Abstract
The pollution of heavy metals in soil caused by exposed coal gangue and its prevention and control has become a hot issue restricting the green mining of coal in China. Nemerow integrated pollution index (NIPI), potential ecological risk index (RI) and human health risk assessment model were used to evaluate the pollution and risk of heavy metals (Cu, Cr, As, Pb) in the soil around the typical coal gangue hill in Fengfeng mining area of China. The results show that: firstly, the accumulation of coal gangue leads to the enrichment of four heavy metals in the surrounding shallow soil, and NIPI and RI were 1.0–4.4 and 21.63–91.28, respectively. The comprehensive pollution level of heavy metals in soil reached the warning line and above, and the potential ecological risk level reached slightly and above. When the horizontal distance exceeded 300 m, 300 m and 200 m, respectively, the influence of coal gangue hill on the heavy metal content in shallow soil, the comprehensive pollution level of heavy metals and the potential ecological risk level basically disappeared. In addition, based on the potential ecological risk assessment results and main risk factors, the ecological risk configuration of the study area was divided into five categories: “strong ecological risk + As,” “intermediate ecological risk + As + Cu,” “intermediate ecological risk + As + Cu or Pb,” “minor ecological risk + As + Cu” and “minor ecological risk + As + Cu or Pb.” The hazard index (HI) and total carcinogenic risk (TCR) of shallow soil polluted by heavy metals in the study area were 0.24–1.07 and 0.41 × 10−4–1.78 × 10−4, respectively, which posed non-carcinogenic and carcinogenic risks to children, but the risks were controllable. This study will help to take strategic measures to accurately control and repair the heavy metal pollution in the soil around the coal gangue hill and provide a scientific basis for solving the safe use of agricultural land and realizing the construction of ecological civilization.
Similar content being viewed by others
Explore related subjects
Discover the latest articles, news and stories from top researchers in related subjects.Avoid common mistakes on your manuscript.
Introduction
It is estimated that about 1 trillion tons of coal can be used globally at present (Gopinathan et al., 2022b; Santosh et al., 2023). In the process of coal mining, it will not only cause damage to the environment, but also produce coal-based solid waste that will affect human health and global ecology (Gopinathan et al., 2022a, c). Coal gangue is a solid waste generated in the process of coal mining. The amount of gangue discharged in China’s coal mines accounts for about 8~20% of the coal mining amount (Wei et al., 2016). Coal gangue is usually piled up near mines in the form of cones close to residential areas. At present, the accumulated stacking amount of coal gangue in China has exceeded 6 billion tons, forming 1500–1700 coal gangue hills, occupying 1.3 × 104 hm2 of the land, and the annual discharge rate is increasing by 500–800 million tons(Zhou et al., 2020). The stockpiling of coal gangue not only occupies a large amount of land resources, but also easily causes spontaneous combustion, dust, debris flow and other phenomena in the stockpiling process, polluting the surrounding environment (Hou et al., 2020). More importantly, coal gangue contains As, Pb, Hg, Cd, Cu, Cr and other heavy metal elements. Under the action of weathering, leaching and sedimentation, it is very easy to migrate to the surrounding soil environment and cause heavy metal pollution, which not only affects the safe use of land and causes land degradation (Verma et al., 2021b), but also generates ecological risks, posing a threat to human health (Chen et al., 2021b; Okedeyi et al., 2014).
The production and stockpiling of coal gangue have brought a series of heavy metal pollution problems. Six metal elements (Ni, Pb, Cu, Cd, Fe and Zn) in the coal gangue of a coal mining enterprise in Southern Zambia have the risk of polluting the environment (Chilikwazi et al., 2022). The average concentration of heavy metals Ti, Mn, Zn, Pb, As, Fe, Rb, Sr, Nb and Zr in the farmland soil of coal mining area in northern Bangladesh exceeded the world normal level (Bhuiyan et al., 2010). Heavy metal pollution and its ecological risk and human health risk in the soil of coal gangue accumulation area have attracted great attention in China. The rhizosphere soil associated with 13 native plants around Taoyuan coal gangue hill in China was strongly polluted by Cd, moderately polluted by Cu, slightly polluted by Cr and not polluted by Pb (Han et al., 2020). Pollution of eight heavy metals (As, Cd, Cr, Cu, Ni, Pb, V, Zn) in soil samples around the coal gangue storage area in Shanxi Province, China, may pose health risks to children and affect their early neural development (Yang et al., 2021). But some scholars measured the content of Cd, Cr, Cu, Ni, Pb and Zn heavy metals in the soil around the coal gangue hill in Huainan mining area of China and found that the linear characteristics of the content change curve of six elements with distance were not obvious (Wei et al., 2017). Previous studies showed that the total potential ecological risk of heavy metals in the topsoil around the gangue hill of Haizhou Mine in Fuxin, China, was slight (Cong et al., 2017a). The accumulation of coal gangue in Fengfeng mining area is large, and it takes a long time, which causes heavy metal pollution to surrounding soil. The existing research found that there was certain Cr and Pb pollution and a low level of ecological risk in the soil around the coal gangue hills of Fengfeng No. 5 Mine, Yangquhe Mine and Jiulong Mine (Fan et al., 2011). The stockpiling of coal gangue in Fengfeng mining area has the effect of increasing the effective state mass fraction of Cu, Cr, As, Pb in the surrounding soil and reducing the residual state mass fraction, and the MF of heavy metal Cu reaches a medium risk level at a horizontal distance of 200 m in the SE direction (Sun et al., 2022). Long-term exposure to metal pollution is the main source of human diseases (Kumar et al., 2022a, 2022b). Heavy metals released in the environment are absorbed by crops and ingested by humans body through the food chain, causing pathological problems related to kidneys, liver and bones, posing great risks to human beings (Kawatra & Bakhetia, 2008). The incident of osteopathy in Japan in the nineteenth century was caused by poisoning caused by residents eating cadmium-containing rice and drinking water. To sum up, the spatial change rule of heavy metals in the soil of the coal gangue accumulation area, the understanding of heavy metal risk assessment and human health risk assessment vary from place to place, and the impact of heavy metals in different areas is different, which needs further study (Fig. 1).
In view of this, this paper took the farmland soil near a typical coal gangue accumulation area in Fengfeng mining area in Hebei Province as the research object and used inductively coupled plasma spectrometer (ICP-OES, Optima 8000), pH meter (PSC-25) and total organic carbon analyzer (Vario TOC) to determine the content of four heavy metals(Cu, Cr, As and Pb), soil pH value and organic matter content, in the soil around the coal gangue hill (within 400 m horizontal distance and 40 cm in vertical depth). We detailed analysis of its spatial distribution characteristics, and evaluation of its pollution degree, ecological risk and human health risk, in order to enrich and expand related research, and provide scientific basis for precise treatment of heavy metal pollution in soil of coal gangue accumulation area in Fengfeng mining area.
Study area
Fengfeng mining area is located in the southwest of Handan City, Hebei Province, with geographic coordinates of E114° 3′ -114° 16′ and N36° 20′ -36° 34′. The terrain is flat, and the highest elevation is 891 m. It is one of the four mining areas in Hebei Province. The mining area belongs to the warm temperate semi humid continental monsoon climate, with the annual average temperature of 14.1 °C and the annual average precipitation of 627 mm. The dominant wind direction in winter and spring is northwest wind, while there is no dominant wind direction in summer and autumn, with the maximum wind speed of 21.7 m/s (Sun et al., 2022). The inland water system of the mining area belongs to the Haihe River basin, and the main surface water systems are Fuyang River and Mangniu River (Li et al., 2021). The soil type in the mining area is mainly loess light loamy calcareous cinnamon soil, and the land use type is mostly farmland. The vegetation types are mainly artificial agricultural vegetation and semi-artificial woodland–shrub land and shrub grassland, and corn, wheat and other crops are most widely distributed. Due to the long mining history and large scale, the problem of surface discharge and stockpiling of coal gangue in Fengfeng mining area is very prominent. According to statistics, there were 20 coal gangue hills in this mining area, with a total storage capacity of over 55.891 million tons, covering an area of over 179.37 hm2, and the storage time was as long as 23–72 years (Liu, 2021). A typical coal gangue accumulation area in Fengfeng mining area is taken as the study area, and its central coordinates are E114° 16′ 6.59″ and N36° 29′ 18.92″.
Materials and methods
Soil sample collection and pretreatment
Because the west side of coal gangue hill was a residential area, and the soil was disturbed by human activities, the flat agricultural land on the east side was the main choice for sample collection. Considering the terrain and wind direction around the coal gangue hill, the sampling points were laid out. The specific sampling scheme was as follows: Firstly, three sampling lines were determined in the downwind direction and vertical wind direction of coal gangue hill: One sampling line was arranged in the upwind area of northwest (NW), one sampling line was arranged in the downwind area of southeast (SE), and one sampling line was arranged in the vertical wind direction of northeast (NE). At the same time, considering the deviation of wind direction, two sampling lines, namely due east direction (E) and due south direction (S), were arranged at an angle of 45 to both sides with the southeast sampling line as the symmetry axis. Ten sampling points were set at 0 m, 20 m, 40 m, 60 m, 80 m, 100 m, 150 m, 200 m, 300 m and 400 m of each sampling line. Soil samples with depths of 0–20 cm and 20–40 cm were collected at each sampling point, and three parallel samples were collected at each depth. A sampling pattern has been formed with the gangue dump as the center, from near to far and from dense to sparse (Fig. 2). We randomly selected three background points in the wasteland far away from coal gangue hill, residential areas and roads to collect blank samples as background values. A total of 303 soil samples were collected. Multi-point mixed sampling was adopted to collect soil samples, and the soil samples (about 0.5 kg in weight) from each sampling point were put into sealed bags and took them back to the laboratory. The collected soil was removed impurities, naturally air-dried at room temperature (18–25 °C) and ground through a 200-mesh sieve for later use, which was used to determine the content of heavy metals in the soil (Fig. 3).
Measuring method
According to the results of our previous survey of the total amount of nine heavy metals (Cu, Cr, As, Pb, Hg, Mn, Cd, Ni and Zn) in the soil around the target coal gangue hill, we found that only Cu, Cr, As and Pb have high content and significantly exceed the background value of the study area, while the content of other heavy metals was not significantly different from the background value of the study area, so we chose that Cu, Cr As and Pb were the representative research objects in the study area.
In the preliminary research work, we used pH meter (PCS-25) to measure soil pH, and the result was 8.09–10.2. The soil organic TOC was determined by inductively coupled plasma spectrometer (ICP-OES, Optima 8000), and the results were 0.465–5.73%. The conductivity of soil was measured by conductivity meter (DDS-307), and the result was 214.5–244.15 µs cm−1. The total potassium in soil was determined by automatic Kjeldahl nitrogen analyzer (Haineng K1100), and the results were 8.12–8.98 g kg−1. The total phosphorus and total nitrogen in soil were determined by ICP-MS (Agilent 7900), and the results were 14.14–14.77 mg kg−1 and 0.03–0.04%, respectively. The mass fraction of soil mechanical composition was measured by laser particle size analyzer (MS2000), and the results of sand, silt and clay were 65.40–67.86%, 31.42–33.76% and 0.73–0.82%, respectively. Except pH and TOC, the other indexes are obviously homogenized within 300 m of the study area. Considering that soil pH and TOC are the key factors that affect and control the content, speciation, migration and transformation of heavy metals in soil (Chen et al., 2014; Vega et al., 2006; Zeng et al., 2011), this paper will focus on analyzing and discussing the effects of soil pH and TOC on the spatial variation characteristics of Cu, Cr, As and Pb.
Table 1 lists the main instruments used. Microsoft Excel 2010 software was used to process the data, and ArcGis 10.2, Origin 2021, Sufer 15.0 were used to draw the map.
Evaluation methods and standards
Assessment of heavy metal pollution in soil
NIPI was used to evaluate the pollution degree of heavy metals in the soil of the study area (Wang et al., 2011, 2019). The calculation formula is:
where Ci is the average content of heavy metal i in soil (mg kg−1), C0 is the background value of soil heavy metal i (mg kg−1), Pi is the single pollution index of soil heavy metal i, Pave is the average index of single pollution of heavy metal i in soil, Pmax is the largest single pollution index of heavy metal i in soil, and NIPI is Nemerow integrated pollution index of soil heavy metal i. The results are classified into 5 grades: NIPI ≤ 0.7, clean; 0.7 < NIPI ≤ 1.0, still clean (alert); 1.0 < NIPI ≤ 2.0, slight contamination; 2.0 < NIPI ≤ 3.0, moderate contamination; and NIPI > 3, severe contamination.
Potential ecological risk assessment
The ecological risk level of soil heavy metal pollution in the study area was evaluated by using the RI proposed by Håkanso (Hakanson, 1980), and the RI is defined as follows:
where PI is the single pollution index of heavy metal i; Eri is the potential ecological risk coefficient of heavy metal i; Tri is the toxicity response coefficient of heavy metal i, and the toxicity response coefficients of Cu, Cr, As and Pb are 5, 2, 10 and 5, respectively (Huang et al., 2018). RI is the potential ecological risk index. The evaluation criteria are set as shown in Table 2.
Human health risk assessment
This study used the health risk assessment model developed by the USEPA to assess the human health risk level of heavy metal pollution in the soil of the study area (Song et al., 2017). Due to differences in physiology and behavior, residents are divided into children and adults.
The average daily intake is calculated as follows (Liu et al., 2022; Mehmood et al., 2019; Zerizghi et al., 2022):
In the formula, ADIing, ADIinh and ADIder are the daily average intake of heavy metals by mouth, respiration and skin, respectively (mg kg−1 d−1); Ci is the content of heavy metal i in soil(mg kg−1). IngR is the ingestion soil rate (mg d−1); InhR is the inhalation rate of soil(m3 d−1); EF is the exposure frequency( d a−1); ED is the exposure duration(a); BW is the average weight(kg); AT is the average exposure time of heavy metals(d); PEF is the particle emission factor(m3 kg−1); SA is the skin exposure area(cm2); AF is skin adhesion factor(mg cm−2 d); and ABS is the dermal absorption factor (dimensionless). See Table 3 for the values of relevant parameters of human health risk assessment.
The non-carcinogenic and carcinogenic health risks of soil heavy metals were characterized as:
where HQi is the non-carcinogenic risk hazard quotient of heavy metal i; ADIij is the average daily intake of the jth exposure route of non-carcinogenic heavy metal i(mg kg−1 d−1); RfDij is the reference dose of the average daily intake of the jth exposure route of non-carcinogenic heavy metal i(mg kg−1 d−1); and HI is hazard index. The evaluation criteria of non-carcinogenic risk HQi and HI are set as follows: HQi or HI < 1, the level of non-carcinogenic risk is not obvious; HQi or HI ≥ 1, the level of non-carcinogenic risk is obvious.
where CRi is the single carcinogenic risk of carcinogenic heavy metal i; SFij is the carcinogenic slope factor of the jth exposure route of carcinogenic heavy metal i(mg kg−1 d−1); and TCR is total carcinogenic risk. The evaluation criteria of CRi and TCR of carcinogenic risk are set as follows: 1.00 × 10–6 ≤ CRi (or TCR) < 1.00 × 10–4, the level of carcinogenic risk is not obvious; CRi (or TCR) ≥ 1.00 × 10–4, the level of cancer risk is obvious. Table 4 lists the toxicity index reference values of heavy metals.
Quality control
In order to ensure the quality of test data, all the chemicals and reagents used in this study are excellent grade pure. And all containers were treated with dilute nitric acid for 24 h and washed with ultra-pure water before use. The analysis of each batch of samples was set to 3 replicates, and the reagent blank was used to eliminate the analysis deviation and increase the accuracy of the data. All the heavy metal elements in the soil have a good recovery rate, ranging from 90.4 to 106.4%.
Results and discussion
Spatial distribution characteristics of heavy metals in shallow soil
Total quantity characteristics
Within 400 m around the target gangue hill, the total amount of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 14.06–64.13 mg/kg, 18.18–77.88 mg/kg, 4.13–20.25 mg/kg and 15.05–38.38 mg/kg in turn. The average content was 26.99 mg/kg, 37.16 mg/kg, 8.42 mg/kg and 20.97 mg/kg, which were 1.88 times, 2.06 times, 1.99 times and 1.36 times of the background value. The total amount of Cu, Cr, As and Pb in 20–40 cm soil was 14.14–62.77 mg/kg, 17.99–74.56 mg/kg, 4.12–18.47 mg/kg and 15.06–36.96 mg/kg, respectively. The average content was 24.47 mg/kg, 34.36 mg/kg, 7.27 mg/kg and 19.52 mg/kg, which were 1.70 times, 1.91 times, 1.72 times and 1.27 times of the background value, respectively. It can be seen that the exposed stockpiling of coal gangue caused the enrichment of four kinds of heavy metal elements, Cu, Cr, As and Pb, in the 0–40 cm shallow soil within 400 m around, and the 0–20 cm surface soil was more prominent.
Variation characteristics under different horizontal distances
In the NW direction, when the horizontal distance was 0 m, the contents of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 33.69 mg/kg, 57.38 mg/kg, 11.36 mg/kg and 22.39 mg/kg, respectively, which were 134.28%, 218.22%, 168.63% and 45.48% higher than the background value, respectively, and were 2.40 times, 3.13 times, 2.67 times and 1.47 times higher than the horizontal distance of 400 m. When the horizontal distance was 150 m, the contents of heavy metal elements Cu, Cr, As and Pb in the soil were 14.84 mg/kg, 18.27 mg/kg, 4.36 mg/kg and 15.50 mg/kg, respectively, which were 1.03 times, 1.01 times, 1.03 times and 1.01 times of their background values, and all basically return to the background values. The results show that in the NW direction, the influence of coal gangue hill on the contents of heavy metal elements Cu, Cr, As and Pb in surface soil basically disappeared beyond the horizontal distance of 150 m.
In the NE direction, when the horizontal distance was 0 m, the contents of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 42.63 mg/kg, 67.83 mg/kg, 15.38 mg/kg and 28.88 mg/kg, respectively, which were increased by 196.42%, 276.22%, 263.48% and 87.62%, respectively, compared with the background value, and were 2.99 times, 3.72 times, 3.55 times and 1.87 times, respectively, at the horizontal distance of 400 m. When the horizontal distance was 200 m, the contents of heavy metal elements Cu, Cr, As and Pb in the soil were 14.64 mg/kg, 18.36 mg/kg, 4.38 mg/kg and 15.66 mg/kg, respectively, which are 1.02 times, 1.02 times, 1.04 times and 1.02 times of their background values, and all basically return to the background values. The results show that in the NE direction, the influence of coal gangue hill on the contents of heavy metal elements Cu, Cr, As and Pb in surface soil basically disappeared beyond the horizontal distance of 200 m.
In the E direction, when the horizontal distance was 0 m, the contents of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 52.13 mg/kg, 73.53 mg/kg, 18.89 mg/kg and 32.69 mg/kg, respectively, which were 262.48%, 307.81%, 346.50% and 112.39% higher than the background value, respectively, and were 3.62 times, 4.05 times, 4.58 times and 2.11 times higher than the horizontal distance of 400 m. When the horizontal distance was 300 m, the contents of heavy metal elements Cu, Cr, As and Pb in the soil were 14.39 mg/kg, 18.57 mg/kg, 4.30 mg/kg and 15.42 mg/kg, respectively, which were 1.00 times, 1.03 times, 1.02 times and 1.00 times of their background values, and all basically return to the background values. The results show that the influence of coal gangue hill on the contents of heavy metal elements Cu, Cr, As and Pb in surface soil basically disappeared beyond the horizontal distance of 300 m in E direction.
In the SE direction, when the horizontal distance was 0 m, the contents of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 64.13 mg/kg, 77.88 mg/kg, 20.25 mg/kg and 38.38 mg/kg, respectively, which were 332.02%, 331.92%, 378.72% and 149.40% higher than the background value, respectively, and were 4.54 times, 4.24 times, 4.76 times and 2.48 times higher than the horizontal distance of 400 m. When the horizontal distance was 300 m, the contents of heavy metal elements Cu, Cr, As and Pb in the soil were 14.88 mg/kg, 18.63 mg/kg, 4.50 mg/kg and 15.50 mg/kg, respectively, which were 1.03 times, 1.03 times, 1.06 times and 1.01 times of their background values, and all basically return to the background values. The results show that the influence of coal gangue hill on the contents of heavy metal elements Cu, Cr, As and Pb in surface soil basically disappeared beyond the horizontal distance of 300 m in SE direction.
In the direction of S, when the horizontal distance was 0 m, the contents of heavy metal elements Cu, Cr, As and Pb in 0–20 cm soil were 37.13 mg/kg, 63.26 mg/kg, 13.36 mg/kg and 24.13 mg/kg, respectively, which were 158.17%, 250.86%, 215.86% and 56.76% higher than the background value, respectively, and were 2.59 times, 3.44 times, 3.04 times and 1.57 times higher than the horizontal distance of 400 m. When the horizontal distance was 200 m, the contents of heavy metal elements Cu, Cr, As and Pb in the soil were 14.54 mg/kg, 18.44 mg/kg, 4.38 mg/kg and 15.33 mg/kg, respectively, which were 1.01 times, 1.02 times, 1.03 times and 1.00 times of their background values, and all basically return to the background values. The results show that in the S direction, the influence of coal gangue hill on the contents of heavy metal elements Cu, Cr, As and Pb in surface soil basically disappeared beyond the horizontal distance of 200 m..
With the increase in the horizontal distance from the coal gangue hill, the contents of heavy metals Cu, Cr, As and Pb in the shallow soil in any direction show a significant decline. The contents of heavy metals Cu, Cr, As and Pb in shallow soil at the horizontal distance of 0 m were 2.40–4.54 times, 3.13–4.24 times, 2.67–4.76 times, and 1.47–2.48 times, respectively, in the horizontal distance of 400 m. The target coal gangue hill can lead to the enrichment of heavy metal elements Cu, Cr, As and Pb in the 0–20 cm topsoil around, which was mainly concentrated within the horizontal distance of 300 m. However, the scope of the effect varies in different directions. In the NW, NE, S, E, SE directions, the coal gangue hill caused the surrounding 0–20 cm shallow soil to enrich four heavy metals within 150 m, 200 m, 200 m, 300 m and 300 m, respectively. The spatial variation characteristics of the contents of heavy metals Cu, Cr, As and Pb in 20–40 cm shallow soil at different horizontal distances were basically the same as those in 0–20 cm soil, but the coal gangue hill lead to the reduction of the scope of action of soil enrichment of four heavy metals to 200 m on the whole.
Variation characteristics in different directions
The spatial content changes of four heavy metals, Cu, Cr, As and Pb, in shallow soil in different directions and horizontal distances around coal gangue hill are shown in Fig. 4.
At any horizontal distance, the contents of four heavy metals in soil vary greatly in different directions. The average content of Cu in 0–20 cm soil in NW, NE, E, SE and S directions was 1.45, 1.68, 2.10, 2.56 and 1.58 times of the background value. The average content of Cr was 1.58, 1.99, 2.33, 2.45 and 1.96 times of the background value. The average content of As was 1.49, 1.92, 2.38, 2.43 and 1.74 times of the background value. The average content of Pb was 1.14, 1.33, 1.50, 1.64 and 1.21 times of the background value. The order of the average contents of four heavy metals in different directions was SE > E > NE > S > NW. The spatial variation characteristics of heavy metal elements Cu, Cr, As and Pb in 20–40 cm shallow soil in different directions were basically the same as those in 0–20 cm shallow soil. The results show that the effect of the target coal gangue hill on the enrichment of heavy metal elements Cu, Cr, As and Pb in the surrounding shallow soil was mainly concentrated in the downwind area, which was closely related to the dominant wind direction in the study area.
Cause analysis
The correlation coefficients between the contents of Cu, Cr, As and Pb in the shallow soil in different directions and horizontal distances around the coal gangue hill and the soil pH value and TOC content are shown in Table 5.
Coal gangue stored in the open air is easily weathered and broken into solid particles with different particle sizes under the action of exposure, rain and wind erosion. Under the influence of the dominant wind direction in the study area, a large number of coal gangue migrated to the surrounding shallow soil, especially in the downwind area (Masto, 2011; Zhang et al., 2008), and the heavy metal elements carried by it also enter the soil (Wang et al., 2008). Studies have shown that the particles produced by natural weathering of coal gangue are mainly coarse particles (particle size greater than 0.15 mm) (Li & Huang, 2015). Under the action of wind transport, they fall on the shallow soil near the coal gangue hill in the form of creep and saltation (Li & Shen, 2006), while the fine particles (particle size less than 0.1 mm) migrate in the form of suspension and continuously disperse and settle on the shallow soil in the atmosphere. Therefore, the closer to the coal gangue hill, the more coal gangue particles will migrate to the shallow soil, the more heavy metals they will bring into the soil, and the higher the content of heavy metals in the soil (Li, 2004; Li et al., 2004). Under the influence of the dominant monsoon in the study area (Ding et al., 2017), all kinds of particles formed by the weathering of the target coal gangue hill and heavy metal elements such As Cu, Cr, As and Pb carried by them migrate to the shallow soil in the downwind area (Cong et al., 2017a, b), and the SE direction is the most obvious (Zhang et al., 2011).
In the NW, NE, E, SE and S directions, the correlation coefficients of Cu content and TOC mass fraction in 0–20 cm soil around the target coal gangue hill were 0.834, 0.940, 0.956, 0.919 and 0.863, respectively. The correlation coefficients between Cr content and soil TOC content were 0.761, 0.944, 0.945, 0.920 and 0.967, respectively. The correlation coefficients between heavy metal As and soil TOC content were 0.775, 0.943, 0.967, 0.899 and 0.843, respectively. The correlation coefficient between heavy metal Pb and soil TOC mass fraction was` 0.822, 0.964, 0.952, 0.915 and 0.883, respectively. Except that the correlation between heavy metal Cr content and soil TOC mass fraction in NW direction was significantly positive (p < 0.05), the others reached a very significant positive correlation level (p < 0.01). The correlation between the contents of four heavy metals in 20–40 cm soil and TOC mass fraction was basically the same as that in 0–20 cm soil. It can be seen that the content of heavy metal elements Cu, Cr, As, Pb in the shallow soil around the target coal gangue hill was significantly positive correlated with the soil TOC mass fraction. The reason is that the soil around the coal gangue hill is agricultural land, and frequent agricultural activities such as fertilization result in rich organic matter content in the shallow soil, especially high dissolved organic matter content (Xu et al., 2018). Dissolved organic matter entering the soil is preferentially adsorbed on the surface of soil particles and serves as a complexing bridge between soil particles and heavy metal ions, enhancing the affinity of soil particle surface, thus increasing the adsorption capacity of heavy metal ions (Li et al., 2012b). At the same time, dissolved organic matter contains carboxyl, hydroxyl, carbonyl, methoxy and other active functional groups (Guo et al., 2012), which can complex and chelate with heavy metals Cu, Cr, As, Pb attached to the fine particles of coal gangue to form a ligand into the soil solution, thus increasing the content of heavy metals in the soil. The high positive correlation between heavy metal content in soil and TOC mass fraction in soil obtained in this study is basically consistent with previous studies (Pandey et al., 2015; Zhang, 2018).
In any direction, there was no significant correlation between the contents of four heavy metal elements in 0–20 cm soil around the target coal gangue hill and soil pH. In the direction of NE, the correlation coefficients of heavy metal elements Cu, As, Pb in 20–40 cm soil with soil pH were −0.829, -0.820 and -0.793, which all reach extremely significant negative correlation level (p < 0.01), and the correlation coefficient of Cr content with soil pH was −0.755, which reaches significant negative correlation level (p < 0.01). The correlation coefficients between the contents of heavy metal elements Cu, Cr, As and Pb in the soil of 20–40 cm in S direction and soil pH were 0.638, 0.648, 0.656 and 0.636, respectively, all reaching significant positive correlation levels (p < 0.05). It can be seen that the correlation between the content of heavy metal elements Cu, Cr, As, Pb and soil pH in the shallow soil around the target gangue hill was complex and changeable. This may be due to the differences in planting mode, tillage frequency, fertilizer type and irrigation intensity in different regions due to different crops (Li et al., 2012a, 2012b; Liu et al., 2020).
Heavy metal pollution level of shallow soil
The NIPI of soil heavy metal pollution was calculated based on the content of 4 kinds of heavy metals in the soil around the gangue hill.
Within 400 m around the target gangue hill, the NIPI range of 0–20 cm and 20–40 cm soil heavy metal pollution was 1.0–4.4 and 1.0–4.1, respectively (Fig. 5). It is shown that the comprehensive heavy metal pollution level of shallow soil around the target gangue hill reached the warning line or above, and the pollution level of 0–20 cm soil was higher than that of 20–40 cm soil.
With the increase in the horizontal distance from the coal gangue hill, the comprehensive pollution degree of heavy metals in the soil in any direction shows a significant decline. When the horizontal distances from NE, E, SE and S direction to the coal gangue hill were [0 m, 20 m], [0 m, 40 m], [0 m, 40 m] and [0 m, 20 m] in turn, 0–20 cm soil NIPI > 3, reaching the level of severe pollution. When the horizontal distance from NW, NE, E, SE and S direction to the coal gangue hill was [0 m, 20 m], [40 m, 60 m], [60 m, 80 m], [60 m, 80 m] and [20 m, 60 m], 0–20 cm soil 2 < NIPI ≤ 3, reaching the moderate pollution level. When the horizontal distance between NW, NE, E, SE and S direction and the coal gangue hill was [40 m, 100 m], [80 m, 150 m], [100 m, 200 m], [100 m, 300 m] and [80 m, 150 m], 0–20 cm soil 1 < NIPI ≤ 2, reaching the level of mild pollution. When the horizontal distance between NW, NE, E, SE and S direction and the coal gangue hill was [150 m, 400 m], [200 m, 400 m], [300 m, 400 m], [300 m, 400 m] and [200 m, 400 m], 0–20 cm soil 0.7 < NIPI ≤ 1 was at a still clean (alert) level. It is shown that the heavy metal pollution of the surface soil caused by the target coal gangue hill basically disappeared beyond the 300 m radius. In addition, in the NW, NE, E, SE and S direction, the heavy metal pollution effect of coal gangue hill on the surface soil basically disappears beyond the horizontal distance of 150 m, 200 m, 300 m, 400 m and 200 m. And the heavy metal pollution of 20–40 cm soil by the target coal gangue hill basically disappeared beyond 200 m around. In the NW, NE, E, SE and S direction, the heavy metal pollution of 20–40 cm soil caused by coal gangue hill basically disappears beyond the horizontal distance of 100 m, 150 m, 150 m, 200 m and 150 m.
At any horizontal distance, the comprehensive pollution level of heavy metals in 0–20 cm soil in different directions was quite different. The average values of heavy metal NIPI in 0–20 cm soil in NW, NE, E, SE and S directions were 1.5, 1.8, 2.3, 2.5 and 1.8, respectively. The difference characteristics of the comprehensive pollution level of heavy metals in 20–40 cm soil in all directions were basically consistent with those in 0–20 cm soil. It can be seen that the comprehensive pollution degree of soil heavy metals in the downwind area of the target coal gangue hill was higher than that in the upwind area.
Potential ecological risk of heavy metal pollution in shallow soil
The RI of soil heavy metal comprehensive pollution was calculated based on the content of four heavy metals in the soil around the gangue hill. Its spatial variation characteristics are shown in Fig. 6, and the potential ecological risk composition types are shown in Fig. 7.
Within 400 m around the target coal gangue hill, the RI of heavy metal pollution in 0–20 cm and 20–40 cm soil was 21.81–91.28 and 21.63–85.77, respectively. It is shown that the potential ecological risk level of comprehensive pollution of heavy metals in the shallow soil around the target coal gangue hill was slight or above, and the potential ecological risk of 0–20 cm soil was greater than 20–40 cm soil.
With the increase in the horizontal distance from the coal gangue hill, the potential ecological risk level of soil heavy metal pollution in any direction shows a significant decline. When the horizontal distance from NE, E and SE direction to the coal gangue hill was [0 m, 20 m], [0 m, 40 m] and [0 m, 40 m], the soil 60 ≤ RI < 120 in 0–20 cm soil layer, reaching a strong ecological risk level; when the horizontal distance between NW, NE, E, SE and S direction and the coal gangue hill was [0 m, 60 m], [40 m, 80 m], [60 m, 100 m], [60 m, 150 m] and [0 m, 80 m], the soil 30 ≤ RI < 60 in 0–20 cm soil layer, reaching the intermediate ecological risk level; and when the horizontal distance between NW, NE, E, SE and S direction and the coal gangue hill was [80 m, 400 m], [100 m, 400 m], [150 m, 400 m], [200 m, 400 m] and [100 m, 400 m], RI of 0–20 cm soil was less than 30, reaching the level of slight ecological risk. It is shown that the potential ecological risk of heavy metal comprehensive pollution of surface soil around the target coal gangue hill was reduced to a low level beyond 200 m. In addition, when the horizontal distance from the coal gangue hill in NW, NE, E, SE and S direction was greater than 80 m, 100 m, 150 m, 200 m and 200 m, respectively, the potential ecological risk of heavy metal comprehensive pollution in the surface soil can be reduced to a lower level. The potential ecological risk of the target coal gangue hill to heavy metals in 20–40 cm soil drops to a low level beyond 150 m around. And when the horizontal distance from the coal gangue hill in NW, NE, E, SE and S direction was greater than 60 m, 80 m, 100 m, 150 m and 80 m in turn, the potential ecological risk of comprehensive pollution of heavy metals in 20–40 cm soil can be reduced to a low level.
At any horizontal distance, the potential ecological risk levels of 0–20 cm soil comprehensive pollution by heavy metals in different directions were quite different. The average potential ecological risk index of heavy metal comprehensive pollution of 0–20 cm soil in NW, NE, E, SE and S direction was 31.01, 38.26, 46.50, 50.13 and 35.25, respectively. The difference characteristics of potential ecological risk level of heavy metals in 20–40 cm soil in all directions were basically consistent with 0–20 cm soil. It can be seen that the potential ecological risk level of soil heavy metal comprehensive pollution in the downwind area of the target coal gangue hill was higher than that in the upwind area. From the composition of potential ecological risk of soil heavy metal comprehensive pollution, As was the largest contributor to the potential ecological risk of soil heavy metal comprehensive pollution in the study area. The average contribution rate of As in 0–20 cm and 20–40 cm soil were 48.41% and 47.00%, respectively. Combined with the results of potential ecological risk assessment and main risk factors (risk contribution rate >65%), the potential ecological risk components of soil heavy metal comprehensive pollution in the study area can be divided into five types: "strong risk+As","intermediate risk+As+Cu"," intermediate risk+As+Cu or Pb","minor risk+As+Cu", and "minor risk+As+Cu or Pb".
Risk of heavy metal pollution to human health in shallow soil
Based on the contents of four heavy metals in the soil around coal gangue hill, the HI and TCR of soil heavy metal comprehensive pollution were calculated. It can be seen from the calculation results that within 400 m around the target coal gangue hill, the range of HI of 0–20 cm and 20–40 cm soil heavy metal pollution for adults was 0.04–0.19 and 0.04–0.18, respectively, and the range of TCR for adults was 0.13 × 10–4−0.57 × 10–4 and 0.13 × 10–4−0.55 × 10–4, respectively. The comprehensive pollution of heavy metals in the shallow soil around the target coal gangue hill did not pose a carcinogenic or non-carcinogenic risk to adults. Therefore, only carcinogenic and non-carcinogenic risks of children were carefully analyzed, and their spatial variation characteristics are shown in Fig. 8.
Total non-carcinogenic risk assessment of children
Within 400 m around the target coal gangue hill, the HI of 0–20 cm and 20–40 cm soil heavy metal pollution to children was 0.25–1.07 and 0.24–0.99, respectively. The comprehensive pollution of heavy metals in 0–20 cm soil around the target coal gangue hill posed non-carcinogenic risk to children within 20 m of SE direction, but the risk was slight. With the increase in the horizontal distance from the coal gangue hill, the total non-carcinogenic risk index of comprehensive soil heavy metal pollution on children in any direction showed a significant decline, and the total non-carcinogenic risk index of comprehensive soil heavy metal pollution in the downwind area of the target coal gangue hill was higher than that in the upwind area.
Total carcinogenic risk assessment of children
In view of previous research results (Chen et al., 2018, 2021a, 2021b; Liu et al., 2022), Cu and Pb did not have cancer risk, this paper only calculated and evaluated the carcinogenic risk of heavy metals Cr and As.
Within 400 m around the target coal gangue hill, the TCR of heavy metal pollution in 0–20 cm and 20-40 cm soil to children was 0.41 × 10–4–1.78 × 10–4 and 0.41 × 10–4–1.70 × 10–4. It is shown that the comprehensive pollution of heavy metals in the shallow soil around the target coal gangue hill within 60 m in E and SE directions, 40 m in NE and S directions and 20 m in NW directions posed carcinogenic risk to children, but the risk was controllable and the soil heavy metal Cr was the key carcinogenic risk factor. With the increase in the horizontal distance from the coal gangue hill, the total carcinogenic risk index of comprehensive soil heavy metal pollution on children in any direction showed a significant decline, and the total carcinogenic risk index of comprehensive soil heavy metal pollution in the downwind area of the target coal gangue hill was higher than that in the upwind area.
Heavy metals are non-degradable, which will pose a threat to ecosystem and human health after entering the environment (Verma et al., 2021a). Previous studies have shown that some heavy metals are toxic and can directly cause toxicity to human organs, thus threatening human health (Antoniadis et al., 2019). In addition, they can accumulate in human tissues, thus affecting the digestive system, reproductive system and central nervous system (Kumar et al., 2022a, 2022b). Children’s nervous system is still in the development stage, and it is more sensitive to the neurotoxicity of heavy metals. Long-term exposure to lead and cadmium pollution may affect children’s neurocognitive function and lead to decreased memory ability (Wang et al., 2020; Zhou & Zhou, 2018).Within 400 m around the target coal gangue hill, the HI of comprehensive soil heavy metal pollution for children was 5.55 times that of adults on average, and TCR for children was 3.11 times that of adults on average. The combined pollution of heavy metals in soil of the same degree posed a significantly higher non-carcinogenic and carcinogenic risk to children than adults, which was the same as the research results of some scholars (Kumar et al., 2022a; Zhang et al., 2022; Zhang et al., 2022). The reason is that children’s weight is lighter than that of adults, and their ability to metabolize and excrete toxins is lower. Under the same heavy metal concentration, children are more sensitive to the impact of heavy metals in soil than adults and are more vulnerable to environmental hazards (Lian et al., 2019). In addition, children’s higher respiratory rate per unit weight and frequent ingestion by hands and mouth makes them more likely to be exposed to contaminated heavy metal particles, so they are exposed to higher risk values (Qu et al., 2012). Due to the concealment and long-term accumulation of heavy metals (Kumar et al., 2022b), although the carcinogenic and non-carcinogenic risks of children in the study area are controllable at present, it will also lead to serious consequences in the long run. The problem of heavy metal pollution should be discovered as soon as possible, prevented in advance and ensured the physical and mental health of children.
Conclusion
The bare storage of coal gangue leads to the enrichment of Cu, Cr, As and Pb in the shallow soil around 0–40 cm. The contents of Cu, Cr, As and Pb in 0–20 cm soil were 14.06–64.13 mg/kg, 18.18–77.88 mg/kg, 4.13–20.25 mg/kg and 15.05–38.38 mg/kg, respectively, with the average contents of 26.99 mg/kg, 37.16 mg/kg, 8.42 mg/kg and 20.97 mg/kg, respectively, which were 1.88 times, 2.06 times, 1.99 times and 1.36 times of the background value. This enrichment phenomenon was more prominent in the 0–20 cm surface soil and was most obvious in the downwind area. With the increase in the horizontal distance from the coal gangue hill, the enrichment effect of four heavy metals in the shallow soil in any direction was obviously weakened. When the horizontal distance from the coal gangue hill exceeded 300 m, the effect basically disappears. The spatial variation characteristics of heavy metal content in the soil around the coal gangue hill were mainly controlled by the regional dominant wind direction and the content of organic matter in the surrounding soil. Accurately identify the spatial distribution characteristics and main controlling factors of regional soil heavy metal content, and implement effective measures to provide support for building a long-term mechanism for the full utilization of contaminated farmland.
The PN of heavy metal pollution in shallow soil within 400 m around the typical coal gangue hill in Fengfeng mining area was 1.0–4.4, which indicates that the comprehensive heavy metal pollution level of soil in this area has reached the warning line and above, and mainly concentrated in the downwind area, and decreased with the increase in horizontal distance from the coal gangue hill. When the horizontal distance from the coal gangue hill exceeded 300 m, the influence of the coal gangue hill on the comprehensive pollution level of heavy metals in the surrounding shallow soil basically disappeared. Distinguish the heavy metal pollution in soil, and lay a scientific foundation for the subsequent accurate prevention and control of heavy metal pollution in soil.
The RI of heavy metal pollution in shallow soil within 400 m around the typical coal gangue hill in Fengfeng mining area was 21.63–91.28, which indicated that the potential ecological risk level of soil heavy metal comprehensive pollution in this area has reached slight or above, and was mainly concentrated in the downwind area, and decreased with the increase in the horizontal distance from the coal gangue hill. When the horizontal distance from the coal gangue hill was more than 200 m, the impact of the coal gangue hill on the potential ecological risk level of the comprehensive pollution of heavy metals in the surrounding shallow soil will basically disappear. As is the largest contributor (more than 47%) to the potential ecological risk of soil heavy metal pollution in the study area. Based on the assessment results of potential ecological risk level and main risk factors, the potential ecological risk configuration of soil heavy metal comprehensive pollution in the study area can be divided, which will provide an important reference for the classification and control of soil ecological risk in the coal gangue accumulation area. Heavy metal pollution of shallow soil within 400 m around the typical coal gangue hill in Fengfeng mining area will not pose a non-carcinogenic and carcinogenic risk to adults. The HI of heavy metal pollution in 0–20 cm and 20–40 cm soil for children was 0.25–1.07 and 0.24–0.99, respectively, and the TCR of children was 0.41 × 10–4–1.78 × 10–4 and 0.41 × 10–4–1.70 × 10–4, posed a non-carcinogenic and carcinogenic risk to children, but compared with the evaluation standard, the risk was small and controllable. Among them, the children’s non-carcinogenic risk area was located within 20 m in the SE direction of the gangue hill, and the children’s carcinogenic risk area was located within 60 m in the E and SE directions, 40 m in the NE and S directions and 20 m in the NW direction. The soil heavy metal Cr was the key carcinogenic risk factor. The research results can avoid long-term heavy metal exposure of residents near the study area, thus reducing health risks.
References
Antoniadis, V., Shaheen, S. M., Levizou, E., Shahid, M., Niazi, N. K., Vithanage, M., & Rinklebe, J. (2019). A critical prospective analysis of the potential toxicity of trace element regulation limits in soils worldwide: Are they protective concerning health risk assessment?–A review. Environment International, 127, 819–847. https://doi.org/10.1016/j.envint.2019.03.039
Bhuiyan, M. A., Parvez, L., Islam, M. A., Dampare, S. B., & Suzuki, S. (2010). Heavy metal pollution of coal mine-affected agricultural soils in the northern part of Bangladesh. Journal of Hazardous Materials, 173(1–3), 384–392. https://doi.org/10.1016/j.jhazmat.2009.08.085
Chen, S., Li, J., & Deng, H. (2014). The relationship between physical and chemical properties of soil and heavy metal content in Fujian coastal farmland. Hubei Agricultural Sciences, 53(13), 3025–3029. https://doi.org/10.14088/j.cnki.issn0439-8114.2014.13.076
Chen, Y., Jiang, X., Wang, Y., & Zhuang, D. (2018). Assessment of ecological environment and human health of heavy metals in mining area based on GIS. Acta Scientiae Circumstantiae, 38(04), 1642–1652. https://doi.org/10.13671/j.hjkxxb.2017.0365
Chen, B., Zhu, Y., & Zhai, W. (2021a). Assessment of heavy metal and human health risk in surface soils in a decommissioned rare earth recycling plant. Nonferrous Metals Extractive Metallurgy, 10, 133–138. https://doi.org/10.3969/j.issn.1007-7545.2021.10.018
Chen, F., Yu, H., Bian, Z., & Yin, D. (2021b). How to handle the crisis of coal industry in China under the vision of carbon neutrality. Journal of China Coal Society, 46(06), 1808–1820. https://doi.org/10.13225/j.cnki.jccs.2021.0368
Chilikwazi, B., Onyari, J. M., & Wanjohi, J. M. (2022). Determination of heavy metals concentrations in coal and coal gangue obtained from a mine, in Zambia. International Journal of Environmental Science and Technology. https://doi.org/10.1007/s13762-022-04107-w
Cong, X., Lei, X., Fu, L., Shang, S., Ding, J., & Bi, R. (2017a). Pollution characteristics and ecological risk assessment of heavy metals in soils around the gangue heap of HaiZhou Coal Mine, Chaina. Earth and Environment, 45(03), 329–335. https://doi.org/10.14050/j.cnki.1672-9250.2017.03.011
Cong, X., Zhang, R., Hu, F., Zheng, L., Li, Y., & Wang, S. (2017b). Distribution characteristics and influence factors of heavy metals in soils around coal waste piles nearby mining city. Ecology and Environment Sciences, 26(03), 479–485. https://doi.org/10.16258/j.cnki.1674-5906.2017.03.017
Ding, Q., Cheng, G., Wang, Y., & Zhuang, D. (2017). Effects of natural factors on the spatial distribution of heavy metals in soils surrounding mining regions. Science of the Total Environment, 578, 577–585. https://doi.org/10.1016/j.scitotenv.2016.11.001
Fan, J., Meng, Z., Li, Y., Hun, L., & Liu, H. (2011). Discussion on heavy metal potential ecological risk of the coal gangue dump of one mine. Industrial Safety and Environmental Protection, 37(06), 11–12+15. https://doi.org/10.3969/j.issn.1001-425X.2011.06.005
Gopinathan, P., Jha, M., Singh, A. K., Mahato, A., Subramani, T., Singh, P. K., & Singh, V. (2022a). Geochemical characteristics, origin and forms of sulphur distribution in the Talcher coalfield. India. Fuel, 316, 123376. https://doi.org/10.1016/j.fuel.2022.123376
Gopinathan, P., Santosh, M. S., Dileepkumar, V. G., Subramani, T., Reddy, R., Masto, R. E., & Maity, S. (2022b). Geochemical, mineralogical and toxicological characteristics of coal fly ash and its environmental impacts. Chemosphere, 307, 135710. https://doi.org/10.1016/j.chemosphere.2022.135710
Gopinathan, P., Singh, A. K., Singh, P. K., & Jha, M. (2022c). Sulphur in Jharia and Raniganj coalfields: Chemical fractionation and its environmental implications. Environmental Research, 204, 112382. https://doi.org/10.1016/j.envres.2021.112382
Guo, W., Dai, J., & Wang, R. (2012). Progress in the effect of dissolved organic matter on adsorption of heavy metals by soil. Chinese Journal of Soil Science, 43(03), 761–768. https://doi.org/10.19336/j.cnki.trtb.2012.03.043
Hakanson, 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
Han, Y., Li, Q., & Liu, N. (2020). Heavy metal accumulation of 13 native plant species around a coal gangue dump and their potentials for phytoremediation. Nature Environment and Pollution Technology, 19(1), 191–199.
Hou, J., Yu, H., Mu, S., & Bian, Z. (2020). Spatial-temporal characteristics of land degradation and its influencing factors in coal mine in Western China. Coal Science and Technology, 48(11), 206–216. https://doi.org/10.13199/j.cnki.cst.2020.11.026
Huang, Y., Chen, Q., Deng, M., Japenga, J., Li, T., Yang, X., & He, Z. (2018). Heavy metal pollution and health risk assessment of agricultural soils in a typical peri-urban area in southeast China. Journal of Environmental Management, 207(1), 159–168. https://doi.org/10.1016/j.jenvman.2017.10.072
Kawatra, B. L., & Bakhetia, P. (2008). Consumption of heavy metal and minerals by adult women through food in sewage and tube-well irrigated area around Ludhiana city (Punjab, India). Journal of Human Ecology, 23(4), 351–354. https://doi.org/10.1080/09709274.2008.11906089
Kumar, V., Pandita, S., & Setia, R. (2022). A meta-analysis of potential ecological risk evaluation of heavy metals in sediments and soils. Gondwana Research, 103, 487–501. https://doi.org/10.1016/j.gr.2021.10.028
Kumar, V., Pandita, S., Singh, S., & Sharma, A. (2022a). An integration of health risk indices and statistical techniques to appraise the associated human risks and source apportionment of potentially toxic elements in roadside soils. Arabian Journal of Geosciences. https://doi.org/10.1007/s12517-022-10547-y
Kumar, V., Sharma, A., & Setia, R. (2022b). Appraisal of Metal (loids) in the Ecosystem: Elsevier.
Li, J. (2004). Study on temporal and spatial characteristics of heavy metal pollutionin coal gangue piles in mining area. Multipurpose Utilization of Mineral Resources, 32(5), 15–17. https://doi.org/10.3969/j.issn.1000-6532.2022.02.032
Li, X., & Shen, X. (2006). Experimental study on the distribution characteristics of the saltation particle of aeolian sediment in bare tillage. Transactions of the Chinese Society of Agricultural Engineering, 22(5), 74–77. https://doi.org/10.3321/j.issn:1002-6819.2006.05.017
Li, D., Fang, Y., Ren, Y., Hu, B., & Matthien, F. (2004). Analysis of heavy metal pollution in vicinity soil of coal gangue dump–Taking Zhongmacun Mine of Jiaozuo. Coal Geology & Exploration, 32(5), 15–17. https://doi.org/10.3969/j.issn.1001-1986.2004.05.006
Li, Y., Liu, J., Zhu, J., Fu, Q., & Hu, H. (2012b). Effect of dissolved organic on competitive adsorption of Cd and Zn by an alkaline soil. Guangdong Agricultural Sciences, 39(21), 79–81. https://doi.org/10.3969/j.issn.1004-874X.2012.21.024
Li, J., Hao, Y., Sun, J., Zhou, Y., & Yi, F. (2021). Evaluation of ecological environment’s patio-temporal variation in urban mine based on Rsei. Urban Development Studies, 28(01), 17–22. https://doi.org/10.3969/j.issn.1006-3862.2021.01.014
Li, Q., & Huang, S. (2015). On particle size distribution characteristics of heavy metal in weathered coal gangue from Suzhou mine area. Journal of Fuyang Normal University Natural Science, 32(02), 35–40. https://doi.org/10.3969/j.issn.1004-4329.2015.02.008
Li, S., Zhang, Y., Fan, Q., Yu, N., & Liu, C. (2012a). Effects of irrigation mode on soil acidification in protected field. Acta Pedologica Sinica, 49(05), 909–915. https://doi.org/10.11766/trxb201111250467
Lian, M., Wang, J., Sun, L., Xu, Z., Tang, J., Yan, J., & Zeng, X. (2019). Profiles and potential health risks of heavy metals in soil and crops from the watershed of Xi River in Northeast China. Ecotoxicology and Environmental Safety, 169, 442–448. https://doi.org/10.1016/j.ecoenv.2018.11.046
Liu, C., Qin, Y., & Zhao, X. (2020). Long-term effect of fertilization on accumulation and availability of heavy metal in a calcareous paddy soil. Journal of Agro-Environment Science, 39(7), 1494–1502. https://doi.org/10.11654/jaes.2020-0012
Liu, H., Qu, M., Chen, J., Guang, X., Zhang, J., Liu, M., & Huang, B. (2022). Heavy metal accumulation in the surrounding areas affected by mining in China: Spatial distribution patterns, risk assessment, and influencing factors. Science of the Total Environment, 825, 154004. https://doi.org/10.1016/j.scitotenv.2022.154004
Liu, M., & Hao, C. (2021). Evaluation and quantitative source analysis of heavy metal pollution Fengfeng Mine drainage irrigation area. Science Technology and Engineering, 21(17), 7377–7384. https://doi.org/10.3969/j.issn.1671-1815.2021.17.057
Liu, W. (2021). Scale control method of gangue hill in Fengfeng Mining area. Clean Coal Technology, 27(S2), 363–366. https://doi.org/10.1322/j.issn.1006-6772.21032901
Ma, J., Han, C., & Jiang, Y. (2020). Some problems in the application of potential ecological risk index. Geographical Research, 39(06), 1233–1241. https://doi.org/10.1182/dlyj020190632
Masto, R. E., Ram, L. C., George, J., Selvi, V. A., Sinha, A. K., Verma, S. K., & Prabal, P. (2011). Impacts of opencast coal mine and mine fire on the trace elements’ content of the surrounding soil vis-a-vis human health risk. Toxicological & Environmental Chemistry, 93(2), 223–237. https://doi.org/10.1080/02772248.2010.510922
Mehmood, K., Ahmad, H. R., Abbas, R., & Murtaza, G. (2019). Heavy metals in urban and peri-urban soils of a heavily-populated and industrialized city: Assessment of ecological risks and human health repercussions. Human and Ecological Risk Assessment: An International Journal, 26(6), 1705–1722. https://doi.org/10.1080/10807039.2019.1601004
Okedeyi, O. O., Dube, S., Awofolu, O. R., & Nindi, M. M. (2014). Assessing the enrichment of heavy metals in surface soil and plant (Digitaria eriantha) around coal-fired power plants in South Africa. Environmental Science and Pollution Research, 21(6), 4686–4696. https://doi.org/10.1007/s11356-013-2432-0
Pandey, B., Agrawal, M., & Singh, S. (2015). Ecological risk assessment of soil contamination by trace elements around coal mining area. Journal of Soils and Sediments, 16(1), 159–168. https://doi.org/10.1007/s11368-015-1173-8
Qu, C., Sun, K., Wang, S., Huang, L., & Bi, J. (2012). Monte carlo simulation-based health risk assessment of heavy metal soil pollution: A case study in the Qixia mining area, China. Human and Ecological Risk Assessment: An International Journal, 18(4), 733–750. https://doi.org/10.1080/10807039.2012.688697
Santosh, M. S., Purushotham, S., Gopinathan, P., Guna, V., Dileepkumar, V. G., Kumar, M., & Reddy, N. (2023). Natural sub-bituminous coal as filler enhances mechanical, insulation and flame retardant properties of coir-polypropylene bio-composites. Environmental Geochemistry and Health. https://doi.org/10.1007/s10653-023-01489-9
Song, T., Su, X., He, J., Liang, Y., & Zhou, T. (2017). Source apportionment and health risk assessment of heavy metals in agricultural soils in Xinglonggang, Northeastern China. Human and Ecological Risk Assessment: An International Journal, 24(2), 509–521. https://doi.org/10.1080/10807039.2017.1392232
Sun, T., Song, S., Chang, Q., Wang, C., Zhang, Y., Peng, R., & Wang, Y. (2022). Spatial variation characteristics of soil heavy metal speciation and bioavailability in coal gangue accumulation area-Taking Fengfeng Mining area as an example. Coal Geology & Exploration, 50(10), 85–95. https://doi.org/10.12363/issn.1001-1986.22.03.0159
Vega, F. A., Covelo, E. F., & Andrade, M. L. (2006). Competitive sorption and desorption of heavy metals in mine soils: Influence of mine soil characteristics. Journal of Colloid and Interface Science, 298(2), 582–592. https://doi.org/10.1016/j.jcis.2006.01.012
Verma, F., Singh, S., Singh, J., Dhaliwal, S. S., Parkash, C., Kumar, V., & Kumar, R. (2021b). Assessment of heavy metal contamination and its effect on earthworms in different types of soils. International Journal of Environmental Science and Technology, 19(5), 4337–4350. https://doi.org/10.1007/s13762-021-03297-z
Verma, F., Singh, S., Dhaliwal, S. S., Kumar, V., Kumar, R., Singh, J., & Parkash, C. (2021a). Appraisal of pollution of potentially toxic elements in different soils collected around the industrial area. Heliyon, 7(10), e08122. https://doi.org/10.1016/j.heliyon.2021.e08122
Wang, G., Deng, W., & Yao, R. (2008). Influence of coal gangue pile on the concentration of heavy metals in farming soil. Journal of xi’an University of Science and Technology, 28(03), 489–492. https://doi.org/10.3969/j.issn.1672-9315.2008.03.019
Wang, L. F., Bai, Y. X., & Gai, S. N. (2011). Single-factor and nemerow multi-factor index to assess heavy metals contamination in soils on railway side of harbin-suifenhe railway in Northeastern China. Applied Mechanics and Materials, 1366(71–78), 3033–3036. https://doi.org/10.4028/www.scientific.net/AMM.71-78.3033
Wang, Y., Li, F., Wang, X., Yang, Z., Han, K., & Ruan, X. (2019). Spatial distribution and risk assessment of heavy metal contamination in surface farmland soil around a lead and zinc smelter. Environmental Science and Pollution Research, 40(01), 437–444. https://doi.org/10.13227/j.hjkx.201803031
Wang, X., Li, J., Meng, X., Li, X., & Liu, F. (2020). Effects of exposure to lead, manganese and cadmium on growth and neurocognitive function in children. Chinese Journal of Child Health Care, 28(11), 1193–1196. https://doi.org/10.11852/zgetbjzz2020-0514
Wei, B., Hu, Z., Wang, X., Zhao, P., Zhao, Y., & Xiao, W. (2016). Study on spontaneous combustion rule of gangue dump and its comprehensive control measures. Mining Safety & Environmental Protection, 43(01), 92–95. https://doi.org/10.3969/j.issn.1008-4495.2016.01.024
Wei, Y., Zhou, C., Wang, J., Fan, Z., & Liu, G. (2017). Distribution and ecological risk assessment of 6 typical trace elements in mining soils in Huainan coalfield. Journal of University of Science and Technology of China, 47(05), 413–420. https://doi.org/10.3969/j.issn.0253-2778.2017.05.006
Xu, P., Zhu, J., Fu, Q., Chen, J., Hu, H., & Huang, Q. (2018). Structure and biodegradability of dissolved organic matter from Ultisol treated with long-term fertilizations. Journal of Soils and Sediments, 18(5), 1865–1872. https://doi.org/10.1007/s11368-018-1944-0
Yang, F., Yun, Y., Li, G., & Sang, N. (2021). Heavy metals in soil from gangue stacking areas increases children health risk and causes developmental neurotoxicity in zebrafish larvae. Science of the Total Environment, 794, 148629. https://doi.org/10.1016/j.scitotenv.2021.148629
Zeng, F., Ali, S., Zhang, H., Ouyang, Y., Qiu, B., Wu, F., & Zhang, G. (2011). The influence of pH and organic matter content in paddy soil on heavy metal availability and their uptake by rice plants. Environmental Pollution, 159(1), 84–91. https://doi.org/10.1016/j.envpol.2010.09.019
Zerizghi, T., Guo, Q., Tian, L., Wei, R., & Zhao, C. (2022). An integrated approach to quantify ecological and human health risks of soil heavy metal contamination around coal mining area. Science of the Total Environment, 814, 152653. https://doi.org/10.1016/j.scitotenv.2021.152653
Zhang, L., Han, G., Chen, H., & MaGuo, M. H. (2008). Study on heavy metal contaminants in soil come from coal mining spoil in the Loess Plateau. Journal of China Coal Society, 33(10), 1141–1146. https://doi.org/10.3321/j.issn:0253-9993.2008.10.013
Zhang, S., Wu, L., Zhang, G., Wang, D., & Wu, P. (2022). Soil heavy metal pollution analysis and health risk assessment in Karst areas along the upper reaches of the Du Liujiang River. Acta Scientiae Circumstantiae, 42(07), 421–433. https://doi.org/10.13671/j.hjkxxb.2021.0474
Zhang, M., Yue, X., & Yang, S. (2011). Characteristics of heavy metals release from coal waste and potential ecological risk assessment of contaminated soil around coal waste piles. Journal of Soil and Water Conservation, 25(04), 249–252. https://doi.org/10.13870/j.cnki.stbcxb.2011.04.002
Zhang, H., Zhang, F., Song, J., Tan, M. L., Kung, H. T., & 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, L., Peng, X., Ma, Y., Kang, L., Zhang, Y.-E., Wang, Q., & Zhang, S. (2022). Risk assessment and attribution analysis of “Five Toxic” heavy metals in cultivated land in Lanzhou. Environmental Science and Pollution Research, 43(9), 4767–4778. https://doi.org/10.13227/j.hjkx.202112226
Zhang, Z. (2018). Heavy metal pollution on farmlands and near coal mines in Minzhong region. Fujian Journal of Agricultural Sciences, 33(07), 739–743. https://doi.org/10.19303/j.issn.1008-0384.2018.07.016
Zhou, T., & Zhou, Z. (2018). Effects of lead exposure and co-exposure with other heavy metals on children’s neurodevelopment. Journal of Environmental and Occupational Medicine, 35(1), 73–77. https://doi.org/10.13213/j.cnki.jeom.2018.17404
Zhou, N., Yao, Y., Song, W., He, Z., Meng, G., & Liu, Y. (2020). Present situation and prospect of coal gangue treatment technology. Journal of Mining & Safety Engineering, 43(01), 92–95. https://doi.org/10.13545/j.cnki.jmse.2020.01.015
Acknowledgements
The paper has been supported by the key fund of Shaanxi Key Laboratory of Coal Green Development Geological Security (DZBZ2022Z-03) and the planned project of Hebei Academy of Sciences (19108). Thanks to Yanjie Zhang, an engineer from the Institute of Geographic Sciences, Hebei Academy of Sciences, for his support to relevant field research and indoor experiments.
Funding
This work was supported by the key fund of Shaanxi Key Laboratory of Coal Green Development Geological Security (DZBZ2022Z-03) and the planned project of Hebei Academy of Sciences (19108).
Author information
Authors and Affiliations
Contributions
SS contributed to conceptualization, methodology and writing–review and editing; RP was involved in methodology, software drawing, data curation, writing—original draft, and experiment; YW contributed to investigation, software drawing and experiment; XC was involved in investigation and writing—review and editing; and RN and HR contributed to writing—review and editing. All the authors reviewed the manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Song, S., Peng, R., Wang, Y. et al. Spatial distribution characteristics and risk assessment of soil heavy metal pollution around typical coal gangue hill located in Fengfeng Mining area. Environ Geochem Health 45, 7215–7236 (2023). https://doi.org/10.1007/s10653-023-01530-x
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10653-023-01530-x