Abstract
Purpose
A series of empirical and mechanistic geochemical models were developed to describe the solid-solution partitioning of copper (Cu) in typical fresh spiked Chinese soils.
Materials and methods
The influence of soil properties on Cu partitioning was assessed in a wide range of soils using multiple regression analysis. Geochemical models (WHAM VI and Visual MINTEQ) and simulation analyses in combination with experimental data (i.e., the bulk of soil properties and Cu contents) were performed in order to provide additional insight into the mechanisms controlling the Cu partitioning. Calculation of soluble Cu contents based on the two models was then simplified and optimized by adjusting input variables, and the calibrated outputs were used to produce reasonable predictions of soluble metal concentrations.
Results and discussion
The results of the multiple regression analyses presented in this paper show strong correlations between soluble Cu concentrations and soil Cu concentrations and properties, with adjusted coefficients of determination (Radj2) ranging between 0.84 and 0.91. Soil organic carbon (OC) content was an insignificant factor in most cases, but the active fraction of dissolved organic matter was important in improving model estimates. The best fit of root mean square error (RMSE) varied between 0.42 and 0.77 for the WHAM VI model and between 0.28 and 0.57 for the Visual MINTEQ model across all pH categories.
Conclusions
The models presented in this paper are suitable for investigating and simulating Cu solid-solution partitioning in a wide range of Chinese soils.
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References
Arias M, Pérez-Novo C, Osorio F, López E, Soto B (2005) Adsorption and desorption of copper and zinc in the surface layer of acid soils. J Colloid Interf Sci 288(1):21–29
Baghernejad M, Javaheri F, Moosavi AA (2015) Adsorption isotherms of copper and zinc in clay minerals of calcareous soils and their effects on X-ray diffraction. Arch Agron Soil Sci 61(8):1061–1077
Bearup LA, Mikkelson KM, Wiley JF, Navarre-Sitchler AK, Maxwell RM, Sharp JO, McCray JE (2014) Metal fate and partitioning in soils under bark beetle-killed trees. Sci Total Environ 496:348–357
Bonten LTC, Groenenberg JE, Weng LP, van Riemsdijk WH (2008) Use of speciation and complexation models to estimate heavy metal sorption in soils. Geoderma 146(1–2):303–310
Braz AMD, Fernandes AR, Ferreira JR, Alleoni LRF (2013) Prediction of the distribution coefficients of metals in Amazonian soils. Ecotox Environ Safe 95(1):212–220
Broos K, Warne MSTJ, Heemsbergen D, Stevens D, Barnes MB, Correll RL, McLaughlin MJ (2007) Soil factors controlling the toxicity of copper and zinc to microbial processes in Australian soils. Environ Toxicol Chem 26(4):583–590
Curtin D, Peterson ME, Anderson CR (2016) pH-dependence of organic matter solubility: base type effects on dissolved organic C, N, P, and S in soils with contrasting mineralogy. Geoderma 271:161–172
Degryse F, Smolders E, Parker DR (2009) Partitioning of metals (cd, co, cu, Ni, Pb, Zn) in soils: concepts, methodologies, prediction and applications - a review. Eur J Soil Sci 60(4):590–612
Duplay J, Semhi K, Errais E, Imfeld G, Babcsanyi I, Perrone T (2014) Copper, zinc, lead and cadmium bioavailability and retention in vineyard soils (Rouffach, France): the impact of cultural practices. Geoderma 230-231:318–328
Fest E, Temminghoff EJM, Comans RNJ, van Riemsdijk WH (2008) Partitioning of organic matter and heavy metals in a sandy soil: effects of extracting solution solid to liquid ratio and pH. Geoderma 146(1–2):66–74
Gandois L, Probst A, Dumat C (2010) Modelling trace metal extractability and solubility in French forest soils by using soil properties. Eur J Soil Sci 61(2):271–286
Gustafsson JP (2001) Modeling the acid-base properties and metal complexation of humic substances with the Stockholm humic model. J Colloid Interf Sci 244(1):102–112
Gustafsson JP, Pechová P (2003) Modeling metal binding to soils: the role of natural organic matter. Environ Sci Technol 37(12):2767–2674
Gustafsson JP, Van Schaik JWJ (2003) Cation binding in a mor layer: batch experiments and modelling. Eur J Soil Sci 54(2):295–310
Huang JZ, Ge X, Wang D (2012) Distribution of heavy metals in the water column, suspended particulate maters and the sediment under hydrodynamic conditions using an annular flume. J Environl SCI 24:2051–2059
Jalali M, Moradi F (2013) Competitive sorption of cd, cu, Mn, Ni, Pb and Zn in polluted and unpolluted calcareous soils. Environ Monit Assess 185(11):8831–8846
Komy ZR, Shaker AM, Heggy SEM, El-Sayed MEA (2014) Kinetic study for copper adsorption onto soil minerals in the absence and presence of humic acid. Chemosphere 99:117–124
Li B, Ma YB, McLaughlin MJ, Kirby JK, Cozens G, Liu JF (2010) Influences of soil properties and leaching on copper toxicity to barley root elongation. Environ Toxicol Chem 29(4):835–842
Li B, Ma YB, Yang JX (2017) Is the computed speciation of copper in a wide range of Chinese soils reliable? Chem Spec Bioavailab 29(1):205–215
Liu GN, Wang J, Liu X, Liu XH, Li XS, Ren YQ, Wang J, Dong LM (2018) Partitioning and geochemical fractions of heavy metals from geogenic and anthropogenic sources in various soil particle size fractions. Geoderma 312:104–113
Luo XS, Zhou DM, Liu XH, Wang YJ (2006) Solid/solution partitioning and speciation of heavy metals in the contaminated agricultural soils around a copper mine in eastern Nanjing city, China. J Hazard Mater 131(1–3):19–27
McBride MB, Sauvé S, Hendershot W (1997) Solubility control of cu, Zn, cd and Pb in contaminated soils. Eur J Soil Sci 48(2):337–346
Mondaca P, Neaman A, Sauvé S, Salgado E, Bravo M (2015) Solubility, partitioning, and activity of copper-contaminated soils in a semiarid region. J Plant Nutr Soil SC 178(3):52–459
Nolan AL, McLaughlin MJ, Mason SD (2003) Chemical speciation of Zn, cd, cu, and Pb in pore waters of agricultural and contaminated soils using Donnan dialysis. Environ Sci Technol 37(1):90–98
Nóvoa-Muñoz JC, Queijeiro JMG, Blanco-Ward D, Álvarez-Olleros C, Martínez-Cortizas A, García-Rodeja E (2007) Total copper content and its distribution in acid vine yards soils developed from granitic rocks. Sci Total Environ 378:23–27
Oorts K, Bronckaers H, Smolders E (2006) Discrepancy of the microbial response to elevated cu between freshly spiked and long-term contaminated soils. Environ Toxicol Chem 25:845–853
Ponizovsky AA, Thakali S, Allen HE, Di Toro DM, Ackerman AJ, Metzler DM (2008) Nickel partitioning in acid soils at low moisture content. Geoderma 145(1–2):69–76
Pourret O, Lange B, Houben D, Colinet G, Shutcha M, Faucon MP (2015) Modeling of cobalt and copper speciation in metalliferous soils from Katanga (Democratic Republic of Congo). J Geochem Explor 149:87–96
Rooney CP, Zhao FJ, McGrath SP (2006) Soil factors controlling the expression of copper toxicity to plants in a wide range of European soils. Environ Toxicol Chem 25(3):726–732
Sauvé S, Hendershot W, Allen H (2000) Solid-solution partitioning of metals in contaminated soils: dependence on pH, total metal burden, and organic matter. Environ Sci Technol 34(7):1125–1131
Sauvé S, Manna S, Turmel MC, André GR, François C (2003) Solid-solution partitioning of cd, cu, Ni, Pb, and Zn in the organic horizons of a forest soil. Environ Sci Technol 37(22):5191–5196
Shi ZQ, Di Toro DM, Allen HE, Sparks DL (2013) A general model for kinetics of heavy metal adsorption and desorption on soils. Environ Sci Technol 47(8):3761–3767
Sjöstedt CS, Gustafsson JP, Köhler SJ (2010) Chemical equilibrium modeling of organic acids, pH, aluminum, and iron in Swedish surface waters. Environ Sci Technol 44(22):8587–8593
Spark KM, Wells JD, Johnson BB (1995) Characterizing trace metal adsorption on kaolinite. Eur J Soil Sci 46(4):633–640
Strawn DG, Baker LL (2008) Speciation of cu in a contaminated agricultural soil measured by XAFS, μ-XAFS, and μ-XRF. Environ Sci Technol 42(1):37–42
Strawn DG, Baker LL (2009) Molecular characterization of copper in soils using X-ray absorption spectroscopy. Environ Pollut 157(10):2813–2821
Thakali S, Allen HE, Di Toro DM, Ponizovsky AA, Rooney CP, Zhao FJ, McGrath SP (2006) A terrestrial biotic ligand model. 1. Development and application to cu and Ni toxicity to barley root elongation in soils. Environ Sci Technol 40(22):7085–7093
Thibault DH, Sheppard MI (1992) A disposable system for soil pore-water extraction by centrifugation. Commun Soil Sci Plan 23(13–14):1629–1641
Tipping E (1998) Humic ion binding model VI: an improved description of the interactions of protons and metal ions with humic substances. Aquati Geochem 4(1):3–48
Tipping E, Lofts S, Lawlor AJ (1998) Modelling the chemical speciation of trace metals in the surface waters of the Humber system. Sci Total Environ 210-211:63–77
Tipping E, Rey-castro C, Bryan SE, Hamilton-Taylor J (2002) Al (III) and Fe (III) binding by humic substances in freshwaters, and implications for tracemetal speciation. Geochim Cosmochim Ac 68(18):3211–3224
Tipping E, Rieuwerts J, Pan G, Ashmore MR, Lofts S, Hill MTR, Farago ME, Thornton I (2003) The solid-solution partitioning of heavy metals (cu, Zn, cd, Pb) in upland soils of England and Wales. Environ Pollut 125(2):213–225
Tye AM, Young S, Crout NMJ, Zhang H, Preston S, Zhao FJ, McGrath SP (2004) Speciation and solubility of cu, Ni and Pb in contaminated soils. Eur J Soil Sci 55(3):579–590
Wang XD, Ji DX, Chen XL, Ma YB, Yang JX, Ma JX, Li XX (2017) Extended biotic ligand model for predicting combined cu–Zn toxicity to wheat (Triticum aestivum L.): incorporating the effects of concentration ratio, major cations and pH. Environ Pollut 230:210–217
Wang XD, Hua L, Ma YB (2012) A biotic ligand model predicting acute copper toxicity for barley (Hordeum vulgare): influence of calcium, magnesium, sodium, potassium and pH. Chemosphere 89(1):89–95
Won-Wook C, Chen KY (1976) Associations of chlorinated hydrocarbons with fine particles and humic substances in nearshore surficial sediments. Environ Sci Technol 10:782–786
Wu CF, Luo YM, Zhang LM (2010) Variability of copper availability in paddy fields in relation to selected soil properties in southeast China. Geoderma 156(3–4):200–206
Zhang XQ, Wei DP, Li B, Ma YB, Huang ZB (2013a) The influence of soil solution properties on phytotoxicity of soil soluble copper in a wide range of soils. Geoderma 211-212:1–7
Zhang XQ, Wei DP, Li B, Ma YB, Huang ZB (2013b) The importance of soil solution chemistry to nickel toxicity on barley root elongation. Chem Spec Bioavailab 25(3):153–164
Zhang XY, Lin FF, Jiang YG, Feng XL (2009) Variability of total and available copper concentrations in relation to land use and soil properties in Yangtze River Delta of China. Environ Monit Assess 155(1–4):205–213
Zhang C, Yu ZG, Zeng GM, Jiang M, Yang ZZ, Cui F (2014) Effects of sediment geochemical properties on heavy metal bioavailability. Environ Int 73:270–281
Zou WH, Han RP, Chen ZZ, Zhang JH, Shi J (2006) Kinetic study of adsorption of cu (II) and Pb(II) from aqueous solutions using manganese oxide coated zeolite in batch mode. Colloid Surface A 279(1-3):238–246
Acknowledgements
The authors thank the financial support by Special Fund for Environmental Protection Scientific Research in the Public Interest (Project no. 201509032), the Natural Science Foundation of China (Project no. 41501537), and The High-level Leading Talent Introduction Program of GDAS. The authors also thank the national long-term soil experimental stations in China for soil collection, and Gillian Cozens and Cathy Fiebiger for technical assistance.
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Zhang, X., Li, J., Wei, D. et al. The solid-solution distribution of copper added to soils: influencing factors and models. J Soils Sediments 18, 2960–2969 (2018). https://doi.org/10.1007/s11368-018-1962-y
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DOI: https://doi.org/10.1007/s11368-018-1962-y