ORIGINAL RESEARCH article

Front. Earth Sci., 08 April 2024

Sec. Geochemistry

Volume 12 - 2024 | https://doi.org/10.3389/feart.2024.1334982

Geochemistry of siltstones in the North Qilian Zhongbao–Mayinggou formations (Late Ordovician–Early Silurian): implications for paleoclimate, paleoweathering, and tectonic setting

  • 1. Shandong University of Science and Technology, Qingdao, China

  • 2. Chengdu Center, China Geological Survey (Geosciences Innovation Center of Southwest China), Chengdu, China

  • 3. Key Laboratory for Sedimentary Basin and Oil and Gas Resources, Ministry of Natural Resources, Chengdu, China

Abstract

The Late Ordovician–Early Silurian period witnessed the Phanerozoic mass extinction, glacial events, and volcanic events. Paleoweathering indexes chemical index of alteration (CIA), chemical index of weathering (CIW), and plagioclase index of alteration (PIA) indicated that the source area weathering changed from weak to moderate to intense. CIA values in the upper Zhongbao formation ranged from 66.71% to 73.97%, indicating a drier and colder climate. Upward, the CIA values on the bottom of the Mayinggou formation returned to the high value quickly (from 73.86% to 81.31%), suggesting that the ice age ended, the climate became warmer and wetter, and the sea level rose. The Al2O3–(CaO*+Na2O)–K2O triangular plots, Hf-La/Th, and SiO2–Al2O3/TiO2 bivariate plots inferred that the source of the siltstones in the two formations is mostly from the felsic igneous rocks. The samples from the Zhongbao–Mayinggou formations have chondrite-normalized rare earth element (REE) patterns similar to that of the North Qilian volcanic arc rocks. Geochemical discrimination plots displayed that the sediments of the Zhongbao–Mayinggou formations came from the active continental margin setting.

1 Introduction

The Late Ordovician–Early Silurian transition was an important part of Earth’s history, which was marked by the Gondwanan glaciation, extinction of life, global environmental change, extensive volcanism, and massive plate movement (Melchin et al., 2013; Ran et al., 2015; Zhou et al., 2015; Algeo et al., 2016). However, most of the research studies about these amazing events are about the stable blocks, while there are few research studies about the orogenic belts (Ran et al., 2015; Ge et al., 2019; Lei et al., 2019; Men et al., 2022). At the end of the Ordovician, there was evidence of glaciation, which proves the ice sheet in the region of the Gondwana (Paris et al., 1995; Ghienne, 2003). On the basis of faunal, geochemical, and lithological analysis results from the South China Late Ordovician–Early Silurian boundary strata, scholars (Rong and Chen, 1987; Chen et al., 2004; Fan et al., 2009; Mou et al., 2020) indicated that a brief glaciation existed. According to a series of geochemical features (Zhang et al., 2000; Yan et al., 2010; Zhou et al., 2015; Zou et al., 2018), scholars considered those oceanic fluctuations from pneumatorexis to oxygenated to hypoxic water columns and climatic changes from warming to cooling to warming in the Upper Ordovician–Lower Silurian. All the above studies were carried out in the Yangtze area, which is consistent with the Hirnantian glaciation in the Gondwanan area. Because of the complicated geological conditions, the North Qilian orogenic belt Ordovician–Silurian strata are poorly exposed and discontinuous. The North Qilian Orogen strata of the Hirnantian to Rhuddanian interval have been named the Zhongbao and Mayinggou formations (Du et al., 2006; Bai et al., 2016). The Shihuigou section is located in the North Qilian Orogen; successive Zhongbao–Mayinggou formations (Hou et al., 2021), fresh samples, and exact geochemical date have been obtained to conduct research on the clastic rocks of the Zhongbao and Mayinggou formations. So, it is a suitable section to conduct research on the climatic variation in the North Qilian belt in the Upper Ordovician–Lower Silurian transitional stratum.

The temporal relationship between the glaciation and the ocean anoxia is notably a controversial topic. By evaluating the mineralogical, petrological, and the geochemical characteristics of clastic rocks during the Late Ordovician–Early Silurian transition period, this paper provides a new understanding of the paleoclimate, provenance, redox conditions, and paleoenvironmental changes during the important Ordovician–Silurian period. The aim is to find evidence that this glacial period also had an effect on the orogenic belt.

2 Geological setting

From the Late Ordovician to the Early Silurian, the North Qilian orogenic belt lay on the northern margin of Gondwana (Li et al., 2017a, b). In the Early Paleozoic, the North Qilian Ocean was located between the Central Qilian block and the Aras block (Zhang et al., 2015; Figure 1A). The southern part of the North Qilian orogenic belt is cut by the middle Qilian fault. The northern Qilian belt is cut off by the Zuolangnanshan fault. The North Qilian orogenic belt is part of the Central orogenic belt of China (Zheng et al., 2010; Dong and Santosh, 2016). The North Qilian orogenic belt is characterized by ophiolite belts, granite belts, arc-shaped accretionary wedges, and some basic structural units from north to south (Zuo and Wu, 1997; Xia et al., 2003; Song et al., 2009).

FIGURE 1

The Shihuigou section [SHP 36°51 '29 'N, 103°13′ 35″ E] is the first named location of the Ordovician Zhongbao formation in Yongdeng County, Gansu Province, China. It is located in the eastern part of the North Qilian belt (Figure 1B). The strata crossing the Upper Ordovician–Lower Silurian boundary in the Yongdeng section are Zhongbao and Mayinggou formations (Figure 2). Their ages are well constrained by the biostratigraphic date and the basalt date (Feng, 1992; Xia et al., 1996; Xia et al., 2003; Xu et al., 2003). The Zhongbao formation is composed of clastic rock, chert, volcanic rock, and carbonate rock. The overlying Mayinggou Formation is composed of mudstone and clastic rock (Figure 2) (Hou et al., 2018a; b, 2021). The deposition of the Late Ordovician was mainly affected by volcanic ash events and the tectonic collision, and the tectonic setting was a multi-island deep-water basin (Hou et al., 2021).

FIGURE 2

3 Samples and methodology

A total of 35 clastic sediment samples were collected from Zhongbao and Mayinggou formations in the Shihuigou section (Figure 2). We removed the calcite vein and cleaned the surface soil of all samples. In addition, all samples were packed into plastic bags to prevent contamination and oxidation as much as possible. Analysis of major elements, trace elements, and rare earth elements (REEs) was carried out in the key laboratory of Beijing Institute of Uranium Geology, China National Nuclear Corporation. Detrital samples were crushed and ground in an agate mortar to less than 200 mesh for geochemical analysis. The main elements were analyzed using an X-ray fluorescence spectrometer (PW2404). The analysis uncertainty is generally less than 2%. The loss on ignition (LOI) of the sample was calculated by heating at 1,000°C for 90 min, and the weight loss was recorded. Thirty-five trace elements (including rare earth elements) in 20 clastic samples were analyzed using an inductively coupled plasma mass spectrometer (ICP-MS), according to Chinese National Standard DZ/T 0223-2001 (2001). The analysis process is described below. First, the powder (25 mg) was digested in a high-pressure resistant beaker containing a mixture of hydrofluoric acid (HF)–nitric acid (HNO3) (1:1), heated at 80°C for 36 h, and evaporated. The solution was then evaporated until dry, and 1.5 mL HF, 1.5 mL HNO3, and 0.5 mL HCLO4 were added. The beaker containing the solution was then covered and digested in an oven at 190°C for at least 48 h. Finally, the solution was diluted to 50 mL with 1% HNO3 for analysis. Trace elements were determined using the Thermo Scientific ELEMENT XRICP-MS instrument at 20°C and 30% relative humidity. The analysis uncertainty is generally less than 5%.

4 Results

4.1 Petrology

In total, 34 siltstone samples and 1 chert sample were selected from Zhongbao and Mayinggou formations in the Shihuigou section for thin-section analyses. In O2-3z (Zhongbao Formation) and S1m (Mayinggou Formation) siltstone, the thin section shows that the mineral constituent of this outcrop consisted of clay minerals, quartz, and few micas (Figure 3). The color of outcrop siltstone is celadon. The bed thickness varies from 6 cm to 30 cm, but most are between 20 and 25 cm thick. The siltstone layer is fresh and has a typical pyroclastic structure without a sedimentary structure. The siltstones are composed of quartz (30%–60%) and clay mineral (40%–60%). The quartz grains have mostly subangular shapes and sizes between 50 and 450 μm.

FIGURE 3

4.2 Geochemistry

4.2.1 Major element characteristics

Concentrations of major elements in samples from the Zhongbao–Mayinggou formations are listed in Table 1. For the siltstones in the Zhongbao Formation, SiO2 (55.37%–77.68%) and Al2O3 (8.41%–17.12%) are the most abundant oxides. The content of chemical components in the study sample is compared with post-Archean average shale (PAAS) values (Table 1). The comparison shows that the clastic sediments of the Zhongbao Formation had low SiO2 content, which was similar to that in Paleozoic greywacke (66.1%). However, it is significantly lower than typical feldspar (77.1%) and quartz sandstone (91.5%) (Fedo et al., 1995; Cullers and Podkovyrov, 2000). The main elements of the Zhongbao Formation changed little and were relatively stable. Most samples had high contents of K2O (1.41%–4.17%, average = 2.16%) and Al2O3 (8.41%–17.12%, average = 13.09%), suggesting the high content of clay mineral. The content of Fe2O3T, TiO2, and MgO is negatively correlated with the content of SiO2, which indicated that the unstable component content in the sandstones in the siltstones decreases gradually with the increase in maturity of sandstone.

TABLE 1

SampleSiO2Al2O3Fe2O3MgOCaONaO2K2OMnOTiO2P2O5Loss on ignition (LOI)FeOChemical index of alteration (CIA)Plagioclase index of alteration (PIA)Chemical index of weathering (CIW)
SHP-B1671.0612.144.42.091.63.031.660.050.560.153.163.8765.8769.3672.39
SHP-B1767.8813.665.322.561.622.52.540.050.620.163.094.767.2272.9776.83
SHP-B1871.0111.865.012.381.563.131.510.070.630.162.683.9965.6768.8271.66
SHP-B1970.7511.864.822.31.943.011.550.080.620.152.813.8564.667.5670.55
SHP-B2070.4112.314.932.391.382.951.990.060.620.162.763.8566.0870.4473.98
SHP-B2169.1513.235.052.531.152.422.350.060.580.163.223.5369.0975.2978.75
SHP-B2270.413.135.012.330.672.81.990.040.610.162.793.4970.6176.2379.08
SHP-B2369.5711.354.392.113.193.041.410.110.530.144.153.2461.263.2166.24
SHP-B2471.3112.364.642.261.133.051.640.050.580.152.743.2967.9971.9574.73
SHP-B2555.7810.173.811.7912.292.931.210.260.620.1810.933.159.9861.6464.59
SHP-B2661.1716.697.043.470.942.8830.090.780.23.685.837178.281.39
SHP-B2763.8710.954.512.715.551.492.040.060.650.187.893.3569.1975.8679.43
SHP-B2855.378.413.051.7514.41.371.590.20.420.1113.292.1966.7172.3476.33
SHP-B2977.6811.262.441.260.333.321.650.020.240.061.711.967.9972.4675.51
SHP-B3066.8913.725.262.651.592.62.310.060.670.174.023.967.8573.1476.61
SHP-B3161.4317.126.653.390.671.913.730.060.770.184.014.4273.0683.8386.89
SHP-B3258.8418.147.93.740.471.494.170.090.770.184.136.7774.7687.7290.27
SHP-B3365.4214.136.663.690.811.722.440.050.780.213.984.4773.9782.1984.8
SHP-B3469.1612.195.223.081.562.221.710.050.640.163.934.0268.9573.4976.33
SHP-B3559.3715.36.784.12.191.642.980.150.760.196.47571.4979.7983.06
SHP-B3659.8115.076.633.912.661.592.820.090.760.196.454.6672.0580.1983.28
SHP-B3767.5814.175.12.281.53.081.990.080.690.183.313.3568.3272.6775.57
SHP-B3865.5213.545.93.611.721.92.260.10.70.174.553.9969.7475.7278.92
SHP-B3967.5912.536.143.51.412.161.740.040.690.173.974.4270.2475.1477.83
SHP-B4067.4911.945.483.172.472.221.710.060.660.184.593.8466.870.7773.86
SHP-B6178.016.728.321.220.410.071.410.330.270.093.143.4881.3197.5298.03
SHP-B6283.817.122.520.940.370.042.40.140.280.072.280.8274.1898.3798.92
SHP-B6386.615.332.630.880.370.041.520.20.240.032.130.8677.0298.1998.7
SHP-B6487.665.442.210.930.090.031.690.070.210.031.641.1175.6598.498.89
SHP-B6590.954.281.250.510.110.041.270.040.190.031.310.5976.1597.7198.38
SHP-B6675.7310.524.641.860.170.13.360.140.470.052.873.1474.8297.5498.31
SHP-B6786.795.012.341.120.780.431.210.110.160.0321.8171.2682.4286.07
SHP-B6871.0811.794.52.381.341.842.50.20.550.263.553.2567.4974.578.76
SHP-B6983.824.22.110.963.180.051.30.190.120.033.91.5975.0996.8897.83
SHP-B7086.715.172.051.360.680.441.180.130.160.042.041.4171.9982.7586.14
PAAS62.818.97.21.31.23.72.210.16

Concentrations of major elements in clastic rock from the Shihuigou section, North Qilian belt.

The content of SiO2 in of the Mayinggou Formation clastic samples ranges from 71.08% to 90.95%; the average content of the sample chemical constituents is compared with the PAAS values (Table 1). The comparison showed that the sedimentary rocks of the Mayinggou Formation had high SiO2 content, which was between typical arkose (77.1%) and quartz sandstone (91.5%). Most samples had low contents of K2O (1.18%–3.36%, average = 1.78%) and Al2O3 (4.2%–11.79%, average = 6.56%), suggesting the small content of clay mineral.

4.2.2 Trace elements

The trace element data on siltstones from Zhongbao–Mayinggou formations are listed in Table 2 and show the trace element distribution in silt sandstone treated with post-Archean Australian shale (PAAS) normalization (Taylor and McLennan, 1985). Compared with PAAS, the siltstones from Zhongbao and Mayinggou formations are highly depleted in Ni, Cu, Sr, Rb, Zr, Co, V, and Cr contents and slightly depleted in Ba, U, Zn, Sc, and thorium (Th) contents.

TABLE 2

SampleLiBeScVCrCoNiCuZnGaRbSrYCsBaPbThUNbTaZrHfTh/ScTh/CoLa/ScCr/Th
SHP-B1619.001.1511.1073.9072.0012.3021.5022.5063.0013.6061.30183.0020.202.51485.0018.5011.001.9210.400.8065.903.710.990.8927.046.55
SHP-B1723.201.7513.9086.6084.1016.6028.1030.5062.6015.80113.00169.0024.704.64781.0013.8012.502.4112.000.9470.904.270.900.7519.946.73
SHP-B1822.301.4813.5088.6099.1015.1023.2023.5070.6013.3058.00194.0023.402.26616.0020.9011.702.0610.200.7870.604.540.870.7721.088.47
SHP-B1924.201.3112.8090.8098.3014.6029.6058.3080.2014.7063.10195.0023.603.14448.0020.7011.502.2010.600.8169.904.460.900.7925.118.55
SHP-B2022.601.3213.1080.9085.3015.0023.8024.3070.8014.3065.20195.0023.703.15717.0018.4011.702.1711.100.8165.704.350.890.7826.977.29
SHP-B2122.401.8312.5077.4074.4014.2025.2024.3068.5017.00112.00178.0019.004.02531.0019.1015.902.939.761.0459.203.821.271.1215.254.68
SHP-B2228.001.5411.5081.2079.5013.6024.2023.0060.6015.5077.70140.0026.203.87454.007.4912.102.3712.000.9267.304.141.050.8924.356.57
SHP-B2320.300.8711.2069.8070.9012.4024.3021.9063.2012.2060.70223.0020.703.27334.0017.2010.902.0810.400.7564.304.130.970.8837.246.50
SHP-B2422.101.2211.8076.6076.4012.6021.8023.3073.1013.5053.60173.0016.703.54385.0018.1010.602.3211.000.8367.904.470.900.8422.547.21
SHP-B2518.801.0210.7080.1074.5011.4034.3019.8061.6011.9050.30388.0029.002.71319.0014.7011.701.9711.300.8275.204.681.091.0333.826.37
SHP-B2639.502.7818.10125.00112.0022.3041.9088.00116.0023.6079.40111.0030.004.76711.0020.7012.002.8216.301.2677.804.630.660.5411.339.33
SHP-B2725.001.609.6969.3072.0010.7029.6061.7086.2013.9051.90169.0024.603.12394.0017.4010.502.9214.701.2176.204.681.080.9824.636.86
SHP-B2818.401.047.6747.3037.808.4029.3013.5046.6010.6065.50372.0030.402.90277.0013.709.572.3611.000.7752.303.281.251.1431.543.95
SHP-B2912.001.365.9425.8020.405.257.7810.9034.5010.1068.30225.0024.003.09398.0024.9016.203.229.940.9744.003.252.733.0919.261.26
SHP-B3029.201.7614.8096.3088.1015.7031.8064.1089.5016.7098.70143.0029.105.17503.0014.9013.202.6814.101.0873.004.670.890.8421.316.67
SHP-B3137.802.8020.20141.00105.0020.3041.7086.30115.0025.60165.0081.5029.908.53827.0014.7016.802.8517.101.3973.004.970.830.8311.576.25
SHP-B3237.502.7922.70128.00100.0023.4040.8055.70115.0023.30174.0056.4028.3012.10791.0029.8018.103.1414.601.1970.304.380.800.7713.155.52
SHP-B3336.701.9017.10104.00119.0020.1044.2030.9094.8016.70108.0057.2025.706.42395.0020.5017.503.4618.001.4574.805.341.020.8723.116.80
SHP-B3430.901.2612.7079.6096.3016.0035.2027.3074.3013.8072.6076.1023.303.72322.0030.4015.302.7914.101.0771.704.541.200.9627.306.29
SHP-B3548.102.4619.40114.00114.0023.7080.8083.60107.0021.90142.00163.0028.506.88624.0023.5017.103.9517.701.3880.205.140.880.7218.786.67
SHP-B3644.201.9918.70114.00108.0019.8046.3035.60103.0019.20124.0092.0026.606.90563.0022.8015.603.1215.801.2466.204.740.830.7921.316.92
SHP-B3735.801.4414.9088.4093.4013.5027.7033.2079.7015.1087.7099.7024.104.51490.0015.9013.702.6613.901.0368.404.500.921.0127.016.82
SHP-B3842.001.6314.50100.00118.0016.0045.7032.1090.4015.70103.0075.7024.806.14446.0023.6015.203.1016.701.2366.804.531.050.9522.397.76
SHP-B3946.601.8012.7093.30128.0015.7035.2027.3088.3014.4097.3065.5023.005.28309.0020.2017.503.7915.301.1169.004.291.381.1121.117.31
SHP-B4036.501.6312.90106.00120.0015.9038.6028.0080.0015.3083.0098.3027.505.07407.0021.3014.503.1414.501.2269.004.111.120.9122.828.28
SHP-B6125.001.497.4153.8026.4014.9056.1067.10401.0010.4061.5022.3022.202.54507.00111.006.512.247.790.6122.802.560.880.4415.234.06
SHP-B6214.401.6910.3067.3035.0029.7068.10103.0078.7010.70105.00111.0017.104.83928.0029.808.484.307.820.6022.601.470.820.2912.374.13
SHP-B6312.901.166.1531.0025.7010.3023.5011.9061.008.3367.8024.5010.103.541,894.004.636.241.866.380.4517.501.251.010.6112.934.12
SHP-B6410.101.246.1631.0022.507.4612.5028.7040.708.5480.007.957.473.02448.0019.806.313.566.000.4218.201.111.020.8510.813.57
SHP-B6513.101.074.9329.5023.309.3810.6033.5031.706.5057.208.086.852.38357.0014.405.021.034.760.3614.200.901.020.548.024.64
SHP-B6630.301.8411.2090.7056.6015.4018.9026.4074.7014.20147.0014.0013.307.78821.0015.0013.301.3012.700.9332.602.181.190.8617.664.26
SHP-B6713.200.924.5629.2014.605.259.0521.3032.707.6554.8038.906.252.82271.0010.605.312.015.610.4119.901.151.161.0116.582.75
SHP-B6828.601.918.7766.6015.607.1212.9040.2076.4015.40115.0077.0014.806.08618.0018.4015.602.8516.400.95121.006.031.782.1919.011.00
SHP-B6916.401.114.0328.6012.603.5110.8012.2023.507.1061.40137.005.982.59295.0012.304.131.404.540.3314.400.931.021.1810.453.05
SHP-B7016.101.054.1035.8019.904.4510.5023.0030.907.4448.7021.007.742.43422.0069.405.953.816.100.4021.901.241.451.3411.813.34
PAAS1615011023555085160200650

Concentrations of trace elements in clastic rock from the Shihuigou section, North Qilian belt.

Ba is the most abundant trace element (501.08 ppm on average) in the siltstone samples of the Zhongbao Formation. The average content of Sr was 156.93 ppm, which is the second abundant trace element. The Mayinggou Formation siltstone samples also contain high concentrations of Ba (average 544.14 ppm). The Sr content in Mayinggou Formation siltstone samples is lower than that in the Zhongbao Formation (average 46.17 ppm). The average contents of Ni, Co, Th, Cu, Rb, V, Zr, Sc, and Cr in siltstone samples are 30.44, 14.06, 11.98, 37.63, 86.68, 77.18, 57.66, 11.76 71.39 11.98, and 37.63 ppm, respectively. The concentrations of niobium (Nb) and thorium in siltstones are mainly continental and insoluble in seawater (Kato et al., 2002). So, the concentrations of these elements in the siltstone indicate the extent of the influence of terrigenous materials. Th and Nb concentrations were positively correlated with terrigenous primary elements TiO2 and Al2O3 (Figure 4).

FIGURE 4

4.2.3 Rare earth element

The analysis dates of REEs are shown in Table 3, and the normalized model of chondrites is shown in Figure 5. All samples are normalized to chondritic values, and the distribution curves of rare earth elements are similar. The calculation of Eu anomalies follows that performed by Rollinson (1993), Eu/Eu* = (EuN)/[(SmN ×GdN)1/2], where the subscript N represents the normalization of rare earth elements to chondritic values (Taylor and McLennan, 1985). The samples of the Zhongbao Formation are enriched in light rare earth elements (LREEs), the heavy rare earth element (HREE) pattern is relatively flat, and the Eu anomaly is negative. The samples of the Mayinggou Formation also showed that the LREE was enriched and the heavy REE pattern was relatively flat, but the HREE and LREE values were lower than those of the Zhongbao group.

TABLE 3

SampleLaCePrNdSmEuGdTbDyHoErTmYbLu∑REEδEu(La/Yb)N(La/Sm)N(Gd/Yb)N
SHP-B1631.1055.006.1925.304.261.023.760.663.410.811.980.342.150.37136.360.7810.384.711.45
SHP-B1734.9064.007.8027.305.421.224.470.834.330.942.310.462.860.42157.260.768.754.161.29
SHP-B1831.2055.506.6225.004.871.184.060.743.620.802.230.392.480.38139.070.819.024.141.35
SHP-B1932.9059.807.5226.705.191.334.200.753.940.902.340.452.540.36148.910.879.294.091.37
SHP-B2035.6060.207.5127.405.431.254.280.763.960.932.210.412.640.38152.950.799.674.231.34
SHP-B2127.9062.908.0527.505.240.934.560.723.980.721.860.452.780.37147.950.587.203.441.36
SHP-B2237.5063.807.9629.305.291.344.580.794.210.882.410.432.870.42161.780.839.374.581.32
SHP-B2332.4055.907.0626.304.711.034.090.683.780.802.090.392.410.36142.000.729.644.441.40
SHP-B2427.5052.306.2123.504.250.883.450.583.120.651.650.352.200.35126.990.708.974.181.30
SHP-B2534.5058.107.6127.705.461.084.340.753.991.022.460.452.880.42150.760.688.594.081.25
SHP-B2631.5059.607.4529.506.171.244.790.945.211.202.940.543.470.53155.070.706.513.301.14
SHP-B2739.4073.709.0932.407.371.325.280.924.521.022.590.473.240.44181.760.658.723.451.35
SHP-B2832.8058.507.3426.804.981.184.340.804.400.992.520.453.130.45148.680.787.524.251.15
SHP-B2926.2050.205.8923.004.840.663.860.743.740.932.350.453.030.44126.330.476.203.491.05
SHP-B3037.5069.208.3933.106.641.295.180.934.821.072.580.523.270.48174.970.678.233.651.31
SHP-B3132.4062.607.2728.705.961.325.050.915.071.212.780.583.730.54158.130.746.233.511.12
SHP-B3236.7068.008.1728.006.320.984.850.864.240.962.640.523.360.52166.120.547.833.751.19
SHP-B3343.9080.7010.3036.807.441.215.950.984.751.032.670.483.160.49199.850.569.973.811.56
SHP-B3434.4065.207.9128.906.110.994.560.783.950.892.290.402.660.41159.450.579.283.631.42
SHP-B3546.2080.0010.2037.607.271.395.961.045.231.082.850.503.750.50203.570.658.844.101.31
SHP-B3642.4073.308.6834.306.731.375.531.004.451.102.540.503.190.48185.570.699.534.071.43
SHP-B3738.9070.608.0934.206.221.365.190.854.110.972.350.412.870.42176.540.739.724.041.50
SHP-B3836.5064.808.4130.706.011.045.000.854.470.922.270.422.890.43164.710.589.063.921.43
SHP-B3938.0078.308.3631.806.221.074.710.794.960.862.230.402.650.37180.730.6010.293.941.47
SHP-B4037.2069.008.4330.706.161.178.290.854.501.082.540.493.310.44174.160.508.063.902.07
SHP-B6122.7045.104.9820.004.580.854.250.763.920.922.060.432.550.39113.480.596.393.201.38
SHP-B6220.9042.904.5117.003.530.612.920.532.560.611.560.271.700.2699.860.588.823.821.42
SHP-B6315.0033.603.4013.002.430.972.040.361.840.390.980.521.190.1875.891.339.043.981.42
SHP-B6413.4029.202.9310.802.300.521.800.311.470.340.820.161.100.1665.320.778.743.761.35
SHP-B658.5821.401.817.181.360.321.230.221.100.300.690.140.900.1245.340.746.824.071.13
SHP-B6632.5061.707.1225.904.850.963.870.642.780.611.720.291.950.31145.200.6811.954.331.64
SHP-B6715.3031.202.6710.801.820.341.510.251.150.260.710.130.860.1367.130.6312.725.431.45
SHP-B6836.3067.806.9727.004.930.894.200.583.000.631.710.342.250.35156.940.6011.574.751.54
SHP-B6911.6024.002.199.021.480.301.370.230.990.270.670.120.830.1353.200.6510.005.061.36
SHP-B7012.4024.102.379.251.670.351.520.261.260.300.720.130.840.1155.290.6810.594.791.50
PAAS38.2079.608.8333.905.551.084.660.774.680.992.850.412.820.43184.779.724.441.37

Concentrations of rare elements in clastic rock from the Shihuigou section, North Qilian belt.

FIGURE 5

The total content of rare earth elements (ΣREE) in the Zhongbao Formation showed remarkable variability (126.99–203.57 ppm, average = 160.79 ppm) (Table 3), which was significantly lower than the value in the PAAS standard (184.77 ppm) (Taylor and McLennan, 1985).

The light rare earth element values ranged from 110.79 to 182.66 ppm, with an average of 143.72 ppm. The HREE content was 12.35–21.5 ppm, with an average value of 17.06 ppm. The average LREE/HREE ratio was 8.42, with a range of 7.1–9.64. The (LaN/YbN) ratio ranges from 6.23 to 10.29, with an average value of 8.68. The Eu/Eu* values showed a negative anomaly overall, with an average Eu/Eu* value of 0.68 and a range of 0.47–0.83, which is significantly higher than the value of PAAS.

The range of ΣREE in the Mayinggou Formation was 45.34–156.94 ppm, with an average value of 87.86 ppm. The content of LREEs (40.65–143.89 ppm, average 79.36 ppm) was significantly higher than that of HREEs (4.6–15.27 ppm, average 8.4 ppm). It is like the distribution of rare earth elements in shale (Ketris and Yudovich, 2009). The LREE/HREE ratio ranged from 6.43 to 12.44, with an average of 9.45. The LaN/YbN ratio varies from 6.39 to 11.59, with an average of 9.66. The siltstone has no negative Eu anomaly, and the fluctuation range is 0.58–1.33 (average 0.73).

5 Discussion

5.1 Paleoweathering indexes and paleoclimate implications

Enhanced chemical weathering under wet conditions leads to leaching out of alkali metals and alkali metal elements (Na, Ca, and K). On the other hand, the content of Si and Al in the residue is increased (Akarish and El-Gohary, 2008; Moosavirad et al., 2011). Among different weathering indexes, the most commonly used ancient weathering indexes to evaluate the degree of chemical weathering in the source area are the chemical index of alteration (CIA) (Nesbitt and Young, 1982), plagioclase index of alteration (PIA) (Fedo et al., 1995), and chemical index of weathering (CIW) (Harnois, 1988). Using the method proposed by McLennan (1993), the CIA, CIW, and PIA values of Zhongbao–Mayinggou formation samples were calculated, and the results are shown in Table 1.

In this paper, the CIA was used to understand the intensity of chemical weathering in the provenance areas. The CIA can use the formula (molecular ratio) to calculate

(Nesbitt and Young, 1982).

In the equation, CaO* is the amount of CaO added to the silicate component of the rock. The CaO content was corrected to be the contribution of carbonate. The ratio of dolomite to calcite is difficult to determine. Therefore, the hypothesis of Bock et al. (1998) is adopted. It states that CaO values were used only in CaO<Na2O; if Na2O>CaO, CaO is assumed to be Na2O. Based on the classification method of Fedo et al. (1985), we have included the research results of chemical weathering intensity of some glacial sediments in different regions (Nesbitt and Young, 1982; Nesbitt and Young, 1989; Nesbitt et al., 1996; Chen et al., 2014).

At the Ordovician–Silurian boundary, the CIA value of Zhongbao Formation samples decreased first and then increased; then, there was a greater degree of repetition, from bottom up, ranging from 59.98 to 70.61 (average 65.83). The CIA value of the lower part of the Zhongbao Formation was between 66.71 and 74.46 (average 70.08), which decreased to the lowest point. The CIA value of the upper part of the Zhongbao Formation increased significantly, ranging from 66.8 to 73.97 (average 70.19). At the top part of the Zhongbao formation, the value decreased to 73.86. Upward, the CIA value quickly recovered to a higher value (81.31) at the bottom part of the Mayinggou Formation. The CIA value of the Mayinggou Formation increased from bottom to top, mainly ranging from 71.26 to 81.31, with an average of 74.49.

The trend of the CIW and PIA values in Zhongbao–Mayinggou formations is similar to the CIA values. The CIW and PIA values of the bottom of the Zhongbao Formation samples range from 61.64 to 78.75 and 64.59 to 98.92, respectively. At the lower part of the Zhongbao Formation, they increase from 72.34 to 87.72 and 75.51 to 90.27, and the upper part is higher. The values at the top of the Zhongbao Formation are 70.77–82.19 and 73.68–84.80. At the bottom part of the Mayinggou Formation, the values of the CIW and PIA rapidly recover to higher values (90.02 and 92.74). The CIW and PIA values of the Mayinggou formation increase from bottom up gradually, which range from 78.75 to 98.02 (average. 94.00) and 74.49 to 97.51 (average 92.42), respectively.

Generally speaking, a high CIA value (80–100) directs humid and hot tropical climate environments and strong chemical weathering. A low CIA value (50–60) directs a cold and arid climate and weak chemical weathering. Medium CIA values (60–80) direct humid and warm climate environments and moderate chemical weathering (Fedo et al., 1995; Yan et al., 2010; Ma et al., 2015).

The CIA values of the Lower Zhongbao Formation (59.98–70.61) indicate a low degree of chemical weathering, which may indicate the arid and cold climatic environments in the source region. All the above are in accordance with the widespread presence of glaciers in the Late Ordovician (Huff et al., 1992; Bergström et al., 1995, 2004; Chen et al., 2006; Melchin and Holmden, 2006; Astini et al., 2007; Yan et al., 2009a, 2009b; Fan et al., 2009; Ge et al., 2019). In the upward direction, the CIA value of the Zhongbao Formation increased from 66.71 to 74.46, and the CIA value of the top of the Zhongbao Formation continued to be low (CIAB40 = 66.80), varying between 73.83 and 73.97. These values indicate a humid and warm climate and weak weathering of sediments (Nesbitt and Young, 1982, 1989). The CIA values return to relatively high values at the base of the Mayinggou Formation (CIAB61 = 81.31), which may indicate the beginning of warming and the end of glaciation (Figure 2).

Weathering can also be assessed using CIW and PIA values. The CIW values of the Zhongbao and Mayinggou formations vary from 64.59 to 98.89, which indicate that the source rock weathering degree is moderate to severe (CIWB40 = 70.77; CIWB61 = 97.52). Because the method uses total aluminum and does not adjust for aluminum in potassium feldspar, the obtained CIW values are misguided because they produce very high dates for rocks high in potassium content, whether chemically weathered or not, and therefore, they cannot be used directly where the substrate composition changes (Fedo et al., 1995) (Figure 2). The unweathered plagioclase PIA value is 50, and the maximum PIA value is 100 (hydrargillite and kaolinite) (Fedo et al., 1995). The two formation PIA values range from 61.64 to 98.4 (PIAB40 = 73.86; PIAB61 = 98.03), showing a moderate-to-high degree of decomposition decay.

Lower Sr/Cu ratios usually indicate a relatively warm and humid paleoclimate, where Sr/Cu > 10.0 indicates cold and dry climatic conditions, 5.0 < Sr/Cu < 10.0 reflects semihumid–semiarid conditions, and Sr/Cu < 5.0 indicates warm and humid conditions (Zhang et al., 2023). In this study, CaO <7.0% was selected as the threshold to exclude the influence of carbonation on the Sr concentration (Madhavaraju, 2015; Wei and Algeo, 2020).

The paleoclimate characteristics reflected by the Sr/Cu ratios are consistent, and the paleoclimate ranges from cool and arid climatic environments (3.34 < Sr/Cu < 10.18) in the Lower Zhongbao Formation to a humid and warm climate (0.94 < Sr/Cu < 3.51) in the top of the Zhongbao Formation. The Sr/Cu values return to relatively low values at the base of the Mayinggou Formation (Sr/Cu B62 = 1.07), which may indicate the beginning of warming and the end of glaciation (Figure 2).

According to the A-CN-K diagram (Nesbitt and Young, 1984) (Figure 6), the two formation samples are located above the plagioclase–potassium feldspar junction, with a good linear trend extending toward end A apex. These study samples were mainly gathered between granite and andesite sources. Due to the occurrence of post-sedimentary potassium metasomatism, the weathering trend line deviated from the predicted line and moved toward the apex of K2O (Figure 6, dotted arrow line). On the A-CN-K diagram, the sample is plotted at a commensurate position between 50 and 75. On the A-CN-K ternary diagram, the sample is plotted at a commensurate position between 50 and 75 (Fedo et al., 1996). It is inferred that the weathering intensity of the hydrocarbon source area is moderate. All of these infer that the weathering intensity of the source area is moderate.

FIGURE 6

5.2 Provenance and tectonic setting

The geochemistry of sediments is always influenced by hydraulic sorting, which controls the distribution of some trace elements (Armstrong-Altrin et al., 2014). Sc is concentrated in mafic rocks, while Zr is concentrated in zircon. So, zircon can be traced using the Zr/Sc ratio. Zircon enrichment in clastic sedimentary rocks can be studied in Zr/Sc and Th/Sc relationships (McLennan, 1993). Zr/Sc ratios vary significantly with Th/Sc ratios in mature or recirculated sediments, while Th/Sc is generally positively correlated with Zr/Sc in first-cycle sediments. These depend on the character of the provenance rocks (McLennan, 1993). In the Zr/Sc versus Th/Sc scatter plot (Figure 7), the two formation samples appear along the variation trend of rock magmatic composition on the whole, indicating that no notable sedimentary sorting and recirculation occurred in the rocks.

FIGURE 7

The geochemical value of the clastic sediments is dominantly used to ascertain the source area and structural setting (Cullers, 1995; McLennan, 1993; Armstrong-Altrin et al., 2004; Armstrong-Altrin et al., 2012; Armstrong-Altrin, 2015; Zaid, 2012; Zaid, 2015; Madhavaraju et al., 2017; Madhavaraju et al., 2019; Madhavaraju et al., 2021). The sandstones from Zhongbao and Mayinggou formations were plotted in the intermediate and felsic field (Figure 8) from the SiO2 vs. Al2O3/TiO2 diagram (Le Bas et al., 1986).

FIGURE 8

Girty et al. (1996) argued that if the clastic sedimentary rocks were derived from felsic rocks, the specific values of Al2O3 and TiO2 would be between 19 and 28, and if the clastic sediments were derived from basic rocks, the Al2O3/TiO2 ratio would be less than 14. The Al2O3/TiO2 ratio of the two formations ranged from 16.9 to 47.71, with an average value of 22.76, reflecting that the source rocks were mainly felsic rocks. Furthermore, Roser and Korsch (1988) established a discriminant formula for the source of sediments. It can be observed from the F1–F2 and F3–F4 discriminant maps (Figure 9) that the provenance of the two formation samples is mainly sedimentary rocks.

FIGURE 9

According to the REE patterns (Figure 5A,B), the LREE section dips show a notable right decreas, showing medium–low fractionation of LREEs, and the HREE section has a smaller slope, indicating weak fractionation of HREEs. The North China Craton granite shows weakly negative Eu anomalies (Eu/Eu*= 0.86–1.13) and enriched LREE patterns with high (La/Yb) ratios (60.5–90.0) in the REE patterns (Figure 5C) (Zhou et al., 2011). The North Qilian ophiolite generally features a weak negative Eu anomaly (Eu/Eu*= 0.77–1.0) and slightly enriched REE pattern ((La/Yb) N = 1.01–2.56) (Figure 5D) (Song et al., 2013). The Dunhuang volcanic rocks display moderate fractionation between LREEs and HREEs ((La/Yb) N = 3.62–4.38), with no Eu anomalies (Eu/Eu*= 0.92–1.05) (Figure 5E) (Wang et al., 2017). The North Qilian volcanic arc rocks generally feature medium–low fractionation of LREEs to HREEs ([La/Yb] N = 6.48–23.28); the LREE section dips steeply, which is shown as a notable right decrease (Figure 5F) (Liang, 2017). A comparison with the different source rocks located near the study area shows that the REE characteristics of the samples from the Zhongbao–Mayinggou formations are in agreement with the North Qilian volcanic arc rocks. These indicate that the formation environment of the Zhongbao–Mayinggou formation sedimentary rocks was mainly related to the active continental margin volcanic arc rocks.

The La/Th-Hf diagram is a widely used source identification map (Gu, et al., 2002; Armstrong-Altrin et al., 2004). Several trace elements, such as Hf, La, and Th, were considered steady during sedimentation, so their concentration and element ratio can be used to distinguish provenance (Taylor and McLennan, 1985; Bhatia and Crook, 1986). The Hf vs. La/Th diagram is widely used to discriminate the source area (Floyd and Leveridge, 1987; Gu, et al., 2002; Armstrong-Altrin et al., 2004). In the Hf-La/Th discrimination graph (Figure 10), most study samples are dispersed in or near long silicon source fields and felsic/basic source-mixed regions.

FIGURE 10

REEs and Th are enriched in felsic magmatic rocks and their weathering products, while Cr, Sc, and Co are enriched in felsic magmatic rocks (Armstrong-Altrin et al., 2013). The ratios of La/Sc, Cr/Th, Th/Sc, and Th/Co were significantly different in mafic and felsic rocks, which could offer information about the source area (Wronkiewicz and Condie, 1989; Condie and Wronkiewicz, 1990; Armstrong-Altrin et al., 2013). The La/Sc, Th/Co, Cr/Th, and Th/Sc ratios are closer to those of felsic provenances than those of basic source rocks (Table 2), suggesting that clastic sediments are derived from felsic source rocks.

Sedimentary rocks, where rare earth elements are less active and less soluble in water, can also provide important information about the source area (Taylor and McLennan, 1985; Bhatia and Crook, 1986; Floyd and Leveridge, 1987; Gu et al., 2002). The chondrite-normalized rare earth model of the two formation samples is shown in Figure 5. The distribution pattern of the two formation samples is similar to those of PAAS and upper continental crust normalization values (UCC), indicating that the study samples came from upper crustal rocks. The two formation samples showed negative Eu anomalies compared with UCC and PAAS (Eu/Eu*= 0.42–0.81, δEuAVG = 0.68). Overall, it can be inferred that the study clastic sediments were perhaps sourced from the felsic rocks. It was probably positioned on thinned continental or transitional continental crust, a situation that resulted in a lack of volcanic material more felsic than andesite (Hou et al., 2018). All of these observations imply that the rocks of the study area may come from the active continental margin background.

The structural setting of the Zhongbao and Mayinggou formations is a key factor restricting the Paleozoic tectonic history of Northern Qilian and northern Tibetan Plateau. Structural background discriminant graphs based on the major and trace elements are widely used to judge the tectonic setting of the sedimentary basins (Roser and Korsch, 1988; Purevjav and Roser, 2012; Yan et al., 2012; Hou et al., 2020, Hou et al., 2021; Zaid, 2015; 2017a; 2017b; Roser and Korsch, 1986; Roser and Korsch, 1988; Bhatia and Crook, 1986; Purevjav and Roser, 2012; Bhatia, 1983; Bhatia, 1985; Ramirez-Montoya et al., 2021).

The tectonic environment of the unknown basin was evaluated using the detrital principal element diagram introduced by Bhatia (1983) and Roser and Korsch (1986). In the binary discriminant function diagram introduced by Bhatia (1983), two formations of plot samples are observed in the active continental margin field (Figure 11). In the ternary diagrams proposed by Roser and Korsch (1988), the active continental environment was the most probable scenario for the provenance (Figure 12), and few samples fall in the passive margin, affected by metamorphic and tectonic events, so their plotted points were sparsely distributed.

FIGURE 11

FIGURE 12

Two new discriminant functions, which were based on the major elements for the structural discrimination of siliceous clastic sedimentary rocks, were proposed by Verma and Armstrong-Altrin (2013). They are used to distinguish the tectonic environments of continental or island arc, collision, and rift. The discrimination graphs can have two scopes, high-silica type (63%–95%) and low-silica type (35%–63%), according to the content of SiO2adj. The content of SiO2 in the detrital sediments of the two formations is mostly >63%. The high silicon diagram introduced by Verma and Armstrong-Altrin (2013) was used to confirm the possible tectonic environment of the provenance region. The discriminant graph result provides a conclusion that the study sedimentary rocks came from an active continental margin zone (Figure 13).

FIGURE 13

Some trace elements with low activity, such as Zr, Y, Th, Sc, and Nb, are most suitable for distinguishing sedimentary provenance and tectonic environment (Bhatia, 1985; Bhatia and Crook, 1986). In the diagrams of La-Th-Sc, Th-Co-Zr/10, and Th-Sc-Zr/10 introduced by Bhatia and Crook (1986), most of the two formation samples were located in or near the active continental margin field Figure 14. Although there are certain limitations in each provenance discrimination graph, it can be confirmed from each provenance discrimination diagram that the two formations of sandstones mainly come from the active continental margin. In conclusion, the global geochemical features of the discriminant graphs indicate that the tectonic setting of the provenance area is highly possible in the North Qilian active continental margin volcanic arc rocks.

FIGURE 14

5.3 Sedimentary history of the North Qilian area across the Late Ordovician–Early Silurian

Regional sea level changes are usually controlled by global sea level changes, paleoclimate, sediment supply, and tectonic activity. In the Upper Ordovician, under the influence of the Caledonian movement, the tectonic compression of the North Qilian orogenic belt continued to intensify (Zuo and Liu, 1987; Liu, 1988; Xia et al., 1996; Zuo and Wu, 1997; Xu et al., 2000; Cowgill et al., 2003). Due to the accretion of the North China plate and the Middle Qilian block, the uplift around the North Qilian belt has been expanding, and the interior has been bending downward. The basement of the basin has decreased, but the sea level has risen relatively (Hüs et al., 1995; Yan et al., 2007; Xiao et al., 2009; Yan et al., 2010; Yuan and Yang, 2015). The Late Ordovician was a period of upheaval in the earth system (Xu et al., 1994; Xia et al., 1996; Zhang et al., 1997; Xia et al., 1998; Zhang et al., 1998; Xia et al., 2003; Song et al., 2013).

During the Ordovician–Silurian transition, the North Qilian orogenic belt was influenced by the mass extinction, the end-Ordovician oceanic upturn, the continental shelf environment surrounded by local plate tectonics and orogenic uplift in the lower paleolatitude, and the fluctuation in the sea level rise (Li et al., 2017a, b; Yuan and Yang, 2015; Xiao et al., 2009). The Shihuigou outcrop area developed into a semi-closed basin constrained by marginal uplift and deposited silty mudstone in the lower part of the Zhongbao Formation. Then, the Gondwana glaciation started, the climate began to dry and cool, ice continued to form, and the global sea level dropped (Fan et al., 2009; Rong et al., 2010), which stayed the same with the decrease in CIA values in the lower Zhongbao Formation (from 74.49 to 66.71). Black chert was deposited in the Yongdeng area of the upper Zhongbao Formation because the rate of basement decrease was greater than the rate of sea level decline caused by glaciation. In the Early Silurian, the collision between the Center Qilian block and the North China plate intensified, the global sea levels rose, the glaciation ended, and the climate began to get wetter and warmer (Zhang et al., 2000; Yan et al., 2009a), which stayed the same with the increase in the CIA value (from 73.86 to 81.31) at the bottom of the Mayinggou Formation. Ice melting and basin basement decrease promoted the deposition of silty mudstone at the bottom of Mayinggou formation.

6 Conclusion

On account of the petrological characteristics and geochemical analysis of Zhongbao–Mayinggou formation (Late Ordovician–Early Silurian) siltstones in Shihuigou outcrop, the following conclusions are drawn:

  • (1) The studied clastic sedimentary rocks consist mainly of clay mineral, quartz, and few mica. Geochemically, the samples from the Zhongbao–Mayinggou formations have chondrite-normalized REE patterns similar to that of the North Qilian volcanic arc rocks, which are characterized by weak negative Eu anomaly, with a slight LREE enrichment accompanied by a flat HREE trend.

  • (2) The CIA, CIW, and PIA indexes showed that the weathering environment in the study area changed from weak to moderate to intense. The undulation of the CIA value reflects the change in climate from cold to warm in the Ordovician to the Silurian. The CIA value of the upper part of the Zhongbao Formation was continuously low (66.71%–73.97%), and the climate was relatively dry and cold, which was the same with the wide range of Gondwana glaciation in these periods. The CIA values return to a relatively high value (81.31%) at the base of the Mayinggou Formation, which may indicate the beginning of warming and the end of glaciation.

  • (3) The Al2O3–(CaO*+Na2O)–K2O triangular plots, Hf-La/Th, and SiO2–Al2O3/TiO2 bivariate plots infer that the source of the siltstones in the two formations is mostly from the felsic igneous rocks. The major element plot graphs and Th-Sc-Zr/10, La-Th-Sc, and Th-Co-Zr/10 triangulation reflect that the clasts of the Zhongbao–Mayinggou formations come from the active continental margin.

  • (4) Across the Late Ordovician–Early Silurian, the end of the Ordovician glaciation and the tectonic activity dominantly controlled the deposition of black chert and silty mudstone in the Zhongbao–Mayinggou formations in the Shihuigou section, North Qilian belt.

Statements

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.

Author contributions

YX: writing–original draft and writing–review and editing. QH: writing–original draft and writing–review and editing. CM: writing–review and editing.

Funding

The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was financially supported by the Liubaojun Academician Foundation of Chengdu Center of China Geological Survey (characteristics of source rocks in Datangpo formation, Sichuan Basin) and the China Geological Survey Project (No. DD20230266).

Acknowledgments

The authors thank the journal reviewers for their very helpful and constructive comments, which helped improve the manuscript.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Summary

Keywords

clastic sediment geochemistry, Ordovician–Silurian, sedimentary rocks, tectonic setting, provenance, paleoweathering

Citation

Xia Y, Hou Q and Mou C (2024) Geochemistry of siltstones in the North Qilian Zhongbao–Mayinggou formations (Late Ordovician–Early Silurian): implications for paleoclimate, paleoweathering, and tectonic setting. Front. Earth Sci. 12:1334982. doi: 10.3389/feart.2024.1334982

Received

08 November 2023

Accepted

04 March 2024

Published

08 April 2024

Volume

12 - 2024

Edited by

Xiao-Ping Xia, Chinese Academy of Sciences (CAS), China

Reviewed by

A. Ramachandran, V.O. Chidambaram College, India

Douaa Fathy, Minia University, Egypt

H. M. Zakir Hossain, Jashore University of Science and Technology, Bangladesh

Updates

Copyright

*Correspondence: Qian Hou,

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All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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