708948611CrossRefGoogle Scholar
  133. Mitchell JK, Jones BAJ (1978) Micro-relief surface depression storage: changes during rainfall events and their application to rainfall-runoff models. Can Water Resour J 14:777–802.  https://doi.org/10.4296/cwrj0401121CrossRefGoogle Scholar
  134. Monfreda C, Ramankutty N, Foley JA (2008) Farming the planet: 2. Geographic distribution of crop areas, yields, physiological types, and net primary production in the year 2000. Global Biogeochem Cycles 22:1–19.  https://doi.org/10.1029/2007gb002947CrossRefGoogle Scholar
  135. Monteith JL, Szeicz G (1961) The radiation balance of bare soil and vegetation. Q J R Meteorol Soc 87:159–170.  https://doi.org/10.1002/qj.49708737205ADSCrossRefGoogle Scholar
  136. Moreno RG, Requejo AS, Alonso AMT, Barrington S, Alvarez MCD (2008) Shadow analysis: a method for measuring soil surface roughness. Geoderma 146:201–208.  https://doi.org/10.1016/j.geoderma.2008.05.026ADSCrossRefGoogle Scholar
  137. Morgan RPC (1985) Soil degradation and soil erosion in the loamy belt of northern Europe. Soil erosion. In: Ghishi & Morgan. Balkema, pp 165–172Google Scholar
  138. Morra MJ, Hall MH, Freeborn LL (1991) Carbon and nitrogen analysis for soil fractions using near-ifrared reflectance spectroscopy. Soil Sci Soc Am J 55:288–291CrossRefGoogle Scholar
  139. Mulders MA (1987) Remote Sensing in Soil ScienceGoogle Scholar
  140. Music H, Pelletier R (1986) Response of some Thematic Mapper band rations to variation in soil water content. Photogramm Eng Remote Sens 52:1661–1668Google Scholar
  141. Nicodemus F, Richmond J, Hsia J (1977) Geometrical considerations and nomenclature for reflectance. Sci Technol 60:1–52.  https://doi.org/10.1109/lpt.2009.2020494CrossRefGoogle Scholar
  142. Norman JM, Welles JM, Walter EA (1985) Contrasts among bidirectional reflectance of leaves, canopies, and soils. IEEE Trans Geosci Remote Sens GE-23:659–667.  https://doi.org/10.1109/tgrs.1985.289384ADSCrossRefGoogle Scholar
  143. Obukhov AI, Orlov DS (1964) Spektralnaya otrazhatelnaya sposobnost glavneysych tipov pochv i vozmoznost ispolzovaniya diffuznogo otrazhenija pri pochvennych issledovaniyach. Pochvoved 28:83–94Google Scholar
  144. Oguntunde PG, Ajayi AE, van de Giesen N (2006) Tillage and surface moisture effects on bare-soil albedo of a tropical loamy sand. Soil Tillage Res 85:107–114.  https://doi.org/10.1016/j.still.2004.12.009CrossRefGoogle Scholar
  145. Oke TR (1987) Boundary layer climates. RoutledgeGoogle Scholar
  146. Onstad CA (1984) Depressional storage on tilled soil surfaces. Trans ASAE 27:729–732.  https://doi.org/10.13031/2013.32861CrossRefGoogle Scholar
  147. Orlov DS (1966) Kalichestvennye zakony otrazhenija sveta ot pochvy. Vlijanie razmera chasti na otrazheniye. Nauch Dokl Vys Sk Biol Nauk 4:206–210Google Scholar
  148. Orlov DS (1969) Kalichestvennye zakony otrazhenija sveta ot pochvy. Vlijanie razmera chasti na otrazheniye. Nauch Dokl Vys Sk Biol Nauk 4:26–210Google Scholar
  149. Orlov DS, Sukhanova NI (1983) Vliyanije gumusa na otrazhatelnuyu sposobnost pochv podzony yuzhnoy taygi. Pochvoved 10:43–51Google Scholar
  150. Orlov DS, Bidabayeva RM, Sadovnikov YN (1976) Kalichestvennye zakony otrazheniya sveta ot pochvy. VII.Spektralnye otrazheniye glavnykh pochv Kazakhstana. Nauchnye Dokl Vyss Shkoly Biol Nauk 20:109–113Google Scholar
  151. Otterman J (1981) Reflection from soil with sparse vegetation. Adv Sp Res 1:115–119.  https://doi.org/10.1016/0273-1177(81)90387-2ADSCrossRefGoogle Scholar
  152. Otterman J (1985) Bidirectional and hemispheric reflectivities of a bright soil plane and a sparse dark canopy. Int J Remote Sens 6:897–902.  https://doi.org/10.1080/01431168508948512CrossRefGoogle Scholar
  153. Palmer JM (1982) Field standards of reflectance. Photogramm Eng Remote Sensing 48:1623–1625Google Scholar
  154. Peter Heng BC, Chandler JH, Armstrong A (2010) Applying close range digital photogrammetry in soil erosion studies. Photogramm Rec 25:240–265.  https://doi.org/10.1111/j.1477-9730.2010.00584.xCrossRefGoogle Scholar
  155. Philpot WD (2010) Spectral reflectance of wetted soils. Art Sci Appl Reflectance Spectrosc 1–11.  https://doi.org/10.13140/2.1.2306.0169
  156. Piech KR, Walker JE (1974) Interpretation of soils. Photogramm Eng 40:87–94Google Scholar
  157. Pinty B, Szejwach G (1985) A new technique for inferring surface albedo from satellite observations. J Clim Appl Meteorol 24:741–750.  https://doi.org/10.1175/1520-0450(1985)024%3c0741:antfis%3e2.0.co;2ADSCrossRefGoogle Scholar
  158. Pinty B, Verstraete MM, Dickinson RE (1989) A physical model for predicting bidirectional reflectances over bare soil. Remote Sens Environ 27:273–288.  https://doi.org/10.1016/0034-4257(89)90088-6ADSCrossRefGoogle Scholar
  159. Potter KN, Horton R, Cruse RM (1987) Soil surface roughness effects on radiation reflectance and soil heat Flux1. Soil Sci Soc Am J 51:855.  https://doi.org/10.2136/sssaj1987.03615995005100040003xCrossRefGoogle Scholar
  160. Pratt PF (1961) Effect of pH on the cation-exchange capacity of surface soils. Soil Sci Soc Am J 25:96–98.  https://doi.org/10.2136/sssaj1961.03615995002500020008xCrossRefGoogle Scholar
  161. Rechid D, Jacob D, Hagemann S, Raddatz TJ (2005) Vegetation effect on land surface albedo: method to separate vegetation albedo from the underlying surface using satellite data. Geophys Res Abstr 7:07153Google Scholar
  162. Rieke-Zapp DH, Nearing MA (2005) Digital close range photogrammetry for measurement of soil erosion. Photogramm Rec 20:69–87.  https://doi.org/10.1111/j.1477-9730.2005.00305.xCrossRefGoogle Scholar
  163. Römkens MJM, Wang JY (1986) Effects of tillage on surface roughness. Trans ASAE 29:429–433Google Scholar
  164. Rosa DJ, Cooper M, Darboux F, Medeiros JC (2012) Soil roughness evolution in different tillage systems under simulated rainfall using a semivariogram-based index. Soil Tillage Res 124:226–232.  https://doi.org/10.1016/j.still.2012.06.001CrossRefGoogle Scholar
  165. Roxy MS, Sumithranand VB, Renuka G (2010) Variability of soil moisture and its relationship with surface albedo and soil thermal diffusivity at astronomical observatory, Thiruvananthapuram, South Kerala. J Earth Syst Sci 119:507–517.  https://doi.org/10.1007/s12040-010-0038-1ADSCrossRefGoogle Scholar
  166. Sacks WJ, Deryng D, Foley JA, Ramankutty N (2010) Crop planting dates: an analysis of global patterns. Glob Ecol Biogeogr 19:607–620.  https://doi.org/10.1111/j.1466-8238.2010.00551.xCrossRefGoogle Scholar
  167. Sandmeier SR (2000) Acquisition of bidirectional reflectance factor data with field goniometers. Remote Sens Environ 73:257–269.  https://doi.org/10.1016/s0034-4257(00)00102-4ADSCrossRefGoogle Scholar
  168. Schaepman-Strub G, Schaepman ME, Painter TH et al (2006) Reflectance quantities in optical remote sensing-definitions and case studies. Remote Sens Environ 103:27–42.  https://doi.org/10.1016/j.rse.2006.03.002ADSCrossRefGoogle Scholar
  169. Schneider SH, Dickinson RE (1974) Climate modeling. Rev Geophys 12:447.  https://doi.org/10.1029/rg012i003p00447ADSCrossRefGoogle Scholar
  170. Schwanghart W, Jarmer T (2011) Linking spatial patterns of soil organic carbon to topography—a case study from south-eastern Spain. Geomorphology 126:252–263.  https://doi.org/10.1016/j.geomorph.2010.11.008ADSCrossRefGoogle Scholar
  171. Selige T, Böhner J, Schmidhalter U (2006) High resolution topsoil mapping using hyperspectral image and field data in multivariate regression modeling procedures. Geoderma 136:235–244.  https://doi.org/10.1016/j.geoderma.2006.03.050ADSCrossRefGoogle Scholar
  172. Sellers PJ, Meeson BW et al (1995) Remote sensing of the land surface for studies of global change: models algorithms experiments. Remote Sens Environ 4257:3–26ADSCrossRefGoogle Scholar
  173. Shoshany M (1993) Roughness-reflectance relationship of bare desert terrain: an empirical study. Remote Sens Environ 45:15–27.  https://doi.org/10.1016/0034-4257(93)90078-cADSCrossRefGoogle Scholar
  174. Stevens A, Nocita M, Tóth G et al (2013) Prediction of Soil Organic Carbon at the European Scale by Visible and Near InfraRed Reflectance Spectroscopy. PLoS One 8. https://doi.org/10.1371/journal.pone.0066409ADSCrossRefGoogle Scholar
  175. Stevens A, Udelhoven T, Denis A, Tychon B, Lioy R, Hoffmann L, van Wesemael B (2010) Measuring soil organic carbon in croplands at regional scale using airborne imaging spectroscopy. Geoderma 158:32–45ADSCrossRefGoogle Scholar
  176. Stoner ER, Baumgardner MF, Biehl LL, Robinson BF (1980) Atlas of soil reflectance properties. Agricultural Experiment Statio, Purdue University, West Lafayette, Indiana (Res Bull 962)Google Scholar
  177. Swain PH (1978) Remote sensing: the quantitative approach. Mc-Graw Hill, New YorkGoogle Scholar
  178. Taconet O, Ciarletti V (2007) Estimating soil roughness indices on a ridge-and-furrow surface using stereo photogrammetry. Soil Tillage Res 93:64–76.  https://doi.org/10.1016/j.still.2006.03.018CrossRefGoogle Scholar
  179. Terelak H, Stuczynski T, Motowicka-Terelak T et al (2008) Monitoring of chemistry of arable soils in Poland in 2005–2007. In: Inspection of Environmental Protection. Warsaw, Rep, p 135 (in Polish)Google Scholar
  180. Thomsen LM, Baartman JEM, Barneveld RJ, Starkloff T, Stolte J (2015) Soil surface roughness: comparing old and new measuring methods and application in a soil erosion model. Soil 1:399–410.  https://doi.org/10.5194/soil-1-399-2015CrossRefGoogle Scholar
  181. Tolchelnikov I (1974) Opticheskiye svoystva landshafta. LeningradGoogle Scholar
  182. Tóth G, Jones A, Montanarella L (2013) The LUCAS topsoil database and derived information on the regional variability of cropland topsoil properties in the European Union. Environ Monit Assess 185:7409–7425.  https://doi.org/10.1007/s10661-013-3109-3CrossRefGoogle Scholar
  183. Tsvetsinskaya EA, Schaaf CB, Gao F et al (2006) Spatial and temporal variability in moderate resolution imaging spectroradiometer-derived surface albedo over global arid regions. J Geophys Res Atmos 111:1–10.  https://doi.org/10.1029/2005jd006772CrossRefGoogle Scholar
  184. Twomey SA, Bohren CF, Mergenthaler JL (1986) Reflectance and albedo differences between wet and dry surfaces. Appl Opt 25:431.  https://doi.org/10.1364/ao.25.000431ADSCrossRefGoogle Scholar
  185. Ulaby FT, Moore RK, Fung AK (1982) Microwave remote sensing active and passive. Addison-Wesley, Reading, MassachusettsGoogle Scholar
  186. UN Sustainable Development Knowledge Platform (2015) Open working group proposal for sustainable development goalsGoogle Scholar
  187. USDA (1994) Major world crop areas and climatic profiles. In: agricultural handbook. World Agricultural Outlook BoardGoogle Scholar
  188. Van der Heide G, Koolen AJ (1980) Soil surface albedo and multispectral reflectance of short-wave radiation as a function of degree of slacking. NethJ Agric Sci 28:252–258Google Scholar
  189. Vermang J, Norton LD, Baetens JM et al (2013) Quantification of soil surface roughness evolution under simulated rainfall. Am Soc Agric Eng 56:505–514.  https://doi.org/10.13031/2013.42670CrossRefGoogle Scholar
  190. Vinogradov BV (1976) Issledovaniye pochvennovo pokrova. In: Kosmicheskiye metody izucheniya sredy. (in Russian). Mysl, MoscovGoogle Scholar
  191. Vinogradov BV (1981) Distancyonnaya indikaciya soderzhaniya gumusa v pochvach. Pochvoved 11:114–123Google Scholar
  192. Vinogradov BV (1983) Kolichesvennoya vyrazheniye funkci distacyonnoy indikacii vlazhnostii pochv. Dokl Akad Nauk SSR 272:247–250Google Scholar
  193. Viscarra Rossel R (2009) The Soil Spectroscopy Group and the development of a global soil spectral library. NIR News 20:14.  https://doi.org/10.1255/nirn.1131CrossRefGoogle Scholar
  194. Viscarra Rossel RA, Behrens T, Ben-Dor E et al (2016) A global spectral library to characterize the world’s soil. Earth Sci Rev 155:198–230.  https://doi.org/10.1016/j.earscirev.2016.01.012CrossRefGoogle Scholar
  195. Walthall CL, Norman JM, Welles JM et al (1985) Simple equation to approximate the bidirectional reflectance from vegetative canopies and bare soil surfaces. Appl Opt 24:383.  https://doi.org/10.1364/ao.24.000383ADSCrossRefGoogle Scholar
  196. Wang Z, Coburn CA, Ren X, Teillet PM (2012) Effect of soil surface roughness and scene components on soil surface bidirectional reflectance factor. Can J Soil Sci 92:297–313.  https://doi.org/10.4141/cjss2011-069CrossRefGoogle Scholar
  197. White JL (1971) Interpretation of infrared spectra of soil minerals. Soil Sci 112:22–29ADSCrossRefGoogle Scholar
  198. Worthington C, Hutchinson C (2005) Accumulated growing degree days as a model to determine key developmental stages and evaluate yield and quality of potat. Proc Fla State Hort Soc 1:98–101Google Scholar
  199. Zobeck TM, Onstad CA (1987) Tillage and rainfall effects on random roughness: a review. Soil Till Res 9:1–20CrossRefGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2020

Authors and Affiliations

  1. 1.Department of Soil Science and Remote Sensing of SoilsAdam Mickiewicz UniversityPoznańPoland

Personalised recommendations