Arid
DOI10.1255/jnirs.1157
Using visible and near infrared spectroscopy to estimate carbonates and gypsum in soils in arid and subhumid regions of Isfahan, Iran
Khayamim, Fatemah1; Wetterlind, Johanna2; Khademi, Hossein1; Robertson, A. H. Jean3; Faz Cano, Angel4; Stenberg, Bo2
通讯作者Stenberg, Bo
来源期刊JOURNAL OF NEAR INFRARED SPECTROSCOPY
ISSN0967-0335
出版年2015
卷号23期号:3页码:155-165
英文摘要

Soils in arid and semi-arid regions are strongly affected by the accumulation of carbonates, gypsum and other, more soluble, salts. Carbonates and gypsum both have a considerable influence on soil properties, especially the chemical properties of the soil solution. The development of reliable, fast and inexpensive methods to quantify the amounts of carbonates and gypsum in soil is therefore important. Visible and near infrared (vis-NIR) spectroscopy is a non-destructive, rapid and cheap method for measuring several soil properties simultaneously. However, research on vis-NIR spectroscopy in quantifying carbonates and gypsum is limited. Therefore, this study evaluated the efficiency of vis-NIR spectroscopy in quantifying carbonates and gypsum in surface soils using partial least-squares regression (PLSR) compared with standard laboratory methods and compared PLSR with a feature-specific method using continuum removal (CR). Carbonates and gypsum in a total of 251 sieved and air-dried topsoil samples from Isfahan Province in central Iran were measured by standard laboratory methods and vis-NIR spectroscopy (350-2500nm wavelength range). In parallel, PLSR and the feature-specific method based on CR spectra were used to predict carbonates and gypsum. The PLSR model efficiency (E) for carbonates and gypsum in the validation set was 0.52 and 0.80, respectively. The PLSR model resulted in better predictions than the feature-specific method for both soil properties. Because of the unique absorption features of gypsum, which did not overlap with other soil properties, predictions of gypsum resulted in higher Evalues and lower errors than predictions of carbonates.


英文关键词gypsum carbonates vis-NIR spectroscopy continuum removal partial least-squares regression (PLSR)
类型Article
语种英语
国家Iran ; Sweden ; Scotland ; Spain
收录类别SCI-E
WOS记录号WOS:000361422600004
WOS关键词AIRBORNE HYPERSPECTRAL MEASUREMENTS ; REFLECTANCE SPECTROSCOPY ; SPECTRA ; SELECTION ; DROUGHT ; SCIENCE ; SAMPLES ; LEAST ; FIELD ; CLAY
WOS类目Chemistry, Applied ; Spectroscopy
WOS研究方向Chemistry ; Spectroscopy
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/188880
作者单位1.Isfahan Univ Technol, Dept Soil Sci, Esfahan 8415683111, Iran;
2.Swedish Univ Agr Sci, Dept Soil & Environm, S-53223 Skara, Sweden;
3.James Hutton Inst, Aberdeen AB15 8QH, Scotland;
4.Tech Univ Cartagena, Dept Agr Prod, Cartagena 30203, Spain
推荐引用方式
GB/T 7714
Khayamim, Fatemah,Wetterlind, Johanna,Khademi, Hossein,et al. Using visible and near infrared spectroscopy to estimate carbonates and gypsum in soils in arid and subhumid regions of Isfahan, Iran[J],2015,23(3):155-165.
APA Khayamim, Fatemah,Wetterlind, Johanna,Khademi, Hossein,Robertson, A. H. Jean,Faz Cano, Angel,&Stenberg, Bo.(2015).Using visible and near infrared spectroscopy to estimate carbonates and gypsum in soils in arid and subhumid regions of Isfahan, Iran.JOURNAL OF NEAR INFRARED SPECTROSCOPY,23(3),155-165.
MLA Khayamim, Fatemah,et al."Using visible and near infrared spectroscopy to estimate carbonates and gypsum in soils in arid and subhumid regions of Isfahan, Iran".JOURNAL OF NEAR INFRARED SPECTROSCOPY 23.3(2015):155-165.
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