129
Views
0
CrossRef citations to date
0
Altmetric
Research Article

Multi-parameter optimization for Vis–NIR spectroscopic analysis of multiple indicators of soil heavy metal in the tideland reclamation area of the Pearl River Delta

, , &

References

  • Aly, N. A., G. Casillas, Y. S. Luo, T. J. McDonald, T. L. Wade, R. Zhu, G. Newman, D. Lloyd, F. A. Wright, W. A. Chiu, et al. 2021. Environmental impacts of Hurricane Florence flooding in eastern North Carolina: Temporal analysis of contaminant distribution and potential human health risks. Journal of exposure science & environmental epidemiology. 31 (5):810–22. doi:10.1038/s41370-021-00325-5.
  • Boiteau, R. M., S. J. Fansler, Y. Farris, J. B. Shaw, D. W. Koppenaal, L. Pasa-Tolic, and J. K. Jansson. 2019. Siderophore profiling of co-habitating soil bacteria by ultra-high resolution mass spectrometry. Metallomics 11 (1):166–75. doi:10.1039/c8mt00252e.
  • Chen, H., T. Pan, J. Chen, and Q. Lu. 2011. Waveband selection for NIR spectroscopy analysis of soil organic matter based on SG smoothing and MWPLS methods. Chemometrics and Intelligent Laboratory Systems. 107 (1):139–46. doi:10.1016/j.chemolab.2011.02.008.
  • Chen, J., M. Li, T. Pan, L. Pang, L. Yao, and J. Zhang. 2019. Rapid and non-destructive analysis for the identification of multi-grain rice seeds with near-infrared spectroscopy. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 219:179–85. doi:10.1016/j.saa.2019.03.105.
  • Chen, J., L. Peng, Y. Han, L. Yao, J. Zhang, and T. Pan. 2018. A rapid quantification method for the screening Indicator for β-thalassemia with near-infrared spectroscopy. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 193:499–506. doi:10.1016/j.saa.2017.12.068.
  • Chen, J., Z. Yin, Y. Tang, and T. Pan. 2017. Vis-NIR spectroscopy with moving-window PLS method applied to rapid analysis of whole blood viscosity. Analytical and Bioanalytical Chemistry. 409 (10):2737–45. doi:10.1007/s00216-017-0218-9.
  • Chen, T., Q. Chang, C. Jgpw, and L. Kooistra. 2015. Rapid identification of soil cadmium pollution risk at regional scale based on visible and near-infrared spectroscopy. Environmental Pollution 206:217–26. doi:10.1016/j.envpol.2015.07.009.
  • Choi, S. H., E. M. Choi, Y. R. Lee, and K. S. Park. 2021. Study of the transition pattern of heavy metal absorption in a rice-related matrix. Analytical Letters 54 (13):2171–81. doi:10.1080/00032719.2020.1844223.
  • Fedotov, P. S., E. Y. Savonina, R. Wennrich, and D. V. Ladonin. 2007. Studies on trace and major elements association in soils using continuous-flow leaching in rotating coiled columns. Geoderma 142:58–68. doi:10.1016/j.geoderma.2007.07.014.
  • Han, Y., J. Chen, T. Pan, and G. Liu. 2015. Determination of glycated hemoglobin using near-infrared spectroscopy combined with equidistant combination partial least squares. Chemometrics and Intelligent Laboratory Systems. 145:84–92. doi:10.1016/j.chemolab.2015.04.015.
  • Hasan, M., D. Kausar, G. Akhter, and M. H. Shah. 2018. Evaluation of the mobility and pollution index of selected essential/toxic metals in paddy soil by sequential extraction method. Ecotoxicology and environmental safety. 147:283–91. doi:10.1016/j.ecoenv.2017.08.054.
  • Horta, A., B. Malone, U. Stockmann, B. Minasny, T. F. A. Bishop, A. B. McBratney, R. Pallasser, and L. Pozza. 2015. Potential of integrated field spectroscopy and spatial analysis for enhanced assessment of soil contamination: A prospective review. Geoderma 241-242:180–209. doi:10.1016/j.geoderma.2014.11.024.
  • Jiang, J., R. J. Berry, H. W. Siesler, and Y. Ozaki. 2002. Wavelength interval selection in multicomponent spectral Analysis by Moving Window Partial Least-Squares Regression with Applications to Mid-Infrared and Near-Infrared Spectroscopic Data. Analytical Chemistry 74 (14):3555–65. doi:10.1021/ac011177u.
  • Lazaar, A., A. M. Mouazen, K. EL Hammouti, M. Fullen, B. Pradhan, M. Ms, K. Andich, and A. Monir. 2020. The application of proximal visible and near-infrared spectroscopy to estimate soil organic matter on the Triffa Plain of Morocco. International Soil and Water Conservation Research. 8 (2):195–204. doi:10.1016/j.iswcr.2020.04.005.
  • Li, H., Y. Liang, Q. Xu, and D. Cao. 2009. Key wavelengths screening using competitive adaptive reweighted sampling method for multivariate calibration. Analytica chimica acta. 648 (1):77–84. doi:10.1016/j.aca.2009.06.046.
  • Liu, G., H. Guo, T. Pan, J. Wang, and G. Cao. 2014. Vis-NIR spectroscopic pattern recognition combined with SG smoothing applied to breed screening of transgenic sugarcane. Spectroscopy Spectrometry Analysis. 34 (10):2701–06. doi:10.3964/j.issn.1000-0593.
  • Liu, J., J. Han, J. Xie, H. Wang, W. Tong, and Y. Ba. 2020. Assessing heavy metal concentrations in earth-cumulic-orthic-anthrosols soils using Vis-NIR spectroscopy transform coupled with chemometrics. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 226:117639. doi:10.1016/j.saa.2019.117639.
  • Liu, Z., B. Liu, T. Pan, and J. Yang. 2013. Determination of amino acid nitrogen in tuber mustard using near-infrared spectroscopy with waveband selection stability. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 102:269–74. doi:10.1016/j.saa.2012.10.006.
  • Long, X., G. Liu, T. Pan, and J. Chen. 2014. Waveband selection of reagent-free determination for thalassemia screening indicators using Fourier transform infrared spectroscopy with attenuated total reflection. Journal of Biomedical Optics. 19 (8):087004. doi:10.1117/1.JBO.19.8.087004.
  • Lyu, N., J. Chen, T. Pan, L. Yao, Y. Han, and J. Yu. 2016. Near-infrared spectroscopy combined with equidistant combination partial least squares applied to multi-index analysis of corn. Infrared Physics and Technology 76:648–54. doi:10.1016/j.infrared.2016.01.022.
  • Massadeh, A. M., A.W. El-Rjoob, and M. N. Al-Omari. 2016. Assessment of Heavy Metals in Different Parts of Ruta chalepensis L. Rutaceae Medicinal Plant and Soil Samples Collected from Three Selected Zones in Jordan. Soil and Sediment Contamination: An International Journal. 25 (6):587–96. doi:10.1080/15320383.2016.1184618.
  • Massadeh, A. M., A.W. El-Rjoob, and M. N. Al-Omari. 2021. Investigation of Metal levels in Artemisia herba-alba Medicinal Plant and Soil Samples Collected from Different Areas in Jordan Country. Soil and Sediment Contamination: An International Journal. 30 (2):1–15. doi:10.1080/15320383.2020.1832041.
  • Muhammad, Z., A. Wiqar, H. Fida, A. Waqas, N. Muhammad, S. Masood, and A. Ibrar. 2020. Phytostabalization of the heavy metals in the soil with biochar applications, the impact on chlorophyll, carotene, soil fertility and tomato crop yield. Journal of Cleaner Production. 255:120318. doi:10.1016/j.jclepro.2020.120318.
  • Narin, I., M. Soylak, and M. Dogan. 1997. Traffic pollution in Nigde-Turkiye: Investigation of trace element contents of soil samples. Fresenius Environmental bulletin 6 (11):749–52.
  • Pan, T., Z. Chen, J. Chen, and Z. Liu. 2012. Near-infrared spectroscopy with waveband selection stability for the determination of COD in sugar refinery wastewater. Analytical Methods 4 (4):1046–52. doi:10.1039/c2ay05856a.
  • Pan, T., Y. Han, J. Chen, L. Yao, and J. Xie. 2016. Optimal partner wavelength combination method with application to near-infrared spectroscopic analysis. Chemometrics and Intelligent Laboratory Systems. 156:217–23. doi:10.1016/j.chemolab.2016.05.022.
  • Pan, T., M. Li, and J. Chen. 2014. Selection method of quasi-continuous wavelength combination with applications to the near-infrared spectroscopic analysis of soil organic matter. Applied Spectroscopy 68 (3):263–71. doi:10.1366/13-07088.
  • Pan, T., M. Li, J. Chen, and H. Xue. 2014. Quantification of glycated hemoglobin indicator HbA1c through near-infrared spectroscopy. Journal of Innovative Optical Health Sciences. 7 (04):1350060. doi:10.1142/S1793545813500600.
  • Pan, T., J. Liu, J. Chen, G. Zhang, and Y. Zhao. 2013. Rapid determination of preliminary thalassaemia screening indicators based on near-infrared spectroscopy with wavelength selection stability. Analytical Methods 5 (17):4355–62. doi:10.1039/c3ay40732b.
  • Pan, T., Z. Wu, and H. Chen. 2012. Waveband optimization for near-infrared spectroscopic analysis of total nitrogen in soil. Chinese Journal of Analytical Chemistry. 40 (6):920–24. doi:10.3724/SP.J.1096.2012.10987.
  • Pan, T., B. Yan, J. Chen, and L. Yao. 2018. Discrete combination method based on equidistant wavelength screening and its application to near-infrared analysis of hemoglobin. Frontiers of Optoelectronics. 11 (3):296–305. doi:10.1007/s12200-018-0804-2.
  • Pudelko, A., and M. Chodak. 2020. Estimation of total nitrogen and organic carbon contents in mine soils with NIR reflectance spectroscopy and various chemometric methods. Geoderma 368:114306. doi:10.1016/j.geoderma.2020.114306.
  • Savitzky, A., and M. J. E. Golay. 1964. Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry 36 (8):1627–39. doi:10.1021/ac60214a047.
  • Shamim, A. M., C. Guilhem, A. Muliadi, B. Ebrahim, A. Munmun, L. Niklas, M. Richard, C. Jo, K. Liv, C. Lynne, et al. 2016. Municipal composts reduce the transfer of Cd from soil to vegetables. Environmental Pollution. 213:8–15. doi:10.1016/j.envpol.2016.01.072.
  • Sousa, A. C., L. Mmlm, O. F. Bezerra, G. P. S. Marcone, A. F. C. Pereira, E. O. Dantas, W. D. Fragoso, M. C. U. Araujo, and R. K. H. Galvao. 2007. A method for determination of COD in a domestic wastewater treatment plant by using near-infrared reflectance spectrometry of seston. Analytica Chimica Acta. 588 (2):231–36. doi:10.1016/j.aca.2007.02.022.
  • Soylak, M., and O. Turkoglu. 1999. Trace metal accumulation caused by traffic in an agricultural soil near a motorway in Kayseri, Turkey. Journal of Trace and Microprobe Techniques. 17 (2):209–17.
  • Sun, W., X. Zhang, X. Sun, Y. Sun, and Y. Cen. 2018. Predicting nickel concentration in soil using reflectance spectroscopy associated with organic matter and clay minerals. Geoderma 327:25–35. doi:10.1016/j.geoderma.2018.04.019.
  • Sungur, A., M. Soylak, E. Yilmaz, S. Yilmaz, and H. Ozcan. 2015. Characterization of Heavy Metal Fractions in Agricultural Soils by Sequential Extraction Procedure: The Relationship Between Soil Properties and Heavy Metal Fractions. Soil and Sediment Contamination: An International Journal. 24 (1):1–15. doi:10.1080/15320383.2014.907238.
  • Tan, H., S. Liao, T. Pan, J. Zhang, and J. Chen. 2020. Rapid and simultaneous analysis of direct and indirect bilirubin indicators in serum through reagent-free visible-near-infrared spectroscopy combined with chemometrics.Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 233:118215. doi:10.1016/j.saa.2020.118215.
  • Tan, K., H. Wang, Q. Zhang, and X. Jia. 2018. An improved estimation model for soil heavy metal(loid) concentration retrieval in mining areas using reflectance spectroscopy. Journal of Soils Sediments 18 (5):2008–22. doi:10.1007/s11368-018-1930-6.
  • The National Standard of the People’s Republic of China (GB15618-1995). 1997. Environmental quality standard for soils. Beijing: Standards Press of China.
  • Tóth, G., T. Hermann, M. R. Da Silva, and L. Montanarella. 2016. Heavy metals in agricultural soils of the European Union with implications for food safety. Environment International 88:299–309. doi:10.1016/j.envint.2015.12.017.
  • Tumsavas, Z. 2017. Application of visible and near infrared reflectance spectroscopy to predict total nitrogen in soil. Journal of Environmental Biology 38 (5(SI)):1101–06. doi:10.22438/jeb/38/5(SI)/GM-29.
  • Wang, X., S. An, Y. Xu, H. Hou, F. Chen, Y. Yang, S. Zhang, and R. Liu. 2020. A back propagation neural network model optimized by mind evolutionary algorithm for estimating Cd, Cr, and Pb concentrations in soils using Vis-NIR diffuse reflectance spectroscopy. Applied Sciences 10 (1):51. doi:10.3390/app10010051.
  • Xie, J., T. Pan, J. Chen, H. Chen, and X. Ren. 2010. Joint optimization of Savitzky-Golay smoothing models and partial least squares factors for near-infrared spectroscopic analysis of serum glucose. Chinese Journal of Analytical Chemistry. 38 (3):342–46. doi:10.3724/SP.J.1096.2010.00342.
  • Xu, D., S. Chen, R. A. V. Rossel, A. Biswas, S. Li, Y. Zhou, and Z. Shi. 2019. X-ray fluorescence and visible near infrared sensor fusion for predicting soil chromium content. Geoderma 352:61–69. doi:10.1016/j.geoderma.2019.05.036.
  • Yang, Y., F. Lei, J. Zhang, L. Yao, J. Chen, and T. Pan. 2019. Equidistant combination wavelength screening and step-by-step phase-out method for the near-infrared spectroscopic analysis of serum urea nitrogen. Journal of Innovative Optical Health Sciences. 12 (06):1950018. doi:10.1142/S1793545819500184.
  • Yao, L., N. Lyu, J. Chen, T. Pan, and J. Yu. 2016. Joint analyses model for total cholesterol and triglyceride in human serum with near-infrared spectroscopy. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 159:53–59. doi:10.1016/j.saa.2016.01.022.
  • Yao, L., Y. Tang, Z. Yin, T. Pan, and J. Chen. 2017. Repetition rate priority combination method based on equidistant wavelengths screening with application to NIR analysis of serum albumin. Chemometrics and Intelligent Laboratory Systems. 162:191–96. doi:10.1016/j.chemolab.2017.01.017.
  • Zhang, H., X. Li, W. Fan, Y. Liang, and Y. Tang. 2010. Determination of protein and fat in liquid milk by NIR combined with CARS variables screening method. Journal of Instrumental Analysis. 29:430–34. doi:10.3969/j.issn.1004-4957.2010.05.002.
  • Zhang, J., F. Lei, M. Li, T. Pan, L. Yao, and J. Chen. 2019. Spectral noise-to-signal ratio priority method with application for visible and near-infrared analysis of whole blood viscosity. Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy. 219:427–35. doi:10.1016/j.saa.2019.04.028.
  • Zhou, X., N. Zheng, C. Su, J. Wang, and H. Soyeurt. 2019. Relationships between Pb, As, Cr, and Cd in individual cows’ milk and milk composition and heavy metal contents in water, silage, and soil. Environmental Pollution 255:113322. doi:10.1016/j.envpol.2019.113322.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.