Estimation of potentially toxic elements contamination in anthropogenic soils on a brown coal mining dumpsite by reflectance spectroscopy: A case study

PLoS ONE

Volumn 10, Issue 2, 2015, Pages

  Gholizadeh, Asa ^a   Borùvka, Luboš ^a   Vašát, Radim ^a   Saberioon, Mohammadmehdi ^b   Klement, Aleš ^a   Kratina, Josef ^a   Tejnecký, Václav ^a   Drábek, Ondřej ^a  

^a CZECH UNIVERSITY OF LIFE SCIENCES PRAGUE   (Czech Republic)

^b UNIVERSITY OF SOUTH BOHEMIA   (Czech Republic)

Author keywords

[No Author keywords available]

Indexed keywords

ARSENIC; CADMIUM; COPPER; IRON; LEAD; MANGANESE; POTENTIALLY TOXIC ELEMENT; TOXIC SUBSTANCE; UNCLASSIFIED DRUG; ZINC; SOIL;

ANTHROPOGENIC SOIL; ARTICLE; BROWN COAL MINING DUMPSITE; CALIBRATION; CASE STUDY; COMPARATIVE STUDY; CONCENTRATION (PARAMETERS); CONTROLLED STUDY; CZECH REPUBLIC; FEASIBILITY STUDY; MAXIMAL COEFFICIENT OF DETERMINATION; MEASUREMENT ACCURACY; NEAR INFRARED REFLECTANCE SPECTROSCOPY; PARTIAL LEAST SQUARES REGRESSION; POLLUTION MONITORING; PREDICTIVE VALUE; RESIDUAL PREDICTION DEVIATION; ROOT MEAN SQUARE ERROR OF PREDICTION OF CROSS VALIDATION; SOIL; SOIL ANALYSIS; SOIL AND SOIL RELATED PHENOMENA; SOIL POLLUTION; STATISTICAL MODEL; STATISTICAL PARAMETERS; SUPPORT VECTOR MACHINE; VALIDATION PROCESS; VISIBLE NEAR INFRARED REFLECTANCE SPECTROSCOPY; ANALYSIS; CHEMISTRY; COAL MINING; ENVIRONMENTAL MONITORING; POLLUTION;

COAL MINING; ENVIRONMENTAL MONITORING; ENVIRONMENTAL POLLUTION; SOIL; SUPPORT VECTOR MACHINE;

EID: 84923301591     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0117457     Document Type: Article

References (47)

1. Li MS (2006) Ecological restoration of mineland with particular reference to the metalliferous mine wasteland in China: A review of research and practice. Sci Total Environ 357:38-53. PMID: 15992864
2. Strudl M, Boruvka L, Dimitrovsky K, Kozak J (2006) Content of potentially risk elements in natural and reclaimed soils of Sokolov region. Soil Water Res. 1:99-107.
3. Wu Y, Chen J, Wu X, Tian Q, Ji J, et al. (2005) Possibilities of reflectance spectroscopy for the assessment of contaminant elements in suburban soils. Appl Geochem 20:1051-1059.
4. N'Guessan YM, Probst JL, Bur T, Probst A, (2009) Trace elements in stream bed sediments from agricultural catchments (Gascogne region, S-W France): where do they come from? Sci Total Environ 407:2939-2952. doi: 10.1016/j.scitotenv. 2008.12.047 PMID: 19215965
5. Xie X, Pan XZ, Sun B (2012) Visible and near-infrared diffuse reflectance spectroscopy for prediction of soil properties near a Copper smelter. Pedosphere 22:351-366.
6. Ren HY, Zhuang DF, Singh AN, Pan JJ, Qid DS, et al. (2009) Estimation of As and Cu contamination in agricultural soils around a mining area by reflectance spectroscopy: A case study. Pedosphere 19:719-726.
7. Zornoza R, Guerrero C, Mataix-Solera J, Scow KM, Arcenegui V, et al. (2008) Near infrared spectroscopy for determination of various physical, chemical and biochemical properties in Mediterranean soils. Soil Biol Biochem 40:1923-1930. PMID: 23226882
8. Gholizadeh A, Boruvka L, Saberioon MM, Vasat R (2013) Visible, near-infrared, and mid-infrared spectroscopy applications for soil assessment with emphasis on soil organic matter content and quality: State-of-the-art and key issues. Appl Spectrosc 67:1349-1362. doi: 10.1366/13-07288 PMID: 24359647
9. Salazara DM, Martýnez Reyesa HL, Martýnez-Rosasa ME, Miranda Velascoa MM, Arroyo Ortegaa E, et al. (2012) Visible-near infrared spectroscopy to assess soil contaminated with cobalt. Procedia Eng 35:245-253.
10. Song Y, Li F, Yang Z, Ayoko GA, Frost RL, et al. (2012) Diffuse reflectance spectroscopy for monitoring potentially toxic elements in the agricultural soils of Changjiang River Delta, China Appl Clay Sci 64:75-83.
11. Kemper T, Sommer S (2002) Estimate of heavy metal contamination in soils after a mining accident using reflectance spectroscopy. Environ Sci Technol 36:2742-2747. PMID: 12099473
12. Bray JGP, Viscarra Rossel RA, McBratney AB (2009) Diagnostic screening of urban soil contaminants using diffuse reflectance spectroscopy. Aust J Soil Res 47:433-442.
13. Martens H, Naes T (1989) Multivariate calibration. John Wiley and Sons, New York, p. 419. PMID: 2612913
14. Dalal RC, Henry RJ (1986) Simultaneous determination of moisture, organic carbon, and total nitrogen by near infrared reflectance spectrophotometry. Soil Sci Soc Am J 50:120-123.
15. Pirie A, Singh B, Islam K (2005) Ultra-violet, visible, near-infrared, and mid infrared diffuse reflectance spectroscopic techniques to predict several soil properties. Aust J Soil Res 43:713-721.
16. Moros J, De Vallejuelo SFO, Gredilla A, De Diego A, Madariaga JM, et al. (2009) Use of reflectance infrared spectroscopy for monitoring the metal content of the estuarine sediments of the Nerbioi-Ibaizabal River (Metropolitan Bilbao, Bay of Biscay, Basque Country). Environ Sci Technol 43:9314-9320. doi: 10.1021/es9005898 PMID: 20000524
17. Vapnik V (1995) The Nature of Statistical Learning Theory. Springer-Verlag, New York.
18. McGrath SP, Cunliffe CH (1985) A simplified method for the extraction of metals Fe, Zn, Cu, Ni, Cd, Pb, Cr, Co and Mn from soils and sewage sludges. J Sci Food Agr 36:794-798.
19. Gomez C, Lagacherie P, Coulouma G (2012) Regional predictions of eight common soil properties and their spatial structures from hyperspectral Vis-NIR data. Geoderma 189-190:176-185.
20. Murray I (1988) Aspects of interpretation of NIR spectra, in: Creaser C. S., Davies A. M. C. (Eds.), Analytical Application of Spectroscopy. Royal Society of Chemistry, London, pp. 9-21.
21. Duckworth J (2004) Mathematical data preprocessing, in: Roberts C. A., Workman J. Jr., Reeves J. B. III (Eds.), Near-Infrared Spectroscopy in Agriculture, ASA-CSSA-SSSA, Madison, WI pp. 115-132.
22. Rinnan A, Van Den Berg F, Engelsen SB (2009) Review of the most common pre-processing techniques for near-infrared spectra. Trend Anal Chem 28:1201-1222.
23. Viscarra Rossel RA, Walvoort DJJ, McBratney AB, Janik LJ, Skjemstad JO (2006a) Visible, nearinfrared, mid-infrared or combined diffuse reflectance spectroscopy for simultaneous assessment of various soil properties. Geoderma 131:59-75.
24. Mevik BH, Wehrens R (2007) The pls package: principal component and partial least squares regression in R. J Stat Softw 18:1-24.
25. Vohland M, Besold J, Hill J, Frund HC (2011) Comparing different multivariate calibration methods for the determination of soil organic carbon pools with visible to near infrared spectroscopy. Geoderma 166:198-205.
26. Venkoba Rao B, Gopalakrishna SJ (2009) Hardgrove grindability index prediction using support vector regression. Int J Miner Process 91:55-59.
27. Meyer D, Dimitriadou E, Hornik K, Weingessel A, Leisch F (2012) e1071: Misc Functions of the Department of Statistics (e1071), R package version 1.6-1, Wien.
28. Williams P (2003) Near-infrared technology-Getting the best out of light, PDK Projects, Nanaimo, Canada.
29. Mouazen AM, Kuang B, De Baerdemaeker J, Ramon H (2010) Comparison between principal component, partial least squares and artificial neural network analyses for accuracy of measurement of selected soil properties with visible and near infrared spectroscopy. Geoderma 158:23-31.
30. Viscarra Rossel RV, McGlyn RN, McBratney AB (2006b) Determining the composition of mineralorganic mixes using UV-Vis-NIR diffuse reflectance spectroscopy. Geoderma 137:70-82.
31. Haaland DM, Thomas EV (1988) Partial least-squares methods for spectral analyses: 1. Relation to other quantitative calibration methods and the extraction of qualitative information. Anal Chem 60:1193-1202.
32. Stenberg B, Viscarra Rossel RA, Mouazen AM, Wetterlind J (2010) Visible and near infrared spectroscopy in soil science, in: Donald L. (Eds.), Advances in Agronomy, Burlington, VT: Elsevier, pp. 163-215.
33. Kooistra L, Wanders J, Epema GF, Leuven R, Wehrens R, et al. (2003) The potential of field spectroscopy for the assessment of sediment properties in river floodplains. Anal Chim Acta 484:189-200.
34. Ben-Dor E, Inbar Y, Chen Y (1997) The reflectance spectra of organic matter in the visible near-infrared and short wave infrared region (400-2500 nm) during a controlled decomposition process. Remote Sens Environ 61:1-15.
35. Janik LJ, Merry RH, Skjemstad JO (1998) Can mid infra-red diffuse reflectance analysis replace soil extractions? Aust J Exp Agr 38:681-696.
36. Kooistra L, Wehren R, Buydens LMC, Leuven RSE, Nienhuis PH (2001a) Possibilities of soil spectroscopy for the classification of contaminated areas in river floodplains. Int J Appl Earth Obs Geoinform 3:337-344.
37. Kooistra L, Wehren R, Leuven RSE, Buydens LMC (2001b) Possibilities of visible-near-infrared spectroscopy for the assessment of soil contamination in river flood plains. Anal Chim Acta 446:97-105.
38. Wu Y, Chen J, Ji J, Gong P, Liao Q, et al. (2007) A mechanism study of reflectance spectroscopy for investigating heavy metals in soils. Soil Sci Soc Am J 71:918-926.
39. Ben-Dor E (2002) Quantitative remote sensing of soil properties. Adv Agron 75:173-243.
40. Vohland M, Bossung1 B, Frund HC (2009) A spectroscopic approach to assess trace-heavy metal contents in contaminated floodplain soils via spectrally active soil components. J Plant Nutr Soil Sci 172:201-209.
41. Mouazen AM, Maleki MR, De Baerdemaeker J, Ramon H (2007) On-Line measurement of some selected soil properties using a VIS-NIR sensor. Soil Till Res 93:13-27.
42. Imade Anom SW, Shibusawa S, Sasao A, Sato H, Hirako S, et al. (2000) Moisture, soil organic matter and nitrate nitrogen content maps using the real-time soil spectrophotometer, in: IFAC Bio-robotics, information technology and intelligent control for bio-production systems, Sakai, Osaka, Japan, pp. 307-312.
43. Mouazen AM, De Baerdemaeker J, Ramon H (2005) Towards development of on-line soil moisture content sensor using a fibre-type NIR spectrophotometer. Soil Till Res 80:171-183.
44. Dunn BW, Beecher HG, Batten GD, Ciavarella S (2002) The potential of near-infrared reflectance spectroscopy for soil analysis-a case study from the Riverine Plain of south-eastern Australia. Aust J Exp Agr 42:607-614.
45. Gannouni S, Rebai N, Abdeljaoued S (2012) A Spectroscopic approach to assess heavy metals contents of the mine waste of Jalta and Bougrine in the north of Tunisia. J Geogr Inf Syst 4:242-253.
46. Bilgili AV, Van Es HM, Akbas F, Durak A, Hively WD (2010) Visible-near infrared reflectance spectroscopy for assessment of soil properties in a semi-arid area of Turkey. J Arid Environ 74:229-238.
47. Stevens A, Udelhoven T, Denis A, Tychon B, Lioy R, et al. (2010) Measuring soil organic carbon in croplands at regional scale using airborne imaging spectroscopy. Geoderma 158:32-45.