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Original Articles

Measuring wheat nitrogen status from space and ground‐based platform

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Pages 549-567 | Received 30 Jan 2004, Accepted 13 Jan 2005, Published online: 22 Feb 2007

References

  • Aase , J. K. and Siddoway , F. H. 1981 . Assessing winter wheat dry matter production via spectral reflectance measurements useful in providing an estimate of residue production for erosion control and as a potential source for feed and energy. . Remote Sensing of Environment , 11 : pp. 267 – 277 .
  • Atkinson , P. M. 1997 . “ Scale and spatial dependence. ” . In Scaling‐up: From Cell to Landscape, , Edited by: van Gardingen , P. R , Foody , G. M and Curran , P. J (Eds) . pp. 35 – 60 . Cambridge, , UK : Cambridge University Press . In
  • Bakhsh , A. 1999 . “ Use of site specific farming systems and computer simulation models for agricultural productivity and environmental quality. ” . In UMI Dissertation Services, , Ann Arbor, , MI, USA : A Bell & Howell Co. .
  • Bannari , A. , Morin , D. , Bonn , F. and Huete , A. R. 1995 . A review of vegetation indices. . Remote Sensing Reviews , 13 : pp. 95 – 120 .
  • Bauer , M. E. 1985 . Spectral inputs to crop identification and condition assessment. . Proceedings of the IEEE , 73 : pp. 1071 – 1085 .
  • Bausch , W. C. , Diker , K. , Goetz , A. F. H. and Curtis , B. 1998 . Hyperspectral characteristics of nitrogen deficient corn. , St Joseph, , MI, USA : ASAE . An ASAE Meeting Presentation. Paper No. 98‐3143
  • Becker , F. and Choudhury , B. J. 1988 . Relative sensitivity of normalized vegetation index (NDVI) and microwave polarization difference index (MPDI) for vegetation and desertification monitoring. . Remote Sensing of Environment , 24 : pp. 297 – 311 .
  • Blakeman , R. H. , Bryson , R. and Dampney , P. 2000 . “ Assessing crop condition in real time using high resolution satellite imagery. ” . In Aspects of Applied Biology 60, Remote Sensing in Agriculture, , pp. 163 – 172 . Wellesbourne, Warwick CV35 9EF, , UK : c/o Horticulture Research International . The Association of Applied Biologists
  • Brisco , B. , Brown , R. J. , Hirose , T. , McNairn , H. and Staenz , K. 1998 . Precision agriculture and the role of remote sensing: a review. . Canadian Journal of Remote Sensing , 24 : pp. 315 – 327 .
  • Cabrera , M. L. , Kissel , D. E. and Vigil , M. F. 1994 . “ Potential nitrogen mineralization: laboratory and field evaluation. ” . In Soil Testing: Prospects for Improving Nutrient Recommendations, Edited by: Havlin , J. L and Jacobsen , J. S (Eds) . pp. 15 – 30 . SSSA Special Publication No. 40
  • Cahn , M. D. , Hummel , J. W. and Brouer , B. H. 1994 . Spatial analysis of soil fertility for site‐specific crop management. . Soil Science Society of America Journal , 58 : pp. 1240 – 1248 .
  • Carter , G. A. and Knapp , A. K. 2001 . Leaf optical properties in higher plants: linking spectral characteristics to stress and chlorophyll concentration. . American Journal of Botany , 88 : pp. 677 – 684 .
  • Cetin , H. , Mueller , T. G. and Carter , P. 2002 . “ Comparison of Ikonos and RDACS imagery for detection of nitrogen deficiency in corn. ” . In The High Spatial Resolution Commercial Imagery Workshop, , Reston, , VA, USA : US Geological Survey National Center . 25–27 March
  • Chancellor , W. J. and Goronea , M. A. 1994 . Effects of spatial variability of nitrogen, moisture, and weeds on the advantages of site‐specific application on wheat. . Transactions of the ASAE , 37 : pp. 19 – 26 .
  • Colwell , J. E. , Rice , D. P. and Nalepka , R. F. 1977 . “ Wheat yield forecasts using Landsat data. ” . In Proceedings of the 11th International Symposium on Remote Sensing of Environment, pp. 1245 – 1254 . Ann Arbor, , MI, USA In
  • C openhaver K., 1998, Remote sensing can identify nitrogen stress while you have time to arrest yield loss. Chlorophyll cops. Available online at: http://precisionag.iftd.org .
  • Cutler , M. E. J. and Curran , P. J. 2000 . “ Specular and anisotropic reflectance effects on the relationship between remotely sensed data and wheat canopy chlorophyll concentration. ” . In Aspects of Applied Biology 60, Remote Sensing in Agriculture , pp. 115 – 122 . Warwick CV35 9EF, , UK : The Association of Applied Biologists, c/o Horticulture Research International . Wellesbourne
  • Daughtry , C. S. T. , Gallo , K. P. , Goward , S. N. , Prince , S. D. and Kustas , W. P. 1992 . Spectral estimates of absorbed radiation and phytomass production in corn and soybean canopies. . Remote Sensing of Environment , 39 : pp. 141 – 152 .
  • Driessen , P. M. and Dudal , R. 1991 . The Major Soils of the World , Zutphen, , The Netherlands : Agricultural University Wageningen, K.U. Leuven/Koninklijke Wöhrmann B.V. .
  • Elliott , D. E. , Reuter , D. J. , Browden , B. , Schultz , J. E. , Muhlhan , P. H. , Gouzos , J. and Heanes , D. L. 1987 . Improved strategies for diagnosing and correcting nitrogen deficiency in spring wheat. . Journal of Plant Nutrition , 10 : pp. 1761 – 1770 .
  • Fernández , S. , Vidal , D. , Simón , E. and Solé‐Sugranes , L. 1994 . Radiometric characteristics of Triticum aestivum cv. Astral under water and nitrogen stress. . International Journal of Remote Sensing , 15 : pp. 1867 – 1884 .
  • Filella , I. , Serrano , L. , Serra , J. and Peñuelas , J. 1995 . Evaluating wheat nitrogen status with canopy reflectance indices and discriminant analysis. . Crop Science , 35 : pp. 1400 – 1405 .
  • Gitelson , A. A. and Merzlyak , M. N. 1996 . Signature analysis of leaf reflectance spectra: algorithm development for remote sensing of chlorophyll. . Journal of Plant Physiology , 148 : pp. 494 – 500 .
  • Goddard , T. W. , Lachapelle , G. , Cannon , M. E. , Penney , D. C. and McKenzie , R. C. 1995 . “ The potential of GPS and GIS in precision agriculture. ” . In Proceedings Geomatique V: La Route De L'Innovation, , pp. 75 – 89 . Montreal, , PQ, Canada : Canadian lnstitute of Geomatics . 9–10 November()
  • Han , S. , Hendrickson , L. and Ni , B. 2001 . Comparison of satellite remote sensing and aerial photography for ability to detect in‐season nitrogen stress in corn. , St Joseph, , MI, USA : ASAE . An ASAE Meeting Presentation. Paper No. 01‐1142
  • Hatfield , J. L. and Pinter , P. J. Jr. 1993 . Remote sensing for crop protection. . Crop Protection , 12 : pp. 403 – 414 .
  • Jackson , R. D. 1984 . Remote sensing of vegetation characteristics for farm management. . Proceedings, International Society of Optical Engineers (SPIE) , 475 : pp. 81 – 96 .
  • Jensen , A. , Lorenzen , B. , Spelling‐Ostergaard , H. and Kloster‐Hvelplund , E. 1990 . Radiometric estimation of biomass and N content of barley grown at different N levels. . International Journal of Remote Sensing , 11 : pp. 1809 – 1820 .
  • Kim , Y. , Reid , J. F. , Hansen , A. and Dickson , M. 2000 . Evaluation of a multi‐spectral imaging system to detect nitrogen stress of corn crops. , St Joseph, , MI, USA : ASAE . An ASAE Meeting Presentation. Paper No. 003128
  • Lemaire , G. and Gastal , F. 1997 . “ N‐uptake and distribution in plant canopy. ” . In Diagnosis of the Nitrogen Status in Crop, , Edited by: Lemaire , G (Ed.) . Berlin/Heidelberg : Springer‐Verlag . In
  • Moorby , J. and Besford , R. T. 1983 . “ Mineral nutrition and growth. ” . In Inorganic Plant Nutrition. Encyclopedia of Plant. , Edited by: Lauchi , A and Bieleski , R. L (Eds) . vol. 15B , pp. 481 – 529 . Berlin : Springer‐Verlag . Physiology, New Series
  • Moran , M. S. , Inoue , S. and Barnes , E. M. 1997 . Opportunities and limitations for image‐based remote sensing in precision crop management. . Remote Sensing of Environment , 61 : pp. 319 – 346 .
  • Morra , M. J. , Hall , M. H. and Freeborn , L. L. 1991 . Carbon and nitrogen analysis of soil fractions using near‐infrared reflectance spectroscopy. . Soil Science Society of America Journal , 55 : pp. 288 – 291 .
  • N ational instruments , 2000, User manual. Available at http://www.ni.com/support/reference.htm .
  • Pearson , J. P. 1984 . Control of Crop Productivity , New York : Academic Press .
  • Peñuelas , J. , Gamon , J. A. , Fredeen , A. L. , Merino , J. and Field , C. B. 1994 . Reflectance indices associated with physiological changes in nitrogen‐ and water‐limited sunflower leaves. . Remote Sensing of Environment , 48 : pp. 135 – 146 .
  • Peñuelas , J. , Filella , I. , Serrano , L. and Save , R. 1996 . Cell wall elasticity and water index (R970 nm/R900 nm) in wheat under different nitrogen availabilities. . International Journal of Remote Sensing , 17 : pp. 373 – 382 .
  • Peterson , B. , Gerlach , F. and Hutchins , K. 2000 . Ikonos relative spectral response and radiometric calibration coefficients. SE‐REF‐016 Rev. N/C, Space Imaging Europe
  • Pinter , P. J. , Jackson , R. D. , Idso , S. B. and Reginato , R. J. 1981 . Multidate spectral reflectance as predictors of yield in water stressed wheat and barley. . International Journal of Remote Sensing , 2 : pp. 43 – 48 .
  • Raun , W. R. , Solie , J. B. , Johnson , G. V. , Stone , M. L. , Whitney , R. W. , Lees , H. L. , Sembiring , H. and Phillips , S. B. 1998 . Micro‐variability in soil test, plant nutrient, and yield parameters in bermudagrass. . Soil Science Society of America Journal , 62 : pp. 683 – 690 .
  • Reyniers , M. 2003 . Precision farming techniques to support grain crop production. , Katholieke Universiteit Leuven, Faculty of Applied Bioscience and Engineering . PhD dissertation
  • Reyniers , M. , Vrindts , E. and De Baerdemaeker , J. 2004a . Optical measurement of crop cover for yield prediction of wheat. . Biosystems Engineering , 89 : pp. 383 – 394 .
  • Reyniers , M. , Vrindts , E. and De Baerdemaeker , J. 2004b . Fine‐scaled optical detection of nitrogen stress in grain crops. . Optical Engineering , 43 : pp. 3119 – 3129 .
  • Rudorff , B. F. T. and Batista , G. T. 1990 . Spectral response of wheat and its relationship to agronomic variables in the tropical region. . Remote Sensing of Environment , 31 : pp. 53 – 63 .
  • Rudorff , B. F. T. , Mulchi , C. L. , Daughtry , C. S. T. and Lee , E. H. 1996 . Growth, radiation use efficiency, and canopy reflectance of wheat and corn grown under elevated ozone and carbon dioxide atmospheres. . Remote Sensing of Environment , 55 : pp. 163 – 173 .
  • Sembiring , H. , Raun , W. R. , Johnson , G. V. , Stone , M. L. , Solie , J. B. and Phillips , S. B. 1998 . Detection of nitrogen and phosphorus nutrient status in winter wheat using spectral radiance. . Journal of Plant Nutrition , 21 : pp. 1207 – 1232 .
  • Serrano , L. , Filella , I. and Peñuelas , J. 2000 . Remote sensing of biomass and yield of winter wheat under different nitrogen supplies. . Crop Science , 40 : pp. 723 – 731 .
  • Smith , R. C. G. , Adams , J. , Stephens , D. J. and Hick , P. T. 1995 . Forecasting wheat yield in Mediterranean‐type environment from NOAA satellite. . Australian Journal of Agricultural Research , 46 : pp. 113 – 125 .
  • Solie , J. B. , Raun , W. R. , Whitney , R. W. , Stone , M. L. and Ringe , R. J. D. 1996 . Optical sensor based field element size and sensing strategy for nitrogen application. . Transactions of the ASAE , 39 : pp. 1983 – 1992 .
  • Solie , J. B. , Raun , W. R. and Stone , M. L. 1999 . Submeter spatial variability of selected soil and bermudagrass production variables. . Soil Science Society of America Journal , 63 : pp. 1724 – 1733 .
  • Solie , J. B. , Stone , M. L. , Needham , D. E. , Washmon , C. N. , Raun , W. R. , Johnson , E. V. , Lukina , E. V. and Thomason , W. E. 2000 . “ In season N fertilization using an in‐season estimate of potential yield. ” . In Proceedings of the 5th International Conference of Precision Agriculture, , Madison, , WI, USA : ASA/CSSA/SSSA . In
  • Steinmetz , S. , Guerif , M. , Delecolle , R. and Baret , F. 1990 . Spectral estimates of the absorbed photosynthetically active radiation and light‐use efficiency of a winter wheat crop subjected to N and water deficiencies. . International Journal of Remote Sensing , 11 : pp. 1797 – 1808 .
  • Steven , M. D. 1993 . Satellite remote sensing for agricultural management: opportunities and logistic constraints. . ISPRS Journal of Photogrammetry and Remote Sensing , 48 (4) : pp. 29 – 34 .
  • Steven , M. D. and Millar , C. 1997 . “ Satellite monitoring for precision farm decision support. ” . In Proceedings of the 1st European Conference on Precision Agriculture, , Edited by: Stafford , J. V (Ed.) . vol. 2 , pp. 697 – 704 . London : Warwick University, UKSCI . 7–10 September 1997
  • Stone , M. L. , Solie , J. B. , Raun , W. R. , Whitney , R. W. , Taylor , S. L. and Ringer , J. D. 1996 . Use of spectral radiance for correcting in‐season fertilizer nitrogen deficiencies in winter wheat. . Transactions of the ASAE , 39 : pp. 1623 – 1631 .
  • Thomas , J. R. and Oerther , G. F. 1972 . Estimating nitrogen content of sweet pepper leaves by reflectance measurements. . Agronomy Journal , 64 : pp. 11 – 13 .
  • Tucker , C. J. , Elgin , J. H. and McMurtrey , J. E. Jr. 1980 . Relationship of spectral data to grain yield variation. . Photogrammetric Engineering and Remote Sensing , 46 : pp. 657 – 666 .
  • van Keulen , H. , Goudriaan , J. and Seligman , N. G. 1989 . “ Modelling the effects of N on canopy development and crop growth. ” . In Plant Canopies: Their Growth, Form and Function, , Edited by: Rusell G. , G (Eds) . pp. 83 – 104 . Cambridge, , UK : Cambridge University Press . et al.
  • Wiegand , C. L. and Richardson , A. J. 1990 . Use of spectral vegetation indices to infer leaf area, evapotranspiration and yield: II Results. . Agronomy Journal , 82 : pp. 630 – 636 .
  • Wiegand , C. L. , Richardson , A. J. , Escobar , D. E. and Gerbermann , A. H. 1991 . Vegetation indices in crop assessment. . Remote Sensing of Environment , 35 : pp. 105 – 119 .
  • Wright , D. L. , Rasmussen , V. P. , Ramsey , R. D. , Neale , C. M. U. , Harman , K. , Searle , G. , Grant , D. and Holle , C. Nitrogen stress detection using remote sensing. The 4th Annual National Wheat Industry Research Forum . 1–2 February 2001 , New Orleans, LA, USA. National Association of Wheat Growers/US Wheat Associates/Wheat Foods Council .

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