Predicting Soil Phosphorus-Related Properties Using Near-Infrared Reflectance Spectroscopy

被引:52
作者
Abdi, Dalel [2 ]
Tremblay, Gaetan F. [1 ]
Ziadi, Noura [1 ]
Belanger, Gilles [1 ]
Parent, Leon-Etienne [2 ]
机构
[1] Agr & Agri Food Canada, Soils & Crops Res & Dev Ctr, Quebec City, PQ G1V 2J3, Canada
[2] Univ Laval, Dep Soils & Agri Food Engn, Quebec City, PQ G1K 7P4, Canada
关键词
DIFFUSE-REFLECTANCE; ORGANIC-MATTER; TOTAL NITROGEN; SPRING GROWTH; TIMOTHY; NIR; AVAILABILITY; CALIBRATION; EXTRACTION; CARBON;
D O I
10.2136/sssaj2012.0155
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
Near-infrared reflectance spectroscopy (NIRS) is a rapid, inexpensive, and accurate analysis technique for a wide variety of materials, and it is increasingly used in soil science. The objectives of our study were to examine the potential of NIRS to predict (i) soil P extracted by two methods [Mehlich 3 (M3P) and water (Cp)1, soil total P (TP), annual crop P-uptake, and annual P-budget, and (ii) other soil chemical properties [total C (TC), total N (TN), pH, and K, Al, Fe, Ca, Mg, Mn, Cu, and Zn extracted by Mehlich 3]. Soil samples (n = 448) were taken over a 7-yr period from an experimental site in Levis (Quebec, Canada) where timothy (Phleum pratense L.) was grown under four combinations of P and N fertilizer. The NIRS equations were developed using 80% of the samples for calibration and 20% for validation. The predictive ability of NIRS was evaluated using the coefficient of determination of validation (12,2) and the ratio of standard error of prediction to standard deviation (RPD). Results show that M3P, Cp, crop annual P-uptake, and annual P-budget were not accurately predicted by NIRS (R-v(2) < 0.70 and RPD < 1.75). Similar results were found for K and Cu. However, NIRS predictions were moderately useful for TP, TN, Fe, and Zn (0.70 <= R-v(2) < 0.80 and 1.75 <= RPD < 2.25), moderately successful for TC and Al (0.80 <= R-v(2) < 0.90 and 2.25 <= RPD < 3.00), successful for pH and Mg (0.90 <= R-v(2) <=. 0.95 and 3.00 <= RPD <= 4.00), and excellent for Ca and Mn (R-v(2) > 0.95 and RPD > 4.00). The NIRS predictive ability of several soil properties appears to be related to their relationship with soil organic C. Although NIRS can predict several soil properties, prediction of total P was the only soil P-related property, correlated to soil C, that was moderately useful.
引用
收藏
页码:2318 / 2326
页数:9
相关论文
共 53 条
[41]   POPULATION DEFINITION, SAMPLE SELECTION, AND CALIBRATION PROCEDURES FOR NEAR-INFRARED REFLECTANCE SPECTROSCOPY [J].
SHENK, JS ;
WESTERHAUS, MO .
CROP SCIENCE, 1991, 31 (02) :469-474
[42]   STRONTIUM CHLORIDE-CITRIC ACID-EXTRACTION EVALUATED AS A SOIL-TESTING PROCEDURE FOR PHOSPHORUS [J].
SIMARD, RR ;
SENTRAN, T ;
ZIZKA, J .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 1991, 55 (02) :414-421
[43]   Determination of clay and other soil properties by near infrared spectroscopy [J].
Sorensen, LK ;
Dalsgaard, S .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2005, 69 (01) :159-167
[44]   Near Infrared Reflectance Spectroscopy Prediction of Soil Nitrogen Supply in Humid Temperate Regions of Canada [J].
St Luce, Mervin ;
Ziadi, Noura ;
Nyiraneza, Judith ;
Tremblay, Gaetan F. ;
Zebarth, Bernie J. ;
Whalen, Joann K. ;
Laterriere, Mario .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2012, 76 (04) :1454-1461
[45]   Effects of soil sample pretreatments and standardised rewetting as interacted with sand classes on Vis-NIR predictions of clay and soil organic carbon [J].
Stenberg, Bo .
GEODERMA, 2010, 158 (1-2) :15-22
[46]  
SYSTAT, 2012, SIGMAPLOT 12 0
[47]   Usefulness of near-infrared spectroscopy to determine biological and chemical soil properties: Importance of sample pre-treatment [J].
Terhoeven-Urselmans, Thomas ;
Schmidt, Harald ;
Joergensen, Rainer Georg ;
Ludwig, Bernard .
SOIL BIOLOGY & BIOCHEMISTRY, 2008, 40 (05) :1178-1188
[48]   EVALUATION OF THE ELECTROULTRAFILTRATION TECHNIQUE (EUF) TO DETERMINE AVAILABLE P IN NEUTRAL AND CALCAREOUS SOILS [J].
TRAN, TS ;
SIMARD, RR ;
TABI, M .
COMMUNICATIONS IN SOIL SCIENCE AND PLANT ANALYSIS, 1992, 23 (17-20) :2261-2281
[49]   Extraction of soil organic phosphorus [J].
Turner, BL ;
Cade-Menun, BJ ;
Condron, LM ;
Newman, S .
TALANTA, 2005, 66 (02) :294-306
[50]   NIR and DRIFT-MIR spectrometry of soils for predicting soil and crop parameters in a flooded field [J].
van Groenigen, JW ;
Mutters, CS ;
Horwath, WR ;
van Kessel, C .
PLANT AND SOIL, 2003, 250 (01) :155-165