Knowledge Resource Center for Ecological Environment in Arid Area
DOI | 10.1255/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
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ISSN | 0967-0335 |
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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