466
Views
20
CrossRef citations to date
0
Altmetric
Original Articles

Seasonal prediction of in situ pasture macronutrients in New Zealand pastoral systems using hyperspectral data

, , &
Pages 276-302 | Received 31 Jan 2011, Accepted 12 Dec 2011, Published online: 10 Sep 2012

References

  • Al-Abbas , A. H , Barr , R. , Hall , J. D. , Crane , F. L. and Baumgardner , M. F. 1974 . Spectra of Normal and Nutrient Deficient Maize Leaves . Agronomy Journal , 66 : 16 – 20 .
  • Analytical Spectral Devices, Inc. (ASD) . 2000 . FIEldSPEC® Pro User's Guide , 136 Bolder , CO : ASD Inc .
  • Berardo , N. 1997 . Prediction of the Chemical Composition of White Clover by Near-Infrared Reflectance Spectroscopy . Grass and Forage Science , 52 : 27 – 32 .
  • Bogrekci , I. and Lee , W. S. 2005 . Spectral Phosphorus Mapping Using Diffuse Reflectance of Soils and Grass . Biosystems Engineering , 91 : 305 – 12 .
  • CAMO. 2007. The Unscrambler Method References, vol. 2007. Oslo: CAMO www.camo.com/TheUnscrambler/Appendices (http://www.camo.com/TheUnscrambler/Appendices)
  • Carter , G. A. 1991 . Primary and Secondary Effects of Water Content on the Spectral Reflectance of Leaves . American Journal of Botany , 78 : 916 – 24 .
  • Chang , C.-W. , Laird , D. A. , Mausbach , M. J. and Hurburgh , C. R. Jr. 2001 . Near-Infrared Reflectance Spectroscopy-Principal Components Regression Analyses of Soil Properties . Soil Science Society of America Journal , 65 : 480 – 90 .
  • Chaves , A. V. 2003 . Digestion Characteristics of Forages, Including Perennial Ryegrass at Different Stages of Maturity, and Supplementary Feeding for Dairy Cows Grazing Pasture , Palmerston North : Doctor of Philosophy in Animal Science, Massey University .
  • Clark , R. N. and Roush , T. L. 1984 . Reflectance Spectroscopy: Quantitative Analysis Techniques for Remote Sensing Applications . Journal of Geophysical Research , 89 : 6329 – 40 .
  • Cohen , J. M. , Prenger , P. J. and DeBusk , F. W. 2005 . Visible-Near Infrared Reflectance Spectroscopy for Rapid, Nondestructive Assessment of Wetland Soil Quality . Journal of Environmental Quality , 34 : 1422 – 34 .
  • Coops , N. C. , Smith , M. , Martin , M. E. and Ollinger , S. V. 2003 . Prediction of Eucalyptus Foliage Nitrogen Content from Satellite Derived Hyperspectral Data . IEEE Transactions on Geoscience and Remote Sensing , 41 : 1338 – 46 .
  • Cornforth , I. S. and Sinclair , A. G. 1984 . Fertilizer and Lime Recommendations for Pastures and Crops in New Zealand , 76 Wellington : Ministry of Agriculture and Fisheries .
  • Corson , D. C. , Waghorn , G. C. , Ulyatt , M. J. and Lee , J. 1999 . NIRS: Forage Analysis and Livestock Feeding . New Zealand Grassland Association , 61 : 127 – 32 .
  • Curran , P. J. 1989 . Remote Sensing of Foliar Chemistry . Remote Sensing of Environment , 30 : 271 – 78 .
  • Curran , P. J. , Dungan , J. L. and Peterson , D. L. 2001 . Estimating the Foliar Biochemical Concentration of Leaves with Reflectance Spectrometry: Testing the Kokaly and Clark Methodologies . Remote Sensing of Environment , 76 : 349 – 59 .
  • Darvishzadeh , R. , Skidmore , A. , Schlerf , M. , Atzberger , C. , Corsi , F. and Cho , M. 2008 . LAI and Chlorophyll Estimation for a Heterogeneous Grassland Using Hyperspectral Measurements . ISPRS Journal of Photogrammetry & Remote Sensing , 63 : 409 – 26 .
  • Daughtry , C. S. T. , Walthall , C. L. , Kim , M. S. , Brown de Colstoun , E. and McMurtrey , J. E. III. 2000 . Estimating Corn Leaf Chlorophyll Concentration from Leaf and Canopy Reflectance . Remote Sensing of Environment , 74 : 229 – 39 .
  • De Boever , J. L. , Eeckhout , W. and Boucque , C. V. 1994 . The Possibilities of Near Infrared Reflection Spectroscopy to Predict Total-Phosphorus, Phytate-Phosphorus and Phytase Activity in Vegetable Feedstuffs . Netherlands Journal of Agricultural Science , 42 : 357 – 69 .
  • Donahue , R. L. , Miller , R. W. and Shickluna , J. C. , eds. 1983 . Soils: An Introduction to Soils and Plant Growth , 5th , Englewood Cliffs , NJ : Prentice Hall .
  • Dunn , B. W. , Beecher , H. G. , Batten , G. D. and Ciavarella , S. 2002 . The Potential of Near-Infrared Reflectance Spectroscopy for Soil Analysis – A Case Study from the Riverine Plain of South-Eastern Australia . Australian Journal of Experimental Agriculture , 42 : 607 – 14 .
  • During , C. 1972 . Fertilizers and Soils in New Zealand Farming , 2nd , 322 Wellington : Government Printer .
  • Elvidge , C. D. 1990 . Visible and Near Infrared Reflectance Characteristics of Dry Plant Materials . International Journal of Remote Sensing , 11 : 1775 – 95 .
  • Foley , W. J. , Mcilwee , A. , Lawler , I. , Aragones , L. , Woolnough , A. P. and Berding , N. 1998 . Ecological Applications of Near Infrared Reflectance Spectroscopy – A Tool for Rapid, Cost-Effective Prediction of the Composition of Plant and Animal Tissues and Aspects of Animal Performance . Oecologia , 116 : 293 – 305 .
  • Gillingham , A. G. 1980 . Hill Country Topdressing: Application, Variability and Fertility Transfer . New Zealand Journal of Agriculture , 141 : 39 – 43 .
  • Gillon , D. , Houssard , C. and Richard , J. 1999 . Using Near-IR Reflectance Spectroscopy to Predict Carbon, Nitrogen and Phosphorus Content in Heterogeneous Plant Material . Oecologia , 118 : 173 – 82 .
  • Haboudane , D. , Miller , J. R. , Tremblay , N. , Zarco-Tejada , P. J. and Dextraze , L. 2002 . Integrated Narrow-Band Vegetation Indices for Prediction of Crop Chlorophyll Content for Application to Precision Agriculture . Remote Sensing of Environment , 81 : 416 – 26 .
  • Huang , W. , Wang , J. , Wang , Z. , Zhaochun , J. , Liu , L. and Wang , J. 2004a . Inversion of Foliar Biochemical Parameters at Various Physiological Stages and Grain Quality Indicators of Winter Wheat with Canopy Reflectance . International Journal of Remote Sensing , 25 : 2409 – 19 .
  • Huang , Z. , Turner , B. J. , Dury , S. J. , Wallis , I. R. and Foley , W. J. 2004b . Estimating Foliage Nitrogen Concentration from HYMAP Data Using Continuum Removal Analysis . Remote Sensing of Environment , 93 : 18 – 29 .
  • Hueni , A. and Tuohy , M. 2006 . Spectroradiometer Data Structuring, Pre-Processing and Analysis – An IT Based Approach . Journal of Spatial Science , 51 : 93 – 102 .
  • Kawamura , K. , Betteridge , K. , Sanches , I. D. , Tuohy , M. , Costall , D. and Inoue , Y. 2009 . Field Radiometer with Canopy Pasture Probe as a Potential Tool to Estimate and Map Pasture Biomass and Mineral Components: A Case Study in the Lake Taupo Catchment, New Zealand . New Zealand Journal of Agricultural Research , 52 : 417 – 34 .
  • Kawamura , K. , Mackay , A. D. , Tuohy , M. P. , Betteridge , K. and Sanches , I. D. 2006 . Visible-NIR Reflectance Spectroscopy as a Tool for Management of Soil Phosphorus Fertility in Legume Based Pasture in New Zealand . New Zealand Grassland Association , 68 : 75 – 80 .
  • Kawamura , K. , Mackay , A. D. , Tuohy , M. P. , Betteridge , K. , Sanches , I. D. and Inoue , Y. 2011 . Potential for Spectral Indices to Remotely Sense Phosphorus and Potassium Content of Legume-Based Pasture as a Means of Assessing Soil Phosphorus and Potassium Fertility Status . International Journal of Remote Sensing , 32 : 103 – 24 .
  • Kemp , P. D. , Matthew , C. and Lucas , R. J. 1999 . “ Pasture Species and Cultivars ” . In New Zealand Pasture and Crop Science , Edited by: White , J. and Hodgson , J. 83 – 89 . Auckland : Oxford University Press .
  • Kokaly , R. F. and Clark , R. N. 1999 . Spectroscopic Determination of Leaf Biochemistry Using Band-Depth Analysis of Absorption Features and Stepwise Multiple Linear Regression . Remote Sensing of Environment , 67 : 267 – 87 .
  • Kumar , L. , Schmidt , K. , Dury , S. and Skidmore , A. 2001 . “ Imaging Spectrometry and Vegetation Science ” . In Imaging Spectrometry: Basic Principles and Prospective Applications , Edited by: Van der Meer , F. D. and Jong , S. M. Vol. 4 , 111 – 55 . Dordrecht : Springer .
  • Kusumo , B. H. , Hedley , C. B. , Hedley , M. J. , Hueni , A. , Tuohy , M. P. and Arnold , G. C. 2008 . The Use of Diffuse Reflectance Spectroscopy for In Situ Carbon and Nitrogen Analysis of Pastoral Soils . Australian Journal of Soil Research , 46 : 623 – 35 .
  • Lamb , D. W. , Steyn-Ross , M. , Schaare , P. , Hanna , M. M. , Silvester , W. and Steyn-Ross , A. 2002 . Estimating Leaf Nitrogen Concentration in Ryegrass (Lolium spp.) Pasture Using the Chlorophyll Red-Edge: Theoretical Modelling and Experimental Observations . International Journal of Remote Sensing , 23 : 3619 – 48 .
  • Lichtenthaler , H. K. , Gitelson , A. and Lang , M. 1996 . Non-Destructive Determination of Chlorophyll Content of Leaves of a Green and an Aurea Mutant Tobacco by Reflectance Measurements . Journal of Plant Physiology , 148 : 483 – 93 .
  • Lynch , P. B. 1982 . Nitrogen Fertilisers in New Zealand Agriculture , Auckland : New Zealand Institute of Agricultural Science, Ray Richards Publisher .
  • MacArthur, A. 2007. Field guide for the ASD FieldSpec Pro – radiance/irradiance measurements in raw DN mode. Version 2. Natural Environment Research Council, Field Spectroscopy Facility. http://fsf.nerc.ac.uk/resources/guides/pdf_guides/asd_guide_v2_RadIrrad.pdf (http://fsf.nerc.ac.uk/resources/guides/pdf_guides/asd_guide_v2_RadIrrad.pdf) (Accessed: 8 October 2008 ).
  • Majeke , B. , van Aardt , J. A. N and Cho , M. A. 2008 . Imaging Spectroscopy of Foliar Biochemistry in Forestry Environments . Southern Forest , 70 : 275 – 85 .
  • Malley , D. F. and Martin , P. D. 2003 . “ The Use of Near-Infrared Spectroscopy for Soil Analysis ” . In Tools for Nutrient and Pollutant Management: Application to Agriculture and Environmental Quality , Edited by: Currie , L. D. and Hanly , J. A. 371 – 404 . Palmerston North : Fertilizer and Lime Research Centre, Massey University .
  • Martens , H. and Martens , M. 2000 . Modified Jack-Knife Estimation of Parameter Uncertainty in Bilinear Modelling by Partial Least Squares Regression (PLSR) . Food Quality and Preference , 11 : 5 – 16 .
  • McKenzie , B. A. , Kemp , P. D. , Moot , D. J. and Lucas , R. J. 1999 . “ Environmental Effects on Plant Growth and Development ” . In New Zealand Pasture and Crop Science , Edited by: White , J. and Hodgson , J. 29 – 44 . Auckland : Oxford University Press .
  • McNaught , K. J. 1970 . Diagnosis of Mineral Deficiencies in Grass-Legume Pastures by Plant Analysis . International Grassland Congress Proceedings , 11 : 334 – 38 .
  • Milton , E. J. , Schaepman , M. E. , Anderson , K. , Kneubuhler , M. and Fox , N. 2007 . Progress in Field Spectroscopy . Remote Sensing of Environment. , doi: 10.1016/j.rse.2007.08.001
  • Mutanga , O. and Skidmore , A. K. 2007 . Red Edge Shift and Biochemical Content in Grass Canopies . ISPRS Journal of Photogrammetry & Remote Sensing , 62 : 34 – 42 .
  • Mutanga , O. , Skidmore , A. K. , Kumar , L. and Ferwerda , J. 2005 . Estimating Tropical Pasture Quality at Canopy Level Using Band Depth Analysis with Continuum Removal in the Visible Domain . International Journal of Remote Sensing , 26 : 1093 – 108 .
  • Mutanga , O. , Skidmore , A. K. and Prins , H. H. T. 2004 . Predicting In Situ Pasture Quality in the Kruger National Park, South Africa, Using Continuum-Removed Absorption Features . Remote Sensing of Environment , 89 : 393 – 408 .
  • Roberts , A. H. C. and Morton , J. D. 1999 . Fertiliser Use on New Zealand Dairy Farms , 36 Auckland : New Zealand Fertiliser Manufacturer's Research Association .
  • Roberts , C. A. , Stuth , J. and Flinn , P. 2004 . “ Analysis of Forages and Feedstuffs ” . In Near-Infrared Spectroscopy in Agriculture , Edited by: Roberts , C. A. , Workman , J. Jr and Reeves , J. B. 231 – 67 . Madison , WI : American Society of Agronomy, Crop Science Society of America, Soil Science Society of America .
  • Sanches , I. D. 2009 . “Hyperspectral Proximal Sensing of the Botanical Composition and Nutrient Content of New Zealand Pastures ” . In A thesis presented in partial fulfilment of the requirements for the degree of Doctor of Philosophy in Earth Science , Palmerston North , , New Zealand : Massey University .
  • Sanches , I. D. , Tuohy , M. P. and Hedley , M. J. November 2006 . “ Measuring Pasture Biomass and Nitrogen with a Spectroradiometer ” . In 13th Australasian Remote Sensing and Photogrammetry Conference November , 20 – 24 . Canberra , , Australia
  • Sanches , I. D. , Tuohy , M. P. , Hedley , M. J. and Bretherton , M. R. 2009 . Large, Durable and Low-Cost Reflectance Standard for Field Remote Sensing Applications . International Journal of Remote Sensing , 30 : 2309 – 19 .
  • Sanches , I. D. , Tuohy , M. P. , Hedley , M. J. and Mackay , A. D. “Prediction of Grazed Pasture Nitrogen Content Using Proximal Sensing Under New Zealand Livestock Systems.” . Proceedings of the 14th Australasian Remote Sensing and Photogrammetry Conference . 29 September 3 October . Darwin , , Australia
  • Schlerf , M. , Atzberger , C. , Hill , J. , Buddenbaum , H. , Werner , W. and Schüler , G. 2010 . Retrieval of Chlorophyll and Nitrogen in Norway Spruce (Picea Abies L. Karst.) Using Imaging Spectroscopy . International Journal of Applied Earth Observation and Geoinformation , 12 : 17 – 26 .
  • Smith , G. S. and Middleton , K. R. 1978 . Sodium and Potassium Content of Topdressed Pasture in New Zealand in Relation to Plant and Animal Nutrition . New Zealand Journal of Experimental Agriculture , 6 : 217 – 25 .
  • Thomas , G. W. and Hipp , B. W. 1968 . “ Soil Factors Affecting Potassium Availability ” . In The Role of Potassium in Agriculture , Edited by: Kilmer , V. J. , Younts , S. E. and Brady , N. C. 269 – 91 . Madison , WI : Agronomy Society of America, Crop Science Society of America, Soil Science Society of America .
  • Thulin , S. M. , Held , A. A. and Hill , M. E. Analysis of temperate pasture quality using spectrometer data captured at different resolutions . 13th Australasian Remote Sensing and Photogrammetry Conference . Canberra , , Australia CDROM – paper code 424
  • Tsai , F. and Philpot , W. 1998 . Derivative Analysis of Hyperspectral Data . Remote Sensing of Environment , 66 : 41 – 51 .
  • Wang , Y. , Wang , F. , Huang , J. , Wang , X. and Liu , Z. 2009 . Validation of Artificial Neural Network Techniques in the Estimation of Nitrogen Concentration in Rape Using Canopy Hyperspectral Reflectance Data . International Journal of Remote Sensing , 30 : 4493 – 505 .
  • Williams , P. H.. 1988 . The Fate of Potassium in Grazed Dairy Pastures , Massey University, Palmerston North : Doctor of Philosophy .
  • Williams , P. C. 2001 . “ Implementation of Near-Infrared Technology ” . In Near-Infrared Technology in the Agricultural and Food Industries , Edited by: Williams , P. C. and Norris , K. H. 145 – 69 . St. Paul , MN : American Association of Cereal Chemists Inc .
  • Yoder , B. J. and Pettigrew-Crosby , R. E. 1995 . Predicting Nitrogen and Chlorophyll Content and Concentrations from Reflectance Spectra (400–2500 nm) at Leaf and Canopy Scales . Remote Sensing of Environment , 53 : 199 – 211 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.