Optimization of measuring procedure of farmland soils using laser-induced breakdown spectroscopy

被引:8
作者
Xu, Xuebin [1 ,2 ]
Du, Changwen [1 ,2 ]
Ma, Fei [1 ]
Shen, Yazhen [1 ]
Zhang, Yiqiang [3 ]
Zhou, Jianmin [1 ]
机构
[1] Chinese Acad Sci, Inst Soil Sci, State Key Lab Soil & Sustainable Agr, Nanjing 210008, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Water Conservancy Res Inst Bayannur City, Bayannur 015000, Peoples R China
基金
中国国家自然科学基金;
关键词
HETAO IRRIGATION DISTRICT; ORGANIC-MATTER; PHOTOACOUSTIC-SPECTROSCOPY; QUANTITATIVE-ANALYSIS; ELEMENTAL ANALYSIS; LIBS; CARBON; NITROGEN; EVAPOTRANSPIRATION; GROUNDWATER;
D O I
10.1002/saj2.20071
中图分类号
S15 [土壤学];
学科分类号
0903 ; 090301 ;
摘要
Laser-induced breakdown spectroscopy (LIBS) is an emerging multi-elemental analytical technique offering fast and simultaneous quantification of soil properties with minimal sample preparation and effective cost. Due to soil heterogeneity, spectral variation however limits the quantitative robustness. In this study, 348 soil samples were collected and prepared for acquisition of LIBS spectra. Influences of shot layer and number on LIBS quality were evaluated by spectral intensity and relative standard deviation (RSD). Effects of shot layer and number and five normalization procedures on LIBS ability to measure soil organic matter (SOM), total nitrogen (TN), and total soluble salt content (TSC), were evaluated using partial least squares regression (PLSR). Increasing shot number reduced LIBS spectral variance, thereby improving the quantitative accuracy of selected soil properties. Deep shot layers (4th or 5th shot layers) reduced the intensities of soil spectra and thereby decreased the quantitative accuracy for TSC. However, deep shot layers improved the SOM and TN prediction performances. Among the normalization approaches, the method based on the correction of Si line (DS) showed superior performance for improving quantitation of SOM and TN. The arithmetic average method (AA) was best for TSC prediction. Optimization of shot layer, number and normalization procedures of LIBS spectra resulted in fair prediction of SOM (residual prediction deviation of validation set, RPDV = 1.608), good prediction of TN (RPDV = 1.836), and very good quantitative analysis of TSC (RPDV = 2.456). Therefore, our findings illustrate very good potential for improving the quantitative accuracy of the LIBS soil spectra.
引用
收藏
页码:1307 / 1326
页数:20
相关论文
共 74 条
[1]   Qualitative evaluation of maternal milk and commercial infant formulas via LIBS [J].
Abdel-Salam, Z. ;
Al Sharnoubi, J. ;
Harith, M. A. .
TALANTA, 2013, 115 :422-426
[2]   On the elemental analysis of different cigarette brands using laser induced breakdown spectroscopy and laser-ablation time of flight mass spectrometry [J].
Ahmed, Nasar ;
Umar, Zeshan A. ;
Ahmed, Rizwan ;
Baig, M. Aslam .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2017, 136 :39-44
[3]   Organic matter in soil particle size and density fractions from maize and legume cropping systems [J].
Barrios, E ;
Buresh, RJ ;
Sprent, JI .
SOIL BIOLOGY & BIOCHEMISTRY, 1996, 28 (02) :185-193
[4]   Optimization of the spectral data processing in a LIBS simultaneous elemental analysis system [J].
Body, D ;
Chadwick, BL .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2001, 56 (06) :725-736
[5]   Control factors in the segregation of Mollisols and Aridisols of the semiarid-arid transition of Argentina [J].
Bravo, Oscar ;
Blanco, Maria del C. ;
Amiotti, Nilda .
CATENA, 2007, 70 (02) :220-228
[6]   Comparing vis-NIRS, LIBS, and Combined vis-NIRS-LIBS for Intact Soil Core Soil Carbon Measurement [J].
Bricklemyer, Ross S. ;
Brown, David J. ;
Turk, Philip J. ;
Clegg, Samuel .
SOIL SCIENCE SOCIETY OF AMERICA JOURNAL, 2018, 82 (06) :1482-1496
[7]   Variables influencing the precision of laser-induced breakdown spectroscopy measurements [J].
Castle, BC ;
Talabardon, K ;
Smith, BW ;
Winefordner, JD .
APPLIED SPECTROSCOPY, 1998, 52 (05) :649-657
[8]   Twelve different types of data normalization for the proposition of classification, univariate and multivariate regression models for the direct analyses of alloys by laser-induced breakdown spectroscopy (LIBS) [J].
Castro, Jeyne Pricylla ;
Pereira-Filho, Edenir Rodrigues .
JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2016, 31 (10) :2005-2014
[9]   Impact of agricultural water-saving practices on regional evapotranspiration: The role of groundwater in sustainable agriculture in arid and semi-arid areas [J].
Chen, Hang ;
Huo, Zailin ;
Dai, Xiaoqin ;
Ma, Suying ;
Xu, Xu ;
Huang, Guanhua .
AGRICULTURAL AND FOREST METEOROLOGY, 2018, 263 :156-168
[10]   Effect of laser-induced crater depth in laser-induced breakdown spectroscopy emission features [J].
Corsi, M ;
Cristoforetti, G ;
Hidalgo, M ;
Iriarte, D ;
Legnaioli, S ;
Palleschi, V ;
Salvetti, A ;
Tognoni, E .
APPLIED SPECTROSCOPY, 2005, 59 (07) :853-860