Abstract
Trace element pollution of soils surrounding coal-mining areas affects the health of local communities. The increasing coal-mining and associated activities in the Raniganj basin (east India) have led to increased soil concentration of certain trace elements. To quantify the elevated trace element (TE) concentrations in the soil surrounding coal-mining areas, 83 surface soil, coal, and shale samples were collected from open-cast mining areas of the eastern Raniganj basin. The soils present are sandy silt, silty sand, and silty in nature, but almost no clay. They are acidic (pH = 4.3) to slightly alkaline (pH = 7.9) with a mean electrical conductivity (EC) of 340.45 µS/cm and a mean total organic carbon (TOC) of 1.80%. The northern and western parts of the study area were found to be highly polluted by certain metallic trace elements. The relevant environmental indices, geoaccumulation index (Igeo), contamination factors (CF), enrichment factors (EF), and pollution load index (PLI) were calculated and assessed. Analysis revealed that Cr was highly enriched in these soil samples, followed by Pb, Co, Cu, Cd, Fe, Ni, Mn, Zn, As, and Al. Geostatistical analyses (correlation coefficients and principal component analysis) indicated that the occurrence of some trace elements (Al, Cd, Co, Cu, Fe, Mn, Ni, and Zn) is most likely linked to the various coal-mining operations in the study area. However, the anomalous Cr and Pb distributions are likely influenced by other anthropogenic, mainly industrial, inputs besides coal mining. These results justify the adoption of rigorous soil monitoring programs in the vicinity of coal-mining areas, to identify pollution hotspots and to develop strategies to reduce or mitigate such environmentally damaging pollution.
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References
Alloway, B. J. (Ed.). (2012). Heavy metals in soils: trace metals and metalloids in soils and their bioavailability. Springer Science & Business Media.
ASTM. (2011). ASTM D2013–2013M: Standard practice for preparing coal samples for analysis.
Bandyopadhyay, S., & Maiti, S. K. (2019). Heavy metals distribution in Eucalyptus tree in 30 years old reclaimed overburden dumps. In AIP Conference Proceedings, 2091(1), 020008.
Bartlett, M. S. (1950). Tests of significance in factor analysis. British journal of psychology, 3, 77–85.
Bhalerao, S. A., & Sharma, A. S. (2015). Chromium: As an Environmental Pollutant. International Journal of Current Microbiology and Applied Sciences, 4(4), 732–746.
Bhattacharyya, T., Sarkar, D., Sehgal, J. L., Velayutham, M., Gajbhiye, K. S., Nagar, A. P., & Nimkhedkar, S. S. (2009). Soil taxonomic database of India and the states (1:250, 000 scale). Nagpur, India: NBSS & LUP.
Binh, N. T. L., Hoang, N. T., Truc, N. T. T., Khang, V. D., & Le, H. A. (2021). Estimating the possibility of lead contamination in soil surface due to lead deposition in atmosphere. Journal of Nanomaterials. https://doi.org/10.1155/2021/5586951
Biswas, A., Hendry, M. J., Essilfie-Dughan, J., Day, S., Villeneuve, S. A., & Barbour, S. L. (2022). Geochemistry of zinc and cadmium in coal waste rock, Elk Valley, British Columbia Canada. Applied Geochemistry, 136, 105148. https://doi.org/10.1016/j.apgeochem.2021.105148
Bu, Q., Li, Q., Zhang, H., Cao, H., Gong, W., Zhang, X., Ling, K., & Cao, Y. (2020). Concentrations, spatial distributions, and sources of heavy metals in surface soils of the coal mining city Wuhai, China. Journal of Chemistry. https://doi.org/10.1155/2020/4705954
Callender, E. (2005). Heavy metals in the environment. In B. S. Lollar (Ed.), Environmental Geochemistry (Vol. 9, pp. 67–106). Elsevier.
Cao, H. C., Luan, Z. Q., Wang, J. D., & Zhang, X. L. (2009). Potential ecological risk of cadmium, lead and arsenic in agricultural black soil in Jilin Province, China. Stochastic Environmental Research and Risk Assessment, 23(1), 57–64. https://doi.org/10.1007/s00477-007-0195-1
Chadwick, M. J., Highton, N. H., & Lindman, N. (Eds.). (2013). Environmental impacts of coal mining & utilization: a complete revision of environmental implications of expanded coal utilization. Elsevier.
Chatterjee, M. V. S. F. E., Silva Filho, E. V., Sarkar, S. K., Sella, S. M., Bhattacharya, A., Satpathy, K. K., Prasad, M. V. R., Chakraborty, S., & Bhattacharya, B. D. (2007). Distribution and possible source of trace elements in the sediment cores of a tropical macrotidal estuary and their ecotoxicological significance. Environment International, 33(3), 346–356. https://doi.org/10.1016/j.envint.2006.11.013
Chen, H., Teng, Y., Lu, S., Wang, Y., & Wang, J. (2015). Contamination features and health risk of soil heavy metals in China. Science of the Total Environment, 512, 143–153. https://doi.org/10.1016/j.scitotenv.2015.01.025
Chen, Y. N., & Ma, J. H. (2016). Evaluation of heavy metal pollution and health risk of surface dust in a city of henan province. Journal of Environmental Sciences, 36, 3017–3026. (In Chinese).
Dai, S., Finkelman, R. B., French, D., Hower, J. C., Graham, I. T., & Zhao, F. (2021). Modes of occurrence of elements in coal: A critical evaluation. Earth-Science Reviews, 222, 103815. https://doi.org/10.1016/j.earscirev.2021.103815
Das, S. K., & Chakrapani, G. J. (2011). Assessment of trace metal toxicity in soils of Raniganj Coalfield, India. Environmental Monitoring and Assessment, 177, 63–71. https://doi.org/10.1007/s10661-010-1618-x
Day, W. H. E., & Edelsbrunner, H. (1984). Efficient algorithms for agglomerative hierarchical clustering methods. Journal of Classification, 1, 7–24. https://doi.org/10.1007/BF01890115
Dlamini, H., Mahlambi, P., & Mngadi, S. (2022). Validation of microwave-assisted digestion and Inductive coupled plasma-mass spectrometer for the determination of trace metals in the soil around Darvill sludgeland and their environmental complications. Soil and Sediment Contamination: An International Journal, 1–15.
Duan, P., Wang, W., Liu, X., Qian, F., Sang, S., & Xu, S. (2017). Distribution of As, Hg and other trace elements in different size and density fractions of the Reshuihe high-sulfur coal, Yunnan Province, China. International Journal of Coal Geology, 173, 129–141. https://doi.org/10.1016/j.coal.2017.02.013
Duce, R. A., Hoffman, G. L., Ray, B. J., Fletcher, I. S., Wallace, G. T., Fasching, J. L., Piotrowicz, S. R., Walsh, P. R., Hoffman, E. J., Miller, J. M., & Hoppter, J. L. (1976). Trace metals in the marine atmosphere: sources and fluxes. In H. Windom & R. Duce (Eds.), Marine Pollutant Transfer (pp. 77–119). Lexington, Mass: Heath.
Finkelman, R. B. (1994). Modes of occurrence of potentially hazardous elements in coal: Levels of confidence. Fuel Processing Technology, 39(1–3), 21–34. https://doi.org/10.1016/0378-3820(94)90169-4
Finkelman, R. B. (1995). Modes of occurrence of environmentally-sensitive trace elements in coal. Environmental aspects of trace elements in coal (pp. 24–50). Dordrecht: Springer.
Finkelman, R. B., Palmer, C. A., & Wang, P. (2018). Quantification of the modes of occurrence of 42 elements in coal. International Journal of Coal Geology, 185, 138–160. https://doi.org/10.1016/j.coal.2017.09.005
Finkelman, R. B., & Tian, L. (2018). The health impacts of coal use in China. International Geology Review, 60(5–6), 579–589. https://doi.org/10.1080/00206814.2017.1335624
Forgy, E. W. (1965). Cluster analysis of multivariate data: Efficiency versus interpretability of classifications. Biometrics, 21(3), 768–769.
Gaudette, H. E., Flight, W. R., Toner, L., & Folger, D. W. (1974). An inexpensive titration method for the determination of organic carbon in recent sediments. Journal of Sedimentary Research, 44(1), 249–253. https://doi.org/10.1306/74D729D7-2B21-11D7-8648000102C1865D
Gee, E. R. (1932). The geology and coal resources of the Raniganj coalfield. Central Publication Branch.
Gholizadeh, A., Borůvka, L., Vašát, R., Saberioon, M., Klement, A., Kratina, J., Tejnecký, V., & Drábek, O. (2015). Estimation of potentially toxic elements contamination in anthropogenic soils on a brown coal mining dumpsite by reflectance spectroscopy: A case study. PLoS One, 10(2), e0117457. https://doi.org/10.1371/journal.pone.0117457
Ghosh, S. C. (2002). The raniganj coal basin: An example of an Indian Gondwana rift. Sedimentary Geology, 147(1–2), 155–176.
Gopal, V., Krishnamurthy, R. R., Chakraborty, P., Magesh, N. S., & Jayaprakash, M. (2019). Trace element contamination in marine sediments along the southeast Indian shelf following Cyclone Gaja. Marine Pollution Bulletin, 149, 110520. https://doi.org/10.1016/j.marpolbul.2019.110520
Gopal, V., Krishnamurthy, R. R., Sreeshma, T., Chakraborty, P., Nathan, C. S., Kalaivanan, R., Anshu, R., Magesh, N. S., & Jayaprakash, M. (2021). Effect of a tropical cyclone on the distribution of heavy metals in the marine sediments off Kameswaram, Southeast coast of India. Marine Pollution Bulletin, 171, 112741. https://doi.org/10.1016/j.marpolbul.2021.112741
Gopinathan, P., Santosh, M. S., Dileepkumar, V. G., Subramani, T., Reddy, R., Masto, R. E., & Maity, S. (2022a). Geochemical, mineralogical and toxicological characteristics of coal fly ash and its environmental impacts. Chemosphere, 307, 135710.
Gopinathan, P., Singh, A. K., Singh, P. K., & Jha, M. (2022b). Sulphur in Jharia and Raniganj coalfields: Chemical fractionation and its environmental implications. Environmental Research, 204, 112382.
GSI. (2003). Coal Resources of West Bengal. R.K. Dutta compiled. In Dutt A. B., (Eds.), Bulletin of Geological Survey of India, Series A 45, pp. 1–109.
Gürdal, G. (2011). Abundances and modes of occurrence of trace elements in the Çan coals (Miocene). Çanakkale-Turkey. International Journal of Coal Geology, 87(2), 157–173. https://doi.org/10.1016/j.coal.2011.06.008
Håkanson, L. (1980). An ecological risk index for aquatic pollution control. A Sedimentological Approach. Water Research, 14(8), 975–1001. https://doi.org/10.1016/0043-1354(80)90143-8
Hall, S. J., & Thompson, A. (2022). What do relationships between extractable metals and soil organic carbon concentrations mean? Soil Science Society of America Journal, 86(2), 195–208. https://doi.org/10.1002/saj2.20343
Harikumar, P. S., Nasir, U. P., & Rahman, M. P. (2009). Distribution of heavy metals in the core sediments of a tropical wetland system. International Journal of Environmental Science & Technology, 6(2), 225–232. https://doi.org/10.1007/BF03327626
Haynes, R. J. (2019). What effect does liming have on silicon availability in agricultural soils? Geoderma, 337, 375–383. https://doi.org/10.1016/j.geoderma.2018.09.026
He, Y., Han, X., Ge, J., & Wang, L. (2022). Multivariate statistical analysis of potentially toxic elements in soils under different land uses: Spatial relationship, ecological risk assessment, and source identification. Environmental Geochemistry and Health, 44(3), 847–860. https://doi.org/10.1007/s10653-021-00992-1
Hurisso, T. T., Culman, S. W., Zone, P., & Sharma, S. (2018). Absolute values and precision of emerging soil health indicators as affected by soil sieve size. Communications in Soil Science and Plant Analysis, 49(15), 1934–1942.
Ingram, R. L. (1970). Procedures in Sedimentary Petrology (pp. 49–67). New York: Wiley.
Israr, M. A., Abbas, Q., Haq, S. U., & Nadeem, A. (2022). Analysis of carbon contents and heavy metals in coal samples using calibration-free LIBS technique. Journal of Spectroscopy. https://doi.org/10.1155/2022/3328477
Kaiser, H. F. (1970). A second generation little jiffy. Psychometrika, 35(4), 401–415.
Kalpana, G., Shanmugasundharam, A., Nethaji, S., Viswam, A., Kalaivanan, R., Gopal, V., & Jayaprakash, M. (2016). Evaluation of total trace metal (TTMs) enrichment from estuarine sediments of Uppanar, southeast coast of India. Arabian Journal of Geosciences, 9(1), 1–14. https://doi.org/10.1007/s12517-015-2048-4
Kim, H. Y. (2013). Statistical notes for clinical researchers: Assessing normal distribution (2) using skewness and kurtosis. Restorative Dentistry & Endodontics, 38(1), 52–54. https://doi.org/10.5395/rde.2013.38.1.52
Korzeniowska, J., & Krąż, P. (2020). Heavy metals content in the soils of the Tatra National Park near Lake Morskie Oko and Kasprowy Wierch—A case study (Tatra Mts, Central Europe). Minerals, 10(12), 1120. https://doi.org/10.3390/min10121120
Kowalska, J. B., Mazurek, R., Gąsiorek, M., & Zaleski, T. (2018). Pollution indices as useful tools for the comprehensive evaluation of the degree of soil contamination–A review. Environmental Geochemistry and Health, 40(6), 2395–2420. https://doi.org/10.1007/s10653-018-0106-z
Kumar, A., Usmani, Z., Ahirwal, J., & Rani, P. (2019). Phytomanagement of chromium contaminated brown fields. In V. C. Pandey & K. Bauddh (Eds.), Phytomanagement of Polluted Sites (pp. 447–69). Elsevier.
Li, F., Li, X., Hou, L., & Shao, A. (2018a). Impact of the coal mining on the spatial distribution of potentially toxic metals in farmland tillage soil. Scientific Reports, 8(1), 1–10. https://doi.org/10.1038/s41598-018-33132-4
Li, K., Gu, Y., Li, M., Zhao, L., Ding, J., Lun, Z., & Tian, W. (2018b). Spatial analysis, source identification and risk assessment of heavy metals in a coal mining area in Henan, Central China. International Biodeterioration & Biodegradation, 128, 148–154. https://doi.org/10.1016/j.ibiod.2017.03.026
Lu, X., Wang, L., Li, L. Y., Lei, K., Huang, L., & Kang, D. (2010). Multivariate statistical analysis of heavy metals in street dust of Baoji, NW China. Journal of Hazardous Materials, 173(1–3), 744–749. https://doi.org/10.1016/j.jhazmat.2009.09.001
Lv, J., & Liu, Y. (2019). An integrated approach to identify quantitative sources and hazardous areas of heavy metals in soils. Science of the Total Environment, 646, 19–28. https://doi.org/10.1016/j.scitotenv.2018.07.257
Maiti, S. K. (2007). Bioreclamation of coalmine overburden dumps—with special empasis on micronutrients and heavy metals accumulation in tree species. Environmental Monitoring and Assessment, 125(1), 111–122. https://doi.org/10.1007/s10661-006-9244-3
Maiti, S. K. (2013). Ecology and ecosystem in mine-degraded land. Ecorestoration of the coalmine degraded lands (pp. 21–37). India: Springer.
Manna, A., & Maiti, R. (2018). Geochemical contamination in the mine affected soil of Raniganj Coalfield–A river basin scale assessment. Geoscience Frontiers, 9(5), 1577–1590.
Masto, R. E., Ram, L. C., George, J., Selvi, V. A., Sinha, A. K., Verma, S. K., & Rout, T. K. (2011). Status of some soil trace elements and their potential human health risks around a coal beneficiation plant. International Journal of Coal Preparation and Utilization, 31(2), 61–77. https://doi.org/10.1080/19392699.2010.534746
Masto, R. E., Sheik, S., Nehru, G., Selvi, V. A., George, J., & Ram, L. C. (2015). Assessment of environmental soil quality around Sonepur Bazari mine of Raniganj coalfield. India. Solid Earth, 6(3), 811–821. https://doi.org/10.5194/se-6-811-2015
Maya, M., Musekiwa, C., Mthembi, P., & Crowley, M. (2015). Remote sensing and geochemistry techniques for the assessment of coal mining pollution, Emalahleni (Witbank). Mpumalanga. South African Journal of Geomatics, 4(2), 174–188. https://doi.org/10.4314/sajg.v4i2.9
McGrath, S. P., & Smith, S. (1995). Chromium and nickel Heavy metals in soils (pp. 152–178). London: Blackie Academic and Professional.
Molinaroli, E., Guerzoni, S., & Rampazzo, G. (1993). Contribution of Saharan dust to the central Mediterranean Basin. Geological Society of America, Special Paper, 284, 303.
Mondal, R., & Mistri, B. (2021). Opencast coal mining and rural livelihoods: A study of Sonepur-Bazari mine in Raniganj coalfield area, West Bengal. India. Mineral Economics, 34(3), 477–490. https://doi.org/10.1007/s13563-021-00271-6
Mukherjee, K. N., Dutta, N. R., Chandra, D., & Singh, M. P. (1992). Geochemistry of trace elements of Tertiary coals of India. International Journal of Coal Geology, 20(1–2), 99–113. https://doi.org/10.1016/0166-5162(92)90006-I
Muller, G. M. (1969). Index of geoaccumulation in sediments of the Rhine river. GeoJournal, 2, 108–118.
Nolting, R. F., Ramkema, A., & Everaarts, J. M. (1999). The geochemistry of Cu, Cd, Zn, Ni and Pb in sediment cores from the continental slope of the Banc d’Arguin (Mauritania). Continental Shelf Research, 19(5), 665–691.
Nriagu, J. O., & Pacyna, J. M. (1988). Quantitative assessment of worldwide contamination of air, water and soils by trace metals. Nature, 333(6169), 134–139. https://doi.org/10.1038/333134a0
Pal, D. K., Lal, S., Bhattacharya, T., Chandran, P., Ray, S. K., Sayavathi, P. L. A., Raja, P., Maurya, U. K., Durge, S. L., & Kamble, G. K. (2010). Pedogenic thresholds in Benchmark soils under rice-wheat cropping system in a climosequence of the Indo-Gangetic alluvial plains, Final Project Report.RPF III. Division of Soil Resource Studies, NBSS & LUP, Nagpur, India.
Pal, D. K., Wani, S. P., & Sahrawat, K. L. (2012). Vertisols of tropical Indian environments: Pedology and edaphology. Geoderma, 189–190, 28–49. https://doi.org/10.1016/j.geoderma.2012.04.021
Pandey, B., Mukherjee, A., Agrawal, M., & Singh, S. (2019). Assessment of seasonal and site-specific variations in soil physical, chemical and biological properties around opencast coal mines. Pedosphere, 29(5), 642–655.
Pandey, B., Singh, S., Roy, L. B., Shekhar, S., Singh, R. K., Prasad, B., & Singh, K. K. K. (2021). Phytostabilization of coal mine overburden waste, exploiting the phytoremedial efficacy of lemongrass under varying level of cow dung manure. Ecotoxicology and Environmental Safety, 208, 111757.
Pentari, D., Typou, J., Goodarzi, F., & Foscolos, A. E. (2006). Comparison of elements of environmental concern in regular and reclaimed soils, near abandoned coal mines Ptolemais-Amynteon, northern Greece: Impact on wheat crops. International Journal of Coal Geology, 65(1–2), 51–58. https://doi.org/10.1016/j.coal.2005.04.008
Poggio, L., & Vrščaj, B. (2009). A GIS-based human health risk assessment for urban green space planning—An example from Grugliasco (Italy). Science of the Total Environment, 407(23), 5961–5970. https://doi.org/10.1016/j.scitotenv.2009.08.026
Provisional statistics of coal. 2021. Ministry of coal, Government of India. Accessed June 30, 2022. https://coal.gov.in/sites/default/files/2021-06/Provisional-Coal-Statistics-2020-21.pdf.
Raghuvanshi, G., Chakraborty, P., Hazra, B., Adak, A. K., Singh, P. K., Singh, A. K., & Singh, V. (2022). Pyrolysis and combustion behavior of few high-ash Indian coals. International Journal of Coal Preparation and Utilization. https://doi.org/10.1080/19392699.2020.1855582
Raj, D., Chowdhury, A., & Maiti, S. K. (2017). Ecological risk assessment of mercury and other heavy metals in soils of coal mining area: A case study from the eastern part of a Jharia coal field, India. Human and Ecological Risk Assessment: An International Journal, 23(4), 767–787. https://doi.org/10.1080/10807039.2016.1278519
Reza, S. K., Baruah, U., Singh, S. K., & Das, T. H. (2015). Geostatistical and multivariate analysis of soil heavy metal contamination near coal mining area. Northeastern India. Environmental Earth Sciences, 73(9), 5425–5433. https://doi.org/10.1007/s12665-014-3797-1
Ribeiro, J., Da Silva, E. F., Li, Z., Ward, C., & Flores, D. (2010). Petrographic, mineralogical and geochemical characterization of the Serrinha coal waste pile (Douro Coalfield, Portugal) and the potential environmental impacts on soil, sediments and surface waters. International Journal of Coal Geology, 83(4), 456–466. https://doi.org/10.1016/j.coal.2010.06.006
Richards, L. A. (1954). Diagnosis and improvement of saline and alkali soils. Soil Science, 78(2), 154.
Riley, K. W., French, D. H., Farrell, O. P., Wood, R. A., & Huggins, F. E. (2012). Modes of occurrence of trace and minor elements in some Australian coals. International Journal of Coal Geology, 94, 214–224. https://doi.org/10.1016/j.coal.2011.06.011
Rousseeuw, P. J. (1987). Silhouettes: A graphical aid to the interpretation and validation of cluster analysis. Computational and Applied Mathematics, 20, 53–65. https://doi.org/10.1016/0377-0427(87)90125-7
Sadhu, K., Adhikari, K., & Gangopadhyay, A. (2012). Assessment of heavy metal contamination of soils in and around open cast mines of Raniganj area, India. International Journal of Environmental Engineering Research, 1(2), 77–85.
Saeedi, M., Li, L. Y., & Salmanzadeh, M. (2012). Heavy metals and polycyclic aromatic hydrocarbons: Pollution and ecological risk assessment in street dust of Tehran. Journal of Hazardous Materials, 227, 9–17. https://doi.org/10.1016/j.jhazmat.2012.04.047
Sahoo, P. K., Bhattacharyya, P., Tripathy, S., Equeenuddin, S. M., & Panigrahi, M. K. (2010). Influence of different forms of acidities on soil microbiological properties and enzyme activities at an acid mine drainage contaminated site. Journal of Hazardous Materials, 179(1–3), 966–975. https://doi.org/10.1016/j.jhazmat.2010.03.099
Salminen, R., Batista, M. J., Bidovec, M., Demetriades, A., De Vivo, B., De Vos, W., Duris, M., Gilucis, A., Gregorauskiene, V., Halamic, J., Heitzmann, P., Lima, A., Jordan, G., Klaver, G., Klein, P., Lis, J., Locutura. J., Marsina, K., Mazreku, A., O'Connor, P. J., Olsson, S. Å., Ottesen, R.-T., Petersell, V., Plant, J. A., Reeder, S., Salpeteur, I., Sandström, H., Siewers, U., Steenfelt, A., & Tarvainen, T. (2005). FOREGS Geochemical Atlas of Europe, Part 1: Background Information, Methodology and Maps; Geological Survey of Finland: Espoo, Finland, 140–347. Retrieved August 22, 2022. http://www.gtk.fi/publ/foregsatlas.
Sarkar, A., & Bhattacharya, S. (2016). GIS based assessment and evaluation of the environmental impacts of opencast coal mining in Raniganj Coalfield West Bengal India. IOSR Journal of Environmental Science, Toxicology and Food Technology (IOSR-JESTFT), 10(12), 45–58.
Shacklette, H. T., & Boerngen, J. G. (1984). Element concentrations in soils and other surficial materials of the conterminous United States (Vol. 1270). Washington, DC: US Government Printing Office. https://semspub.epa.gov/work/07/30017546.pdf.
Sheps, S., Finkelman, R. B., Councell, T. B., & Cohen, H. (1997). Leaching of hexavalent chromium from fly ash. In Proceedings of International Coal Science Conference, 1883–86. Germany. https://www.osti.gov/etdeweb/biblio/353950.
Shokr, M. S., El Baroudy, A. A., Fullen, M. A., El-Beshbeshy, T. R., Ramadan, A. R., Abd El Halim, A., & Jorge, M. C. (2016). Spatial distribution of heavy metals in the middle nile delta of Egypt. International Soil and Water Conservation Research, 4(4), 293–303. https://doi.org/10.1016/j.iswcr.2016.10.003
Siddiqui, A. U., Jain, M. K., & Masto, R. E. (2020). Pollution evaluation, spatial distribution, and source apportionment of trace metals around coal mines soil: The case study of eastern India. Environmental Science and Pollution Research, 27(10), 10822–10834. https://doi.org/10.1007/s11356-019-06915-z
Siddiqui, A. U., Jain, M. K., & Masto, R. E. (2022). Distribution of some potentially toxic elements in the soils of the Jharia Coalfield: A probabilistic approach for source identification and risk assessment. Land Degradation & Development, 33(2), 333–345. https://doi.org/10.1002/ldr.4155
Singh, K. N., & Narzary, D. (2021). Geochemical characterization of mine overburden strata for strategic overburden-spoil management in an opencast coal mine. Environmental Challenges, 3, 100060.
Singh, R. S., & Ghosh, P. (2021). Geotourism potential of coal mines: An appraisal of Sonepur-Bazari open cast project, India. International Journal of Geoheritage and Parks, 9(2), 172–181. https://doi.org/10.1016/j.ijgeop.2021.02.007
Srivastava, A., & Jain, V. K. (2007). Size distribution and source identification of total suspended particulate matter and associated heavy metals in the urban atmosphere of Delhi. Chemosphere, 68(3), 579–589. https://doi.org/10.1016/j.chemosphere.2006.12.046
Swaine, D. J. (1990). Trace Elements in Coal. Butterworth- Heinemann.
Swaine, D. J., & Goodarzi, F. (Eds.). (1995). Environmental aspects of trace elements in coal. Springer Science & Business Media.
Thorndike, R. L. (1953). Who Belongs in the Family? Psychometrika, 18(4), 267–276. https://doi.org/10.1007/BF02289263
Tomlinson, D. L., Wilson, J. G., Harris, C. R., & Jeffrey, D. W. (1980). Problems in the assessment of heavy-metal levels in estuaries and the formation of a pollution index. Helgoländer Meeresuntersuchungen, 33(1), 566–575. https://doi.org/10.1007/BF02414780
Tozsin, G. (2014). Hazardous elements in soil and coal from the Oltu coal mine district, Turkey. International Journal of Coal Geology, 131, 1–6. https://doi.org/10.1016/j.coal.2014.05.011
Trefethen, J. M. (1950). Classification of sediments. American Journal of Science, 248(1), 55–62.
US EPA (United States Environmental Protection Agency). (1996). Method 3052: Microwave assisted acid digestion of siliceous and organically based matrices. USA, Washington, DC. Retrieved August 22, 2022. https://www.epa.gov/sites/default/files/2015-12/documents/3052.pdf.
Wang, M., Bai, Y., Chen, W., Markert, B., Peng, C., & Ouyang, Z. (2012). A GIS technology based potential eco-risk assessment of metals in urban soils in Beijing, China. Environmental Pollution, 161, 235–242. https://doi.org/10.1016/j.envpol.2011.09.030
Wcisło, E., Bronder, J., Bubak, A., Rodríguez-Valdés, E., & Gallego, J. L. R. (2016). Human health risk assessment in restoring safe and productive use of abandoned contaminated sites. Environment International, 94, 436–448. https://doi.org/10.1016/j.envint.2016.05.028
Wedepohl, K. H. (1995). The composition of the continental crust. Geochimica Et Cosmochimica Acta, 59(7), 1217–1232. https://doi.org/10.1016/0016-7037(95)00038-2
Weissmannová, D. H., Mihočová, S., Chovanec, P., & Pavlovský, J. (2019). Potential Ecological Risk and Human Health Risk Assessment of Heavy Metal Pollution in Industrial Affected Soils by Coal Mining and Metallurgy in Ostrava, Czech Republic. International Journal of Environmental Research and Public Health, 16(22), 4495. https://doi.org/10.3390/ijerph16224495
Yapici, G., Can, G., Kiziler, A. R., Aydemir, B., Timur, İH., & Kaypmaz, A. (2006). Lead and cadmium exposure in children living around a coal-mining area in Yatağan Turkey. Toxicology and Industrial Health, 22(8), 357–362.
Zhai, M., Kampunzu, H. A. B., Modisi, M. P., & Totolo, O. (2003). Distribution of heavy metals in Gaborone urban soils (Botswana) and its relationship to soil pollution and bedrock composition. Environmental Geology, 45(2), 171–180. https://doi.org/10.1007/s00254-003-0877-z
Zhai, M., Totolo, O., Modisi, M. P., Finkelman, R. B., Kelesitse, S. M., & Menyatso, M. (2009). Heavy metal distribution in soils near Palapye, Botswana: An evaluation of the environmental impact of coal mining and combustion on soils in a semi-arid region. Environmental Geochemistry and Health, 31(6), 759–777. https://doi.org/10.1007/s10653-009-9260-7
Zhan, S., Wu, J., Wang, J., & Jing, M. (2020). Distribution characteristics, sources identification and risk assessment of n-alkanes and heavy metals in surface sediments, Tajikistan, Central Asia. Science of the Total Environment, 709, 136278. https://doi.org/10.1016/j.scitotenv.2019.136278
Zhang, H., Zhang, F., Song, J., Tan, M. L., & Johnson, V. C. (2021). Pollutant source, ecological and human health risks assessment of heavy metals in soils from coal mining areas in Xinjiang China. Environmental Research, 202, 111702. https://doi.org/10.1016/j.envres.2021.111702
Zhang, Z., Murtagh, F., Van Poucke, S., Lin, S., & Lan, P. (2017). Hierarchical cluster analysis in clinical research with heterogeneous study population: Highlighting its visualization with R. Ann Transl Med., 5(4), 75. https://doi.org/10.21037/atm.2017.02.05
Zhu, H., Bing, H., Yi, H., Wu, Y., & Sun, Z. (2018). Spatial distribution and contamination assessment of heavy metals in surface sediments of the Caofeidian adjacent sea after the land reclamation, Bohai Bay. Journal of Chemistry, 2018, 1–13. https://doi.org/10.1155/2018/2049353
Acknowledgements
The Director CSIR-CIMFR is thankfully acknowledged for giving permission to conduct this work at CSIR-CIMFR. Prasenjeet Chakraborty thankfully acknowledges the Director CSIR-CIMFR and AcSIR for doctoral registration and Department of Science & Technology, Government of India, for providing DST-INSPIRE fellowship. The authors are acknowledging the help provided by Dr. Sudip Maity and Dr. Hridesh Agarwalla for digestion of samples in microwave digester and Dr. R. Ebhin Masto for the ICP-OES analysis of the samples.
Funding
This work was supported by Department of Science & Technology, Government of India (Sanction No. DST/INSPIRE Fellowship/2019/IF190572). Author Prasenjeet Chakraborty has received research support from Department of Science & Technology, Government of India.
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PC, SS, and BH were involved in conceptualization. PC and DAW contributed to data curation, software, and statistics. PC was involved in formal analysis and roles/writing—original draft. PC and SS contributed to methodology. PC and SS contributed to resources. SS and BH were involved in supervision. SS, BH, and DAW were involved in validation. PC, DAW, SS, and BH were involved in writing—review and editing.
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Chakraborty, P., Wood, D.A., Singh, S. et al. Trace element contamination in soils surrounding the open-cast coal mines of eastern Raniganj basin, India. Environ Geochem Health 45, 7275–7302 (2023). https://doi.org/10.1007/s10653-023-01556-1
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DOI: https://doi.org/10.1007/s10653-023-01556-1