Prediction of phosphorus sorption indices and isotherm parameters in agricultural soils using mid-infrared spectroscopy

被引:17
|
作者
Dunne, K. S. [1 ,2 ]
Holden, N. M. [2 ]
O'Rourk, S. M. [2 ]
Fenelon, A. [1 ]
Daly, K. [1 ]
机构
[1] TEAGASC, Environm Soils & Land Use Dept, Wexford, Ireland
[2] Univ Coll Dublin, Sch Biosyst & Food Engn, Dublin 4, Ireland
关键词
Soil; Phosphorus; Sorption; Mid-infrared; Spectroscopy; Chemometrics; INFRARED REFLECTANCE SPECTROSCOPY; BUFFERING INDEX; PHOSPHATE SORPTION; ORGANIC-MATTER; PASTURE SOILS; OPPORTUNITIES; AVAILABILITY; MANAGEMENT; REGRESSION; FERTILIZER;
D O I
10.1016/j.geoderma.2019.113981
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
Phosphorus is a macro nutrient essential for optimum crop growth and animal health. The soil's ability to supply P in an available form is influenced by sorption capacity and P binding energies in soil. These properties are usually derived from sorption isotherms that are time consuming and difficult for routine analysis. Mid-infrared diffuse reflectance Fourier transform (MIR DRIFT) spectroscopy is a rapid analysis technique that can potentially replace extractive and digestive techniques traditionally used in soil analysis. This study explored the application of MIR DRIFT in combination with chemometrics, to predict indicators of soil fertility and quality, specifically, P sorption properties. Using an archive of 11 great soil groups a P sorption reference library was generated using five different sorption models; (1) single point sorption index; (2) Langmuir sorption isotherm in the 0-25 mg l(-1) P range; (3) Langmuir sorption isotherm in the 0-50 mg l(-1) P range; (4) Freundlich sorption isotherm in the 0-25 mg l(-1 )P range; and (5) Freundlich sorption isotherm in the 0-50 mg l(-1) P range. Thirteen reference values were generated for each sample for calibration and validation of P sorption models developed from MIR DRIFT spectra. Validation of the single point P sorption index and Langmuir parameters were satisfactory for rough screening with the exception of the Langmuir binding energy in the 0-50 mg l(-1) P range (k(50) [8]). The P sorption capacity remaining was the best predicted parameter and the Freundlich sorption isotherm predictions were poor. The results indicated that there is potential for benchtop MIR to describe P sorption properties in agricultural soil to improve management decisions and that soil specific models could be developed to further enhance prediction performance.
引用
收藏
页数:9
相关论文
共 50 条
  • [31] Chemotyping using synchrotron mid-infrared and X-ray spectroscopy to improve agricultural production
    Tanino, K.
    Willick, R.
    Hamilton, K.
    Vijayan, P.
    Jiang, Y.
    Brar, G. S.
    Yu, P.
    Kalcsits, L.
    Lahlali, R.
    Smith, B.
    Fowler, D. Brian
    Kutcher, R.
    Bueckert, R.
    Warkentin, T.
    Karunakaran, C.
    CANADIAN JOURNAL OF PLANT SCIENCE, 2017, 97 (06) : 982 - 996
  • [32] Estimation of aggregate stability of some soils in the loam belt of Belgium using mid-infrared spectroscopy
    Afriyie, Ernest
    Verdoodt, Ann
    Mouazen, Abdul M.
    SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 744
  • [33] Deriving sorption indices for the prediction of potential phosphorus loss from calcareous soils
    Qiaoyun Xue
    Lingli Lu
    Yuanqing Zhou
    Lingyu Qi
    Peibin Dai
    Xiaoxia Liu
    Chengliang Sun
    Xianyong Lin
    Environmental Science and Pollution Research, 2014, 21 : 1564 - 1571
  • [34] Deriving sorption indices for the prediction of potential phosphorus loss from calcareous soils
    Xue, Qiaoyun
    Lu, Lingli
    Zhou, Yuanqing
    Qi, Lingyu
    Dai, Peibin
    Liu, Xiaoxia
    Sun, Chengliang
    Lin, Xianyong
    ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2014, 21 (02) : 1564 - 1571
  • [35] Multianalyte serum analysis using mid-infrared spectroscopy
    Shaw, RA
    Kotowich, S
    Leroux, M
    Mantsch, HH
    ANNALS OF CLINICAL BIOCHEMISTRY, 1998, 35 : 624 - 632
  • [36] Human Milk Analysis Using Mid-Infrared Spectroscopy
    Groh-Wargo, Sharon
    Valentic, Jennifer
    Khaira, Sharmeel
    Super, Dennis M.
    Collin, Marc
    NUTRITION IN CLINICAL PRACTICE, 2016, 31 (02) : 266 - 272
  • [37] Herbal Tea Identification Using Mid-Infrared Spectroscopy
    Kokalj, Meta
    Stih, Karmen
    Kreft, Samo
    PLANTA MEDICA, 2014, 80 (12) : 1023 - 1028
  • [38] The use of diffuse reflectance mid-infrared spectroscopy for the prediction of the concentration of chemical elements estimated by X-ray fluorescence in agricultural and grazing European soils
    Soriano-Disla, J. M.
    Janik, L.
    McLaughlin, M. J.
    Forrester, S.
    Kirby, J.
    Reimann, C.
    APPLIED GEOCHEMISTRY, 2013, 29 : 135 - 143
  • [39] Mid-infrared reflectance spectroscopy as a tool for forage feed composition prediction
    Cleland, Josiah D.
    Johnson, Ellie
    Morel, Patrick C. H.
    Kenyon, Paul R.
    Waterland, Mark R.
    ANIMAL FEED SCIENCE AND TECHNOLOGY, 2018, 241 : 102 - 111
  • [40] Prediction of bovine milk true protein content by mid-infrared spectroscopy
    Botaro, Bruno Garcia
    Cortinhas, Cristina Simoes
    Mestieri, Lucineia
    Machado, Paulo Fernando
    dos Santos, Marcos Veiga
    CIENCIA RURAL, 2011, 41 (08): : 1472 - 1474