Next Article in Journal
Effect of Embryonic Alcohol Exposure on Craniofacial and Skin Melanocyte Development: Insights from Zebrafish (Danio rerio)
Next Article in Special Issue
Dynamic Adsorption Characteristics of Cr(VI) in Red-Mud Leachate onto a Red Clay Anti-Seepage Layer
Previous Article in Journal
Effects of Exposure Duration and Exposure Levels of Ambient Air Pollutants on the Risk of Polycystic Ovarian Syndrome: A 2015–2019 Korean Population-Based Cohort Study
Previous Article in Special Issue
Assessment of Soil-Heavy Metal Pollution and the Health Risks in a Mining Area from Southern Shaanxi Province, China
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Uranium Concentrations in Private Wells of Potable Groundwater, Korea

1
HS Environmental Technology Research Center, Hosung Inc., Jinju 52818, Korea
2
Department of Geology and Research Institute of Natural Science (RINS), Gyeongsang National University (GNU), Jinju 52828, Korea
3
Soil & Groundwater Research Division, Environmental Infrastructure Research Department, National Institute of Environmental Research (NIER), Incheon 22689, Korea
*
Authors to whom correspondence should be addressed.
Toxics 2022, 10(9), 543; https://doi.org/10.3390/toxics10090543
Submission received: 2 September 2022 / Revised: 15 September 2022 / Accepted: 16 September 2022 / Published: 18 September 2022
(This article belongs to the Special Issue Heavy Metal Contamination in Soil and Health Risks)

Abstract

:
Uranium (U) is one of the typical naturally occurring radioactive elements enriched in groundwater through geological mechanisms, thereby bringing about adverse effects on human health. For this reason, some countries and the World Health Organization (WHO) regulate U with drinking water standards and monitor its status in groundwater. In Korea, there have been continuous investigations to monitor and manage U in groundwater, but they have targeted only public groundwater wells. However, the features of private wells differ from public ones, particularly in regard to the well’s depth and diameter, affecting the U distribution in private wells. This study was initiated to investigate U concentrations in private groundwater wells for potable use, and the significant factors controlling them were also elucidated through statistical methods. The results obtained from the analyses of 7036 groundwater samples from private wells showed that the highest, average, and median values of U concentrations were 1450, 0.4, and 4.0 μg/L, respectively, and 2.1% of the wells had U concentrations exceeding the Korean and WHO standard (30 μg/L). In addition, the U concentrations were highest in areas of the Jurassic granite, followed by Quaternary alluvium and Precambrian metamorphic rocks. A more detailed investigation of the relationship between U concentration and geology revealed that the Jurassic porphyritic granite, mainly composed of Daebo granite, showed the highest U contents, which indicated that U might originate from uraninite (UO2) and coffinite (USiO4). Consequently, significant caution should be exercised when using the groundwater in these geological areas for potable use. The results of this study might be applied to establish relevant management plans to protect human health from the detrimental effect of U in groundwater.

1. Introduction

Uranium (U) primarily originates from geological events and is one of the typical natural radioactive elements that occur in groundwater. U occurs as mineral phases, such as uraninite and monazite, and the dissolution of such U-bearing minerals dominantly influences groundwater quality in terms of U contamination. It is well-known that U is mostly enriched in deep hydrothermal deposits, granitic pegmatites, and carbonate sedimentary rocks [1]. In addition to its natural origins, U contamination in groundwater is also caused by various anthropogenic sources, such as nuclear power plants, phosphorus fertilizers, and mining activities [2]. Even though U concentrations are relatively low in groundwater, chronic adverse effects, such as kidney toxicity, can be caused by the long-term intake of such groundwater. Uranium toxicity is manifested in two manners, chemical toxicity and radiotoxicity, and the former is known to be six times larger than the latter because of uranium’s long half-life (i.e., 45 billion years for 238U) [3]. For these reasons, the regulations of the World Health Organization (WHO) and several advanced countries state that the U level of drinking water should not exceed 30 µg/L due to chemical aspects of uranium toxicity [4,5]. In addition, regarding its radiological aspects, the guidance levels of U radionuclides are addressed as 10 and 1 Bq/L for 238U and 234U, respectively [5]. Moreover, Korea set the U standard (30 µg/L) for drinking water in 2019.
The level of natural radioactive U in groundwater has been continuously monitored worldwide over the last 50 years. Levels in drinking water are generally less than 1 μg/L, although concentrations as high as 700 μg/L have been measured in private supplies [5]. In aaddition, Vengosh et al. (2022) reported that the U concentrations in groundwater ranged from 0.0 to 10.0 µg/L based on an investigation of 46 countries [6]. Because most U contaminations in groundwater are related to geological origins, geology is crucial in controlling them. Among various geologies, granite showed relatively higher U concentrations. In addition to areas of granite, the groundwater quality in terms of U contamination is significantly influenced by the mineral compositions of granite, the hydrochemical properties of groundwater, and the features of U-bearing minerals (occurrence phases, speciations, and solubility) [7,8]. It has been reported that the level of U concentrations was comparatively higher in granite areas in Korea [9,10], especially in two-mica granites where U is highly enriched, which are mainly distributed in the central district [11]. According to Jeong et al. (2011), groundwater contamination by U was caused by the dissolution of minor constituents accompanied by biotite [12]. In particular, Shin et al. (2016) reported that 160 (3.9%) out of 4140 groundwater wells showed U concentrations exceeding the drinking water standard (30 µg/L) in Korea [13]. Furthermore, Vensogh et al. (2022) reported that the U concentrations in groundwater are likely higher in Korea than in other countries [6]. Among the countries investigating more than one hundred groundwater wells, India showed the highest average and median values of 20.75 and 5.21 µg/L, respectively, and relevant countermeasures should be considered [6,14,15]. The investigations conducted in 1998 revealed severe U contamination of groundwater in Daejeon city, the fifth biggest city in Korea, which led to the launching of comprehensive and systematic surveys. The Ministry of Environment of Korea (KMOE) conducted the first phase survey that lasted for four years (from 1999 to 2002), and the status of U contaminations in groundwater was investigated, focusing on the groundwater used as a source of drinking water for small-scale public supply facilities in a couple of local areas [16]. Subsequently, the KMOE initiated the second phase survey that lasted for 12 years (2007–2018), and it was extended to nationwide public drinking-water supply facilities that used groundwater sources [17]. At present, the third phase survey on public facilities is ongoing. However, many people rely on private wells for potable groundwater sources rather than public ones. Nevertheless, in the surveys undertaken so far, only public wells have been targeted. The characteristics of private wells differ significantly from those of public ones, so the tendency of U contamination might also differ. This lack of investigations into private wells for potable groundwater led to this study.
This study was launched as the first attempt to investigate the current status of U contamination in private wells for potable groundwater in Korea. The field survey was undertaken using field measurements of the representative hydrochemical properties. The groundwater samples were taken and analyzed in terms of field constituents (pH, temperature, redox potential, electrical conductivity, and dissolved oxygen content) and major and minor constituents to relate elevated U concentrations to geochemical factors. Furthermore, U concentrations were measured for each sample and categorized into groups based on their level to elucidate the relationship between them and the geology of the site using normalized correlation analyses. Finally, the geologies where U concentrations appeared to be relatively higher were classified as requiring more detail to scrutinize the origin of the high U concentration.

2. Materials and Methods

2.1. Sampling and Geology of the Study Area

The total number of target wells was 7036, and their locations are given in Figure 1. A field survey was conducted in 2021 with geological maps that had scales of 250,000:1 and 50,000:1. Based on the geology presented by the 250,000:1 map, the geology and geological period of the well-sitting sites were largely classified into 11 groups (Table 1 and Table 2). Subsequently, the 50,000:1 geological map was used to identify detailed information on the geology of the U-enriched sites, such as the specific types of rocks and their major mineral constituents.

2.2. Field Measurements and Chemical Analyses

A five- or ten-minute purging of the groundwater wells was conducted before sampling to prevent the groundwater from being contaminated and altered. The primary hydrochemical properties of the groundwater were measured in the field, and the major and minor constituents, were measured in the laboratory. The pH, electrical conductivity (EC), standard redox potential (Eh), and dissolved oxygen content (DO) of the groundwater samples were measured in the field using a portable multi-parameter meter (ProQuatro, YSI, Yellow Springs, OH, USA). Furthermore, the bicarbonate (HCO3) concentrations were measured in the field using the standard acid-titration method [18].
The groundwater samples were filte”ed t’rough 0.45-μm membranes in the field and then placed in 125-mL PE bottles. The samples for the analyses of cations and U were acidified using concentrated nitric acid to prevent their adsorption and coprecipitation during transportation. The major cations (Na, K, Mg, and Ca) and Si were measured using an inductively coupled plasma-optical emission spectrometer (ICP-OES, PerkinElmer, BRO Avio 500, Shelton, CT, USA). The anionic species (F, Cl, SO4, and NO3) were analyzed by ion chromatography (IC, Thermo, ICS-1100 aquion, Sunnyvale, CA, USA). The hydrochemical facies of each groundwater sample were determined using Aquachem v.4.0 (Waterloo Hydrogeologic, Inc., Waterloo, ON, Canada), and the results are presented in Table 3. The U concentrations were measured using an inductively coupled plasma-mass spectrometer (ICP-MS, Agilent, 7700, Sunnyvale, CA, USA), and Table 4 shows the results.

2.3. Correlation Analyses through PCA

The relationship between the hydrochemical parameters and U concentrations was evaluated using correlation analyses normalized by principal component analysis (PCA) instead of conventional correlation analyses. The PCA-normalizing correlation method was used in this study to improve the reliability and significance level [19,20,21]. The normalized correlation analyses were conducted using the SigmaStat 4.0 program of the Sigmaplot 14.0 package (Systat Software Inc, San Jose, CA, USA). The normalization of the correlation matrix was undertaken following the method explained by Jolliffe and Cadima (2016) [19]. In short, the normalized method could correct and improve the results of the conventional one by applying the coefficients of the linear combination obtained from the PCA to the correlation matrix.

3. Results

3.1. Hydrochemical Properties of Groundwater

3.1.1. The Results of Field Measurements

The results of the field measurements of the 7036 private wells are given in Table 1. The average well depth was estimated to be 69.4 m, which was comparatively shallower than that (113 m) of the previous survey on groundwater wells used by small-scale public supply facilities [13]. The average pH values of the Paleozoic sedimentary rocks (Ps) and Mesozoic sedimentary rocks (Ms) were 7.4 and 7.3, respectively, and they were the highest among the results. The other geologies showed average pH values of 6.6–7.1. The higher pH in the sedimentary rocks is attributed to increased bicarbonate concentrations due to the dissolution of carbonate rocks [22]. The average Eh (317 mV) appeared to be highest in the Precambrian sedimentary rocks (PCs), and the samples of the unknown era showed the lowest average Eh value (153 mV). The average Eh values ranged from 195 to 344 μS/cm in most geologies, and the Ps showed the highest value (351 μS/cm). Moreover, the study by Zhang et al. (2020) suggested that the EC was relatively higher in the area of sedimentary rocks compared with other rocks [23]. The DO values ranged from 3.4 to 5.6 mg/L, which were likely to be irrelevant to geology. In summary, the field measurement parameters were generally higher in the sedimentary rocks, which might be attributed to the significant solubility of the minerals included in them [22,23].

3.1.2. The Concentrations of Major and Minor Constituents

The average concentrations of major cations were increased in the order of Ca > Na > Si > Mg > K (Table 2), and these results were consistent with the results reported by Lee et al. (2020) [24]. Regarding the average concentrations of major anions, bicarbonate showed the highest concentration, and those of the other constituents were NO3 > Cl > SO4 (Table 2).
The relationship between the geology and major and minor Ion concentrations elements was examined hereafter. The Na concentrations were lowest in the Mesozoic igneous rocks (Mi) at 3.3 mg/L, and the other geologies showed the range of 6.1–18.3 mg/L. The lower value of Na concentration in igneous rocks might be caused by the lower solubilities of albite and plagioclase [25,26]. However, irrespective of geology, the K, Mg, and Ca concentrations showed somewhat narrower ranges of 0.9–1.8 mg/L, 5.0–11.1 mg/L, and 21.4–45.6 mg/L, respectively. In the case of Si, the PCs showed the highest average value (19.5 mg/L), and the Si concentrations ranged from 5.3 to 15.3 mg/L in the other geologies. The solubility of quartz, amorphous silica, and other Si-bearing minerals increased with increasing pH but decreased in neutral and acidic conditions. Therefore, the highest Si concentrations in ”he s’Iimentary rocks could be attributed to the higher pH values of those rocks [24].
In terms of anionic species, the average concentrations of bicarbonate were measured to be 75.7–154.0 mg/L, and its highest concentration appeared in the Mesozoic igneous rocks (Mi), resulting from the dissolution of carbonate minerals, as mentioned above. In the case of sulfate concentrations, the Jurassic granites (Jgr) and the PCs rendered comparatively higher concentrations of 27.2 and 23.0 mg/L, respectively, and ranged from 11.3 to 16.0 mg/L in the other geologies. Gypsum and sulfide minerals, such as pyrite and chalcopyrite, are the primary sources of sulfate ions. In particular, the solubility of gypsum is overwhelmingly higher than the others, and the SO4 concentrations seem to be dominantly controlled by the content of gypsum. These coupled effects elevate SO4 concentrations in the sedimentary rocks [23]. The average nitrate (NO3) concentrations were the highest in the PCs at 30.3 mg/L, and the average values ranged from 11.1 to 28.9 mg/in the other types of rocks. It is well-known that the primary source of nitrate originates from agricultural activities, such as fertilizers, and the effects of geology on its concentrations are likely to be insignificant [27]. The average concentrations of fluorine (F) and chlorine (Cl) were lower than 0.5 mg/L and 6.5–23.8 mg/L, respectively, and they seemed irrelevant to geology. Furthermore, the results of F and Cl indicated that the groundwater in the study area could be classified as fresh water without any effects of seawater intrusion.

3.1.3. Hydrochemical Facies of Groundwater

Overall, Ca–HCO3 types were predominant, and their proportion was 74.3% and followed by Na–HCO3 (12.8%) and Ca–NO3 (7.0%) (Table 3). In terms of the relationship between hydrochemical facies and geology, regardless of geology, the Ca–HCO3 types of groundwater were general, indicating that most of the groundwater belonged to typical fresh water, as mentioned above. These results were congruent with the results of Shin et al. (2016) and Lee et al. (2020), in which the Ca–HCO3 type of groundwater was dominant in the study area [13,22]. In the case of sedimentary rocks, Ps and Ms showed relatively higher proportions of Ca–HCO3-type groundwater, whereas the PCs presented a lower proportion (Table 3). It might be caused by the lack of supplying carbonate minerals due to the termination of their weathering [28]. The Na–HCO3 types occupying the second highest portion were relatively higher in the Cretaceous granite (Kgr), resulting from the dissolution of silicate minerals of igneous rocks [29].

3.2. Uranium Distribution According to Geology

The analytical results for the 7036 groundwater samples indicated that the U concentrations ranged from the concentration lower than the detection limit to 1450 µg/L, with the average and median values of 0.4 µg/L and 4.0 µg/L, respectively (Table 4). Shin et al. (2016) measured the U concentrations of 4140 groundwater wells and reported that the U concentrations were approximately two times higher than in this study (0.7 µg/L and 8.0 µg/L for the average and median values, respectively) [13]. Shin et al. (2016) targeted public groundwater wells for drinking water and found that they were likely to be deeper than those of this study of private wells, probably resulting in the elevated U concentrations. Moreover, the results of this study indicated that the U concentrations increased with increasing well depth, as shown in Figure 2. The number of wells with U concentrations exceeding the Korean and WHO criterion for drinking water was 148, and the excess rate was computed to be 2.1%, which was lower than the results of Shin et al. (2016), which showed an excess rate of 3.9% [13]. Jgr was the geology with the highest excess rate, and 107 wells exceeded the standard, resulting in a 3.4% excess rate. Followed by Jgr, the excess rates were higher in the order of Qa (1.5%) > PCm and Kgr (1.3%) > Og (1.1%) (Table 4). Hwang et al. (2016) also reported that higher U concentrations were measured in the geologies of the Jgr and Pcm [30], and the results seemed to be consistent with ours.
Among all the target wells (7036), 4707 (66.9%) wells showed U concentrations below 1.0 µg/L, and they were neglected in this study in order to focus on more effective data (Table 5). This premise might be supported by Vengosh et al. (2022) [6]. They investigated U concentrations in groundwater across 46 countries and reported that the median value of the U concentrations was 0.89 µg/L. Moreover, they proposed 1.0 µg/L as the background U concentration and found that if the U concentrations are higher than 1.0 µg/L, then there is strong evidence to support a higher probability of U contamination. Using the results higher than 1.0 µg/L, the U concentrations were categorized into five groups depending on their levels. Table 5 and Figure 3 show these five groups of U concentrations for three geologies having the highest excess rates. In the Jgr geology, the U concentrations increased with increasing sample numbers, but the opposite tendency was observed in the case of PCm and Qa (Figure 3), indicating that U was dominantly distributed as the higher level of concentrations in the Jgr, but as the lower level in the PCm and Qa. In other words, the groundwater in the Jgr area seemed more susceptible to U contamination.

3.3. U enrichment Mechanism

For the three geologies showing the highest excess rates, the median U concentrations of the five groups are presented with all the other parameters in Table 6. The median values were used rather than the average ones because the data showed skewed distribution and wide variations [31]. In the Jgr, the U concentrations were increased with increasing EC, Ca, and HCO3 and decreasing Eh, and the other parameters did not show any tendency with U concentrations. In the case of PCm, the negative correlation between U and Cl/NO3 was notable, and there was no other correlation. Finally, any remarkable correlation between U and the parameters was not observed in the Qa. Therefore, the relationship between U and the other parameters was much more remarkable in the Jgr than in the other two geologies. To more clearly scrutinize their relationships, the correlation analyses normalized by PCA were conducted, and the results are given in Table 7. The results of the normalized correlation analyses indicated none of the distinct correlations between them.
Jgr proved to be the most crucial geology related to the elevated U concentrations among eleven geologies of the study area, and its specific rock types were investigated in more detail using the geological map of a larger scale (50,000:1), focusing on the E group. Figure 4 shows the distribution of U concentrations according to the detailed geologies of the Jgr. Among the E groups of the Jgr, the Jurassic biotite granite (Jbgr) showed the most significant sample number (73), followed by the Jurassic two-mica granite (Jtgr) > Jurassic porphyritic granite (Jpgr) > Jurassic hornblende–biotite granite (Jhgr) > Jurassic gneissoid hornblende biotite granite (Jggr). However, the average U concentration of the Jpgr appeared overwhelmingly higher than the other geologies. The higher level of U concentrations in these granitic rocks is attributed to the containment of U-bearing minerals, such as uraninite, during the formation of parental granite or the high content of U in biotite, the primary mineral in granite [32,33]. The Daebo granite belonging to the Jpgr showed a comparatively higher U concentration, and this result corresponds with those of Hwang et al. (2018) [34]. In addition, they revealed that the primary sources of U were uraninite (UO2) and coffinite (USiO4), included in the Daebo granite. Overall, the Daebo granite seemed to be a predominant source of U in Korea. During the differentiation of the Jurassic granite, the order of crystallization is granodiorite, biotite granite, and two-mica granite, and U is enriched in these granitic rocks because U is one of the typical large-ion lithophile or incompatible elements excluded from the early-stage crystallization of magma and enriched in the rocks crystalized in the last stage. Kim et al. (2022) reported that natural radioactive elements, including U, were slowly leached out from the edge of the biotite of granite for an extended period, resulting in groundwater contamination [35]. The U concentrations of the two-mica granite (Jtgr) were much higher than the biotite granite (Jbgr) (Figure 4), which is attributed to the crystallization order (i.e., the Jtgr is crystallized at the last stage of magma differentiation).
No significant relationships between the U concentrations and hydrochemical parameters were observed, based on the results of the normalized correlation analyses for the three geologies showing relatively higher excess rates (Table 7). Therefore, focusing on the primary geology, the Jgr, showing the highest excess rates, the correlation analyses were conducted with the dataset of U concentrations belonging to the E group, and the results are given in Figure 5. In the results, three sub-groups of the Jgr, such as the Jbgr, Jtgr, and Jpgr were highlighted. In the case of the Jpgr, the correlation factors of U with major cations and anions were estimated to be negative, and its absolute values were larger than 0.4, which differed from those of the Jbgr and Jtgr. The dissolution of uraninite was the likely cause due to water rock interaction, and only the U concentrations were increased without changing the concentration of major cations and anions. In particular, all three rock types showed excellent correlations between U and pH, which was probably due to the increase in the concentration of UO2(CO3)34− with increasing pH [13] (Shin et al., 2016). The bicarbonate (HCO3) could react with UO2 in groundwater, and its concentration was decreased. Therefore, the negative correlation with HCO3 was observed in the Jpgr, despite the positive correlation with pH. Compared with Jpgr, Jbgr and Jtgr showed an insignificant correlation between U and the other parameters because the U concentrations seemed to increase as a result of the leaching of U from the edge of biotite and mica rather than the direct dissolution of these two minerals.

4. Conclusions

The quality of groundwater can deteriorate due to naturally occurring radioactive substances, such as U, and systematic investigations are required to guarantee its safety, especially for drinking use. For this reason, the Ministry of Environment of Korea (KMOE) first launched a continuous related project in 1998. The previous reports revealed that the status of uranium contaminations in groundwater could not be left unresolved any longer. Based on the previous survey results, the KMOE established the standard (30 μg/L) for uranium levels in drinking water in 2019 in an effort to solve the problem. However, the investigations have only targeted groundwater wells for public supply, even though many people rely on private wells for potable groundwater sources. This situation led to the initiation of this study.
In this study, 7036 private wells used for potable groundwater were investigated, and the results showed that the maximum, median, and average concentrations of uranium were 1450 µg/L, 4.0 µg/L, and 0.4 µg/L, respectively. Overall, 148 wells showed uranium concentrations exceeding the drinking water standard, resulting in an excess rate of 2.1%. The geology showing the highest excess rate was Jurassic granites, followed by Precambrian metamorphic rocks and Quaternary alluvia. Among various types of Jurassic granites, Jurassic biotite granite, Jurassic two-mica granite, and Jurassic porphyritic granite were intimately related to the higher levels of uranium concentrations. In particular, the average uranium concentration of the Jurassic porphyritic granite appeared overwhelmingly higher than the other geologies, and the Daebo granite belonging to this type of granite showed a comparatively higher uranium concentration. In addition, the previous study revealed that the primary sources of U were uraninite (UO2) and coffinite (USiO4), included in the Daebo granite. Overall, Daebo granite seems to be a predominant source of U in Korea.
A comprehensive review of the removal of uranium by water treatment processes has been undertaken, and the results reported that the most effective treatment technologies specific to uranium are coagulation, precipitation/softening, ion exchange, and reverse osmosis. However, those technologies are not likely feasible at private level, and sitting groundwater wells in safe areas is likely to be the most practical solution at present. Consequently, the geology of the corresponding areas for developing groundwater wells, particularly for potable use, should be considered. In this respect, the results of this study will serve as fundamental and valuable data that could be applied to establish relevant management plans to protect human health from the detrimental effect of uranium in groundwater.

Author Contributions

Conceptualization and supervision, H.-K.K. and S.-O.K.; statistical analyses, W.-C.L. and S.-W.L.; methodology, validation and formal analyses, D.-H.J. and M.-S.K.; investigation and analyses, S.-W.L., J.-H.J. and J.-H.L.; writing—original draft preparation, W.-C.L.; writing—review and editing, H.-K.K. and S.-O.K. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by a grant from the National Institute of Environment Research (NIER), funded by the Korean Ministry of Environment (ME) (NIER-SP2021-093).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data presented in this study are available on request from the corresponding author.

Conflicts of Interest

The authors declare no conflict of interest. The funders had no role in the design of the study; in the collection, analyses, or interpretation of data; in the writing of the manuscript; or in the decision to publish the results.

References

  1. Sasaki, T.; Koukami, T.; Kobayashi, T.; Kirishima, A.; Murakami, H.; Amano, Y.; Mizuno, T.; Iwatsuki, T.; Sasamoto, H.; Miyakawa, K. Determination of dissolved natural thorium and uranium in Horonobe and Mizunami Underground Research Laboratory groundwater and its thermodynamic analysis. J. Nucl. Sci. Technol. 2016, 54, 373–381. [Google Scholar] [CrossRef]
  2. Riedel, T.; Kübeck, C. Uranium in groundwater-A synopsis based on a large hydrogeochemical data set. Water Res. 2018, 129, 29–38. [Google Scholar] [CrossRef] [PubMed]
  3. Bjørklund, G.; Christophersen, O.A.; Chirumbolo, S.; Selinus, O.; Aaseth, J. Recent aspects of uranium toxicology in medical geology. Environ. Res. 2017, 156, 526–533. [Google Scholar] [CrossRef]
  4. US EPA. National Primary Drinking Water Regulation; US EPA: Washington, DC, USA, 2009. [Google Scholar]
  5. WHO. Guidelines for Drinking-Water Quality, 4th ed.; World Health Organization: Geneva, Switzerland, 2017; pp. 1–564. [Google Scholar]
  6. Vengosh, A.; Coyte, R.M.; Podgorski, J.; Johnson, T.M. A critical review on the occurrence and distribution of the uranium and thorium-decay nuclides and their effect on the quality of groundwater. Sci. Total Environ. 2022, 808, 151914. [Google Scholar] [CrossRef] [PubMed]
  7. Coyte, R.M.; Jain, R.C.; Srivastava, S.K.; Sharma, K.C.; Khalil, A.; Ma, L.; Vengosh, A. Large-scale uranium contamination of groundwater resources in India. Environ. Sci. Technol. Lett. 2018, 5, 341–347. [Google Scholar] [CrossRef]
  8. Wu, Y.; Wang, Y.; Xie, X. Occurrence, behavior and distribution of high levels of uranium in shallow groundwater at Datong basin, northern China. Sci. Total Environ. 2014, 472, 809–817. [Google Scholar] [CrossRef]
  9. Cho, B.W.; Sung, I.H.; Cho, S.Y.; Park, S.K. A preliminary investigation of radon concentrations in groundwater of South Korea. J. Soil Groundwater Environ. 2007, 15, 98–104. [Google Scholar]
  10. Cho, B.W.; Choo, C.O.; Kim, M.S.; Lee, Y.J.; Yun, U.; Lee, B.D. Uranium and radon concentrations in groundwater near the Icheon granite. J. Eng. Geo. 2011, 21, 259–269. [Google Scholar] [CrossRef]
  11. NIER. Studies on the Naturally Occurring Radionuclides in Groundwater of Korea (I); KIGAM: Daejeon, Korea, 2008; pp. 1–293. [Google Scholar]
  12. Jeong, C.H.; Kim, M.S.; Lee, Y.J.; Han, J.S.; Jang, H.G.; Cho, B.W. Hydrochemistry and occurrence of natural radioactive materials within borehole groundwater in the Cheongwon Area. J. Eng. Geo. 2011, 21, 163–178. [Google Scholar] [CrossRef]
  13. Shin, W.; Oh, J.; Choung, S.; Cho, B.; Lee, K.; Yun, U.; Woo, N.; Kim, H.K. Distribution and potential health risk of groundwater uranium in Korea. Chemosphere 2016, 163, 108–115. [Google Scholar] [CrossRef]
  14. Lapworth, D.; Krishan, G.; MacDonald, A.; Rao, M. Groundwater quality in the alluvial aquifer system of northwest India: New evidence of the extent of anthropogenic and geogenic contamination. Sci. Total Environ. 2017, 599, 1433. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  15. McArthur, J.; Sikdar, P.; Leng, M.; Ghosal, U.; Sen, I. Groundwater quality beneath an Asian megacity on a delta: Kolkata’s (Calcutta’s) disappearing arsenic and present manganese. Environ. Sci. Technol. 2018, 52, 5161–5172. [Google Scholar] [CrossRef] [PubMed]
  16. NIER. Study on the Radionuclide Concentrations in the Groundwater (IV); KIGAM: Daejeon, Korea, 2002; pp. 1–357. [Google Scholar]
  17. NIER. Study on Naturally Occurring Radioactive Materials (N.O.R.M.) in Groundwater in South Korea (2018); KIGAM: Daejeon, Korea, 2018; pp. 1–35. [Google Scholar]
  18. APHA (American Public Health Association); AWWA (American Water Works Association); WEF (Water Environment Federation). Method 2320 Alkalinity. In Standard Methods for the Examination of Water and Wastewater, 23rd ed.; American Public Health Association: Washington, DC, USA; American Water Works Association: Denver, CO, USA; Water Environment Federation: Alexandria, VA, USA, 2018. [Google Scholar] [CrossRef]
  19. Jolliffe, I.T.; Cadima, J. Principal component analysis: A review and recent developments. Philos. Trans. Royal Soc. A 2016, 114, 145–156. [Google Scholar] [CrossRef] [PubMed]
  20. Meenu, M.; Verma, V.K.; Seth, A.; Sahoo, R.K.; Gupta, P.; Arya, D.S. Association of Monoamine Oxidase A with Tumor Burden and Castration Resistance in Prostate Cancer. Curr. Ther. Res. 2022, 93, 100610. [Google Scholar] [CrossRef] [PubMed]
  21. Lee, W.; Lee, J.; Lee, S.; Lee, S.; Jeon, J.; Lee, S.; Kim, S. Revitalization of Total Petroleum Hydrocarbon Contaminated Soil Remediated by Landfarming. Toxics 2022, 10, 147. [Google Scholar] [CrossRef]
  22. Nandakumaran, P.; Balakrishnan, K. Groundwater quality variations in Precambrian hard rock aquifers: A case study from Kerala, India. Appl. Water Sci. 2020, 10, 2. [Google Scholar] [CrossRef]
  23. Zhang, B.; Zhao, D.; Zhou, P.; Qu, S.; Liao, F.; Wang, G. Hydrochemical characteristics of groundwater and dominant water–rock interactions in the Delingha Area, Qaidam Basin, Northwest China. Water 2020, 12, 836. [Google Scholar] [CrossRef]
  24. Lee, B.D.; Oh, Y.H.; Cho, B.W.; Yun, U.; Choo, C.O. Hydrochemical Properties of Groundwater used for Korea Bottled Waters in Relation to Geology. Water 2019, 11, 1043. [Google Scholar] [CrossRef]
  25. Chou, L.; Wollast, R. Steady-state kinetics and dissolution mechanisms of albite. Am. J. Sci. 1985, 285, 963–993. [Google Scholar] [CrossRef]
  26. Muir, I.J.; Bancroft, G.M.; Shotyk, W.; Nesbitt, H.W. A SIMS and XPS study of dissolving plagioclase. Geochim. Cosmochim. Acta 1990, 54, 2247–2256. [Google Scholar] [CrossRef]
  27. Yu, G.; Wang, J.; Liu, L.; Li, Y.; Zhang, Y.; Wang, S. The analysis of groundwater nitrate pollution and health risk assessment in rural areas of Yantai, China. BMC Public Health 2020, 20, 437. [Google Scholar] [CrossRef] [PubMed]
  28. Mercado, A. The Use of Hydrogeochemical Patterns in Carbonate, Sand and Sandstone Aquifers to Identify Intrusion and Flushing of Saline Water. Groundwater 1985, 23, 635–645. [Google Scholar] [CrossRef]
  29. Demetriades, A.; Reimann, C.; Birke, M. The geological atlas of European ground water with emphasis on Hellas. Bull. Geol. Soc. Greece 2012, 46, 39–80. [Google Scholar] [CrossRef]
  30. Hwang, J.; Moon, S.H.; Ripley, E.M.; Kim, Y.H. Determining uraniferous host rocks and minerals as a source of dissolved uranium in granite aquifers near the central Ogcheon metamorphic belt, Korea. Environ. Earth Sci. 2014, 72, 4035–4046. [Google Scholar] [CrossRef]
  31. Burow, K.R.; Nolan, B.T.; Rupert, M.G.; Dubrovsky, N.M. Nitrate in Groundwater of the United States, 1991–2003. Environ. Sci. Technol. 2010, 44, 4988–4997. [Google Scholar] [CrossRef]
  32. Cao, B.W.; Choo, C.O. Geochemical behavior of uranium and radon in groundwater of Jurassic Granite Area, Icheon, Middle Korea. Water 2019, 11, 1278. [Google Scholar] [CrossRef]
  33. Sahoo, S.K.; Jha, V.N.; Patra, A.C.; Jha, S.K.; Kulkarni, M.S. Scientific background and methodology adopted on derivation of regulatory limit for uranium in drinking water-A global perspective. Environ. Adv. 2020, 2, 100020. [Google Scholar] [CrossRef]
  34. Hwang, J. Geological Review on the Distribution and Source of Uraniferous Groundwater in South Korea. J. Eng. Geo. 2018, 28, 593–603. [Google Scholar] [CrossRef]
  35. Kim, H.; Lee, S.; Kim, S.; Jeong, D.; Kim, M.; Kim, H.; Jeong, J.O. The Origin of Radioactive Elements Found in Groundwater Within the Chiaksan Gneiss Complex: Focusing on the Relationship with Minerals of the Surrounding Geology. Korean J. Mineral. Petrol. 2022, 35, 153–168. [Google Scholar] [CrossRef]
Figure 1. The locations of each groundwater well shown on the geological map having the scales of 250,000:1.
Figure 1. The locations of each groundwater well shown on the geological map having the scales of 250,000:1.
Toxics 10 00543 g001
Figure 2. The number of samples and the excess rate of uranium according to groundwater depth. Data from Table 2 and Table 4. The blue arrow designates the value of the y-axis on the right side.
Figure 2. The number of samples and the excess rate of uranium according to groundwater depth. Data from Table 2 and Table 4. The blue arrow designates the value of the y-axis on the right side.
Toxics 10 00543 g002
Figure 3. The number and proportion of samples belonging to each group categorized based on the range of uranium concentrations as given in Table 5. The results are correspondent to only three types of geology showing relatively higher excess rates, such as the Jurassic granite (Jgr), the Precambrian metamorphic rock (PCm), and the Quaternary alluvium (Qa). Data from Table 2 and Table 5. The red arrow designates the value of the y-axis on the right side.
Figure 3. The number and proportion of samples belonging to each group categorized based on the range of uranium concentrations as given in Table 5. The results are correspondent to only three types of geology showing relatively higher excess rates, such as the Jurassic granite (Jgr), the Precambrian metamorphic rock (PCm), and the Quaternary alluvium (Qa). Data from Table 2 and Table 5. The red arrow designates the value of the y-axis on the right side.
Toxics 10 00543 g003
Figure 4. The number of samples and the average concentrations of uranium for the E group according to the detailed rock types of the Jurassic granite (Jgr) showing the highest excess rates, such as the Jurassic biotite granite (Jbgr), the Jurassic two-mica granite (Jtgr), the Jurassic porphyritic granite (Jpgr), the Jurassic hornblende–biotite granite (Jhgr), the Jurassic gneissoid hornblende–biotite granite (Jggr), the Jurassic garnet-bearing granite (Jgbgr), and the Jurassic coarse-grained granite (Jcgr). Data from Table 6. The red dots and blue arrow correspond to the value of the y-axis on the right side.
Figure 4. The number of samples and the average concentrations of uranium for the E group according to the detailed rock types of the Jurassic granite (Jgr) showing the highest excess rates, such as the Jurassic biotite granite (Jbgr), the Jurassic two-mica granite (Jtgr), the Jurassic porphyritic granite (Jpgr), the Jurassic hornblende–biotite granite (Jhgr), the Jurassic gneissoid hornblende–biotite granite (Jggr), the Jurassic garnet-bearing granite (Jgbgr), and the Jurassic coarse-grained granite (Jcgr). Data from Table 6. The red dots and blue arrow correspond to the value of the y-axis on the right side.
Toxics 10 00543 g004
Figure 5. The results of the normalized correlation analyses for three detailed rock types of the Jurassic granite (Jgr), such as the Jurassic biotite granite (Jbgr), the Jurassic two-mica granite (Jtgr), and the Jurassic porphyritic granite (Jpgr), to evaluate the relationship between uranium concentration and hydrochemical parameters. Data from Table 6. * Significance (p-value) ≤ 0.05, ** Significance (p-value) ≤ 0.01.
Figure 5. The results of the normalized correlation analyses for three detailed rock types of the Jurassic granite (Jgr), such as the Jurassic biotite granite (Jbgr), the Jurassic two-mica granite (Jtgr), and the Jurassic porphyritic granite (Jpgr), to evaluate the relationship between uranium concentration and hydrochemical parameters. Data from Table 6. * Significance (p-value) ≤ 0.05, ** Significance (p-value) ≤ 0.01.
Toxics 10 00543 g005
Table 1. Results of field measurements in groundwater wells for each geology.
Table 1. Results of field measurements in groundwater wells for each geology.
GeologyDepth
(m)
Temperature
(°C)
pHEh
(mV)
EC
(µS/cm)
DO
(mg/L)
Total
(N = 7036)
Minimum3.06.74.5−3005.20.0
Maximum32620.99.479063199.0
Average69.416.36.82202555.1
Median70.016.16.72032165.5
Standard deviation42.51.90.71131762.4
Precambrian
metamorphic rock (PCm)
(N = 1865)
Minimum8.07.14.9−2416.30.0
Maximum30020.99.476763199.0
Average71.416.16.92202324.9
Median70.016.06.82021905.4
Standard deviation42.11.90.71192032.5
Precambrian
sedimentary rock (PCs)
(N = 53)
Minimum10.013.45.912578.00.2
Maximum15019.28.359534778.9
Average66.116.26.93173443.4
Median60.015.97.03182503.0
Standard deviation33.21.30.61044682.7
Paleozoic
sedimentary rock (Ps)
(N = 99)
Minimum10.010.75.0−27.633.80.2
Maximum20020.58.56807089.0
Average89.015.07.42153515.6
Median10014.67.62273606.4
Standard deviation32.82.10.61151442.4
Mesozoic
igneous rock (Mi)
(N = 386)
Minimum6.012.05.6−1106.80.1
Maximum30020.99.472410428.8
Average83.817.07.02612145.1
Median80.017.16.92441905.4
Standard deviation41.81.80.61281212.1
Mesozoic
sedimentary rock (Ms)
(N = 391)
Minimum12.011.45.5−15040.00.0
Maximum30020.89.467717808.7
Average83.717.47.32502874.6
Median80.017.37.32512605.2
Standard deviation40.31.70.51391732.2
Jurassic granite (Jgr)
(N = 3136)
Minimum5.06.74.5−3005.20.1
Maximum32020.99.079019329.0
Average63.616.06.52172635.5
Median60.015.96.42012235.9
Standard deviation41.31.80.697.31632.3
Cretaceous granite (Kgr)
(N = 223)
Minimum10.010.55.5−50.026.20.1
Maximum32620.99.16426388.8
Average86.917.17.12222045.2
Median90.017.27.11991735.5
Standard deviation49.02.20.71191172.0
Cenozoic
igneous rock (Ci)
(N = 4)
Minimum10014.96.217450.05.0
Maximum15019.37.32403106.4
Average12516.96.82211955.6
Median12516.66.82362105.6
Standard deviation28.91.90.531.71300.6
Quaternary
alluvium (Qa)
(N = 654)
Minimum6.08.55.0−2008.10.0
Maximum30020.98.970113249.0
Average65.916.86.72072874.7
Median60.016.66.61952535.0
Standard deviation44.11.70.71161552.5
Okcheon belt (Og)
(N = 99)
Minimum10.012.95.8−18349.50.1
Maximum20020.89.26406399.0
Average54.716.27.11832144.8
Median33.016.07.01851955.4
Standard deviation38.91.80.71221052.6
Era unknown (etc)
(N = 136)
Minimum3.010.55.4−96.934.30.1
Maximum20020.78.46768498.9
Average73.016.97.11532654.7
Median80.016.87.11182244.8
Standard deviation42.21.90.61241452.1
Table 2. Analytical results of major and minor constituents in groundwater samples for each geology.
Table 2. Analytical results of major and minor constituents in groundwater samples for each geology.
GeologySiNaKMgCaFClSO4NO3HCO3
(mg/L)
Total
(N = 7036)
Minimum0.70.7NDND2.3NDNDNDND5.5
Maximum90.423026.048.124910.2248175670390
Average11.314.41.65.427.60.317.513.023.084.0
Median11.010.91.14.122.60.09.89.213.268.6
Standard deviation5.113.42.04.720.00.924.114.238.856.8
PCm
(N = 1865)
Minimum0.71.9ND0.54.0ND0.7NDND5.5
Maximum19.799.626.038.41058.419460.0458311
Average9.913.21.65.021.40.313.211.317.075.7
Median9.99.31.23.818.70.07.49.08.861.5
Standard deviation3.413.92.04.314.01.017.59.231.451.6
PCs
(N = 53)
Minimum11.911.41.25.416.6ND4.06.0ND95.3
Maximum27.126.13.620.450.90.220.664.0136224
Average19.515.71.711.136.40.011.323.030.3134
Median19.014.11.49.336.90.010.217.013.0118
Standard deviation5.05.30.95.511.70.16.821.352.247.8
Ps
(N = 99)
Minimum5.33.50.2ND5.3ND0.82.0ND36.3
Maximum17.450.73.817.71045.517434.043.2237
Average8.913.91.46.727.50.523.213.013.194.7
Median7.98.51.04.217.90.26.09.96.578.7
Standard deviation3.511.41.15.523.21.248.88.314.151.2
Mi
(N = 386)
Minimum1.90.70.20.83.5ND1.8NDND6.1
Maximum14.614.57.727.81121.020.938.748.4317
Average5.33.31.49.642.40.16.516.016.0154
Median4.32.51.06.642.50.05.113.612.2161
Standard deviation3.12.81.47.523.00.24.211.414.485.1
Ms
(N = 391)
Minimum5.34.7ND0.57.7ND2.30.10.119.8
Maximum90.471.16.415.366.22.647.025.736.9215
Average15.318.31.25.230.00.316.111.611.191.8
Median10.913.60.94.829.50.111.010.79.487.7
Standard deviation18.715.31.23.514.00.613.26.78.444.4
Jgr
(N = 3136)
Minimum3.43.1ND2.110.0ND2.52.8ND23.8
Maximum19.974.22.434.92031.685.317571.7378
Average9.017.81.08.245.60.217.127.215.9150
Median9.311.70.95.034.10.09.313.58.8133
Standard deviation3.218.00.67.236.80.318.634.417.898.1
Kgr
(N = 223)
Minimum1.22.0ND0.12.3NDNDNDND9.2
Maximum24.423024.148.124910.2248159670390
Average11.815.11.75.027.90.319.213.127.178.0
Median11.811.71.13.822.90.010.99.216.564.1
Standard deviation4.313.92.24.520.50.925.515.043.252.6
Ci
(N = 4)
Minimum4.73.50.40.54.80.01.90.00.721.7
Maximum21.236.61.627.683.22.540.247.034.2366
Average14.014.10.97.028.90.412.514.312.2105.4
Median14.112.70.85.728.30.08.07.010.481.6
Standard deviation5.18.50.47.121.90.611.313.99.883.2
Qa
(N = 654)
Minimum1.71.6ND0.43.0ND1.9NDND13.7
Maximum22.057.211.315.091.99.414243.0520216
Average12.314.81.55.326.30.318.911.322.185.8
Median12.212.81.15.223.40.013.19.513.478.9
Standard deviation4.09.31.73.015.30.920.38.347.342.9
Og
(N = 99)
Minimum4.01.3ND1.44.4ND4.00.6ND14.0
Maximum12.618.95.227.683.73.486.692.629.5240
Average8.46.11.45.126.90.211.814.611.187.3
Median8.34.81.03.723.40.06.97.59.679.5
Standard deviation2.03.91.25.018.90.615.219.07.652.5
etc
(N = 136)
Minimum3.36.00.51.79.9ND1.6NDND31.1
Maximum22.863.49.542.21090.922147.0136316
Average14.117.31.87.736.70.123.812.928.9109
Median14.214.81.26.132.30.010.210.016.998.7
Standard deviation3.810.41.66.621.60.241.712.031.058.8
Abbreviations of each geology are identical to those given in Table 1; ND: not detected.
Table 3. The hydrochemical facies of groundwater for each geology.
Table 3. The hydrochemical facies of groundwater for each geology.
GeologyNumber of WellsCa-HCO3Ca-ClCa-NO3Ca-SO4Na-HCO3Na-ClNa-NO3Na-SO4Mg-HCO3K-NO3
N%N%N%N%N%N%N%N%N%N%
Total7036523174.31341.94947.0310.490012.8580.81752.540.170.120.1
PCm1865147278.9361.9683.720.124913.4110.6231.20040.200
PCs533464.2611.359.4713.211.90000000000
Ps999090.9002222441100000000
Mi38631882.441112.930.84712.210.320.5000000
Ms39133886.520.561.5102.6328.210.310.310.30000
Jgr3136215868.8712.335211.240.138912.43211243.930.110.120.1
Kgr22317176.7009410.54017.910.510.5000000
Ci41250000003750000000000
Qa65446771.4111.7324.910.210616.2111.7243.70020.300
Og8981910011.111.166.70000000000
etc13610174.342.985.9002316.90000000000
Abbreviations of each geology are identical to those given in Table 1.
Table 4. Statistics of uranium concentrations of groundwater for each geology.
Table 4. Statistics of uranium concentrations of groundwater for each geology.
GeologyNumber
of Wells
Number of Wells Exceeding the Uranium StandardExcess Rate (%)Uranium Concentration (μg/L)
MinimumMaximumAverageMedianStandard Deviation
Total70361482.1ND14500.44.028.3
PCm1865241.3ND9090.22.825.6
PCs5300.0ND8.60.20.71.6
Ps9900.0ND21.50.41.02.3
Mi38620.5ND2830.21.814.6
Ms39110.3ND60.40.21.14.0
Jgr31361073.4ND14500.76.036.5
Kgr22331.3ND95.90.42.37.8
Ci400.0ND6.82.73.13.5
Qa654101.5ND1400.42.811.9
Og8911.1ND37.50.21.14.2
etc13600.0ND14.60.61.32.3
Abbreviations of each geology are identical to those given in Table 1; ND: not detected.
Table 5. Grouping of groundwater based on the level of uranium concentrations.
Table 5. Grouping of groundwater based on the level of uranium concentrations.
GroupClassificationPercentile Range of Uranium Concentration (%)Range of Uranium Concentration
(µg/L)
Number
of Wells
(%)
-Good quality water-<1.04707
(66.9%)
ASlightly contaminated water0–201.0–1.5465
(6.6%)
BModerately contaminated water20–401.5–2.3444
(6.3%)
CInjuriously contaminated water40–602.3–4.2482
(6.9%)
DHighly contaminated water60–804.2–9.5471
(6.7%)
ESeverely contaminated water80–1009.5–1450467
(6.4%)
Table 6. The uranium concentrations and hydrochemical parameters of five groups for three types of geology showing relatively higher excess rates.
Table 6. The uranium concentrations and hydrochemical parameters of five groups for three types of geology showing relatively higher excess rates.
ParameterJurassic Granite
(Jgr)
Precambrian Metamorphic Rock (PCm)Alluvial Layer
(Qa)
ABCDEABCDEABCDE
Number of wells221263272271325119828777725746444332
Median of uranium concentration (μg/L)1.21.83.26.119.71.21.83.05.619.01.11.83.15.622.9
Depth (m)70808510010080801001001008075100100100
Temp (°C)15.815.815.915.916.115.815.915.716.015.116.916.516.116.216.5
pH6.56.56.76.77.06.97.17.37.17.56.66.76.87.07.2
Eh (mV)201190183179168191181162220158190187176154163
EC (µS/cm)203209221233252217237230204198280214279286341
DO (mg/L)6.16.05.75.35.05.14.44.94.44.24.85.04.54.64.9
Si (mg/L)12.513.312.412.811.410.19.99.29.98.811.712.413.413.312.7
Na (mg/L)10.612.012.311.912.910.39.710.510.89.914.214.213.614.017.1
K (mg/L)1.01.01.11.00.91.11.21.01.10.81.41.21.11.31.3
Mg (mg/L)3.73.53.73.33.34.85.94.45.23.35.04.35.95.94.8
Ca (mg/L)21.722.524.426.430.622.427.625.224.523.127.121.732.731.638.4
HCO3 (mg/L)65.972.574.683.496.485.410610510286.583.979.4109103104
Cl (mg/L)7.99.610.38.310.07.16.86.56.33.714.612.613.516.612.4
SO4 (mg/L)5.86.07.06.99.09.08.110.07.18.08.58.09.413.07.7
NO3 (mg/L)12.515.014.611.210.58.05.64.95.14.217.010.812.510.210.3
F (mg/L)NDNDNDNDNDNDND0.10.10.3NDNDND0.20.3
ND: not detected.
Table 7. Normalized correlation coefficients between uranium concentration and hydrochemical parameters for three types of geology showing relatively higher excess rates.
Table 7. Normalized correlation coefficients between uranium concentration and hydrochemical parameters for three types of geology showing relatively higher excess rates.
ParameterTotalJurassic Granite
(Jgr)
Precambrian Metamorphic Rock (PCm)Alluvial Layer
(Qa)
ABCDEABCDEABCDE
Depth0.340.03−0.12−0.15−0.070.11−0.23 *0.37 **0.29 **0.45 **0.31 **0.150.28 **0.08−0.14−0.21 *
Temp0.06 *−0.31 **0.19 *0.32 **0.18 *−0.020.24 **−0.33 **0.47 **−0.04−0.020.090.37 **−0.050.07−0.18 *
pH0.230.040.160.05−0.030.23 *−0.03−0.060.23 *−0.000.130.000.31 **0.21 *0.15−0.28 **
Eh−0.060.16−0.170.060.16−0.33 **0.23 *0.01−0.33 *−0.05−0.130.18−0.15−0.16−0.28 **−0.12
EC0.02−0.01−0.18 *0.040.10−0.14−0.000.12−0.10−0.15−0.100.11−0.03−0.110.150.02
DO0.09−0.26 **−0.000.19 *−0.09−0.22 *0.090.22−0.18−0.180.19 *0.37 **−0.010.46 **−0.140.34 **
Si−0.100.130.33 **0.08−0.08−0.17−0.070.020.02−0.10−0.010.18−0.100.06−0.34 **−0.19 *
Na0.07−0.03−0.070.18 *−0.05−0.12−0.01−0.17−0.04−0.070.130.04−0.20 *−0.42 **−0.030.16
K−0.16−0.22 *−0.170.170.07−0.020.090.06−0.28 **0.03−0.21 *−0.04−0.16−0.07−0.40 **0.33 **
Mg−0.030.08−0.14−0.030.05−0.080.030.24 **−0.09−0.12−0.110.070.01−0.080.030.00
Ca0.000.04−0.17−0.040.07−0.100.000.19 *−0.09−0.12−0.17−0.050.130.110.24 **−0.04
HCO30.000.180.01−0.030.07−0.050.130.30 **−0.140.08−0.12−0.20 *0.16−0.140.43 **−0.01
Cl0.060.00−0.120.04−0.03−0.150.000.030.12−0.24 **−0.030.28 **−0.11−0.05−0.20 *−0.18 *
SO40.01−0.12−0.29 **0.05−0.100.060.020.06−0.110.04−0.18 *−0.26 **0.060.070.120.41 **
NO3−0.17−0.24 **−0.25 **0.160.12−0.15−0.24 **−0.26 **−0.25 **0.10−0.030.30 **−0.20 *−0.07−0.24 **0.18 *
F0.12−0.06−0.050.25 **0.140.07−0.18 *−0.23 *0.24 **0.19 *0.46 **0.04−0.05−0.26 *0.35 **0.12
* Significance (p-value) ≤ 0.05, ** Significance (p-value) ≤ 0.01.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Share and Cite

MDPI and ACS Style

Lee, W.-C.; Lee, S.-W.; Jeon, J.-H.; Lee, J.-H.; Jeong, D.-H.; Kim, M.-S.; Kim, H.-K.; Kim, S.-O. Uranium Concentrations in Private Wells of Potable Groundwater, Korea. Toxics 2022, 10, 543. https://doi.org/10.3390/toxics10090543

AMA Style

Lee W-C, Lee S-W, Jeon J-H, Lee J-H, Jeong D-H, Kim M-S, Kim H-K, Kim S-O. Uranium Concentrations in Private Wells of Potable Groundwater, Korea. Toxics. 2022; 10(9):543. https://doi.org/10.3390/toxics10090543

Chicago/Turabian Style

Lee, Woo-Chun, Sang-Woo Lee, Ji-Hoon Jeon, Jong-Hwan Lee, Do-Hwan Jeong, Moon-Su Kim, Hyun-Koo Kim, and Soon-Oh Kim. 2022. "Uranium Concentrations in Private Wells of Potable Groundwater, Korea" Toxics 10, no. 9: 543. https://doi.org/10.3390/toxics10090543

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop