Infrared spectroscopy estimation methods for water-dissolved carbon and amino sugars in diverse Canadian agricultural soils

doi:10.1139/cjss-2018-0027

	Infrared spectroscopy estimation methods for water-dissolved carbon and amino sugars in diverse Canadian agricultural soils
	Reynolds, W. Dan 1; Zhang, Lei 1,2,3; Yang, Xueming 1; Drury, Craig 1; Chantigny, Martin 4; Gregorich, Edward 5; Miller, Jim 6; Bittman, Shabtai 7; Yang, Jingyi 1
刊名	CANADIAN JOURNAL OF SOIL SCIENCE
	2018-09-01
卷号	98 期号:3 页码:484-499
关键词	Infrared Spectra Organic Carbon Soil Water-dissolved Carbon Amino Sugars Modeling Prediction
ISSN号	0008-4271
DOI	10.1139/cjss-2018-0027
英文摘要	Infrared spectroscopy has the potential to rapidly analyse soil water-dissolved carbon and amino sugars. In this study, mid-infrared (MIR) and near-infrared (NIR) spectra collected from soil water extracts or from bulk soils were analysed with partial least squares regression (PLSr) to estimate the concentrations of water-dissolved carbon and amino sugars in diverse agricultural soils collected from five field sites in two western and two eastern Canadian provinces. The MIR-PLSr models developed from soil water extract spectra estimated hot-water (100 degrees C) dissolved carbon (HWDC) [R-2 = 0.97-0.70, ratio of prediction to deviation (RPDp) = 6.13-1.83] well, but the MIR-PLSr models did not estimate cold-water (21 degrees C) dissolved carbon (CWDC) well (R-2 = 0.82-0.50, RPDp = 2.35-1.42). The model estimates of HWDC at the multisite scale (all samples together) and for the two western Canada sites (R-2 = 0.97-0.93, RPDp = 6.13-3.68) surpass the modal estimates for the three eastern Canadian sites (R-2 = 0.81-0.70, RPDp = 2.28-1.83). The MIR- and NIR-PLSr models derived from bulk soil spectra both estimated HWDC well at the multisite scale (R-2 = 0.91-0.88, RPDp = 3.32-2.90) and for the western Canada sites (R-2 = 0.90-0.87, RPDp = 3.18-2.96). Models developed from hot-water extract spectra and bulk soil spectra resulted in poor estimates of soil amino sugars (R-2 = 0.74-0.21, RPDp = 1.99-1.12), except for the approximate quantitative estimation of muramic acid by models based on soil spectra at the western and the multisite scale (R-2 = 0.82-0.80, RPDp = 2.33-2.21). We concluded that MIR and NIR models at regional and multisite scales can be used as a tool to monitor HWDC but that additional research is required for estimating soil amino sugars.
WOS研究方向	Agriculture
语种	英语
出版者	CANADIAN SCIENCE PUBLISHING, NRC RESEARCH PRESS
WOS记录号	WOS:000443434000009
内容类型	期刊论文
源URL	[http://210.72.129.5/handle/321005/121213]
专题	中国科学院沈阳应用生态研究所
通讯作者	Yang, Xueming
作者单位	1.Agr & Agri Food Canada, Harrow Res & Dev Ctr, Harrow, ON N0R 1G0, Canada 2.Chinese Acad Sci, Inst Appl Ecol, 72 Wenhua Rd, Shenyang 110016, Liaoning, Peoples R China 3.Univ Chinese Acad Sci, 19A Yuquan Rd, Beijing 100049, Peoples R China 4.AAFC, Quebec Res & Dev Ctr, Quebec City, PQ G1V 2J3, Canada 5.AAFC, Cent Expt Farm, Ottawa Res & Dev Ctr, Quebec City, PQ K1A 0C6, Canada 6.AAFC, Lethbridge Res & Dev Ctr, Lethbridge, AB T1J 4B1, Canada 7.AAFC, Agassiz Res & Dev Ctr, Agassiz, BC V0M 1A0, Canada
推荐引用方式 GB/T 7714	Reynolds, W. Dan,Zhang, Lei,Yang, Xueming,et al. Infrared spectroscopy estimation methods for water-dissolved carbon and amino sugars in diverse Canadian agricultural soils[J]. CANADIAN JOURNAL OF SOIL SCIENCE,2018,98(3):484-499.
APA	Reynolds, W. Dan.,Zhang, Lei.,Yang, Xueming.,Drury, Craig.,Chantigny, Martin.,...&Yang, Jingyi.(2018).Infrared spectroscopy estimation methods for water-dissolved carbon and amino sugars in diverse Canadian agricultural soils.CANADIAN JOURNAL OF SOIL SCIENCE,98(3),484-499.
MLA	Reynolds, W. Dan,et al."Infrared spectroscopy estimation methods for water-dissolved carbon and amino sugars in diverse Canadian agricultural soils".CANADIAN JOURNAL OF SOIL SCIENCE 98.3(2018):484-499.