{'fraction_non_alphanumeric': 0.042338423043020844, 'fraction_numerical': 0.025221075378884815, 'mean_word_length': 4.722421086885779, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 2, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 8, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Rare Earth Element Distributions in Continental Shelf Sediment, Northern South China Sea

: A total of 388 surface sediment samples taken from the northern South China Sea (SCS) continental shelf were analyzed to characterize the signature of their rare earth elements (REEs). The average REEs concentration was 192.94 µ g / g, with a maximum of 349.07 µ g / g, and a minimum of 32.97 µ g / g. The chondrite-normalized REEs pattern exhibits a remarkably light REEs accumulation, a relatively ﬂat heavy REEs pattern, and a negative Eu anomaly. We subdivided the study area into three zones using the characteristics of REEs and statistical characteristics. Zone I: continental shelf o ﬀ western Guangdong Province. Here, the sediment provenance is mainly river-derived from the Pearl River, Taiwanese rivers, and those in the adjacent area. Zone II: Qiongzhou Strait and Leizhou Peninsula. Here, the sediment provenance consists of the Qiongzhou Strait and the Hainan Island. Zone III: Hainan Island and SCS slope sediments are dominated. The REEs compositions are mainly controlled by source rock properties, hydrodynamic conditions, and an intensity of chemical weathering. We reconstructed the sediment dispersal and transport route using the REEs compositions, grain size, and other geochemical characteristics throughout the study area. The is The plots of LREE and HREE show that the and slope sediments dominate in Based on the compositions of REEs, grain size, geochemical characteristics, sub-bottom profiles, and hydrodynamic conditions in the study area, a modern sediment dispersal route can be reconstructed.


Introduction
The source of sediment is one of the key topics in modern marine sedimentary geology [1]. It is important to establish the provenance of sediment to understand the geological and paleoclimatic history presented therein. Terrigenous materials retain the information of the source rock properties, the sedimentation affects, and changes in the composition of the sediments. The unique stability of rare earth elements (REEs) makes them strong inheritance to the parent rock, and thus, they could be used to indicate the evolution of sediment provenance [2]. Once the REEs enter the marine environment, the REEs compositions and distribution patterns for the sediments basically do not change significantly [3]. Therefore, the study of the REEs in marine sediments can provide help for provenance determination, environmental evolution, and stratigraphic correlation [4][5][6][7][8].
Previous studies systematically analyzed the characteristics of REEs in seafloor sediments of the Northwestern Pacific (Bohai Sea, Yellow Sea, and East China Sea [6,[9][10][11]). The South China Sea (SCS) contains significant information about the materials and energy exchange between the Pacific Ocean and the marginal sea in Chinese coastal waters. In recent years, a breakthrough has been made in understanding the evolution of the paleoclimate and the history of the East Asian monsoon The location of distal depocenter is cited from Ge et al. [17]. Seasonal variations of surface circulation patterns on the northern South China Sea continental shelf are revised from Liu et al. [16]. 1. Chinese Coastal Current; 2. South China Sea Warm Current.

Materials and Methods
During a joint cruise between the Second Institute of Oceanography, Ministry of Natural Resources, and South China Sea Bureau of Ministry of Natural Resources in 2008, we collected 388 surface sediment samples using a box corer at water depth around 4-135 m (for the samples locations, see Figure 1). The samples were stored at 4 °C immediately after collection. The grain size was measured using a Mastersizer-2000 laser particle size analyzer in Nanjing University and South China Sea Bureau of Ministry of Natural Resources. The procedure of grain size analysis is reported in Ge et al. [18]. The identification of REEs constituents, La, Ce, Pr, Nd, Sm, Eu, Gd, Tb, Dy, Ho, Er, Tm, Yb, Lu, and Y were carried out at the Institute of Geophysical and Geochemical Exploration, Chinese Academy of Geological Sciences, China, using an Inductively Coupled Plasma Mass Spectrometer (ICP-MS) (iCAP Qc, Thermo Fisher Scientific, Waltham, USA). The sample was dried at 105 °C for 12 h and was crushed by agate mortar (200 mesh, ≈0.074 mm pore size). Then, the powdered samples (0.05 g) were digested using high-purity HNO3 (1.5 mL) and HF (hydrofluoric acid, 1.5 mL) in a tightly closed Teflon bomb for 48 h at 190 °C . To remove residual HF, the dry samples were retreated with HNO3 (1 mL). Then, the samples were digested with 50% HNO3 (3 mL) in a tightly closed Teflon bomb for another 12 h (190 °C ). After cooling, the final solution was transferred to a 100 mL polyethylene bottle, to which we added 1 mL (Rh + Re) of mixed standard solution and then diluted it by the addition of Milli-Q water for analysis. The GSD-9 and GSD-10 The location of distal depocenter is cited from Ge et al. [17]. Seasonal variations of surface circulation patterns on the northern South China Sea continental shelf are revised from Liu et al. [16]. 1. Chinese Coastal Current; 2. South China Sea Warm Current.

Materials and Methods
During a joint cruise between the Second Institute of Oceanography, Ministry of Natural Resources, and South China Sea Bureau of Ministry of Natural Resources in 2008, we collected 388 surface sediment samples using a box corer at water depth around 4-135 m (for the samples locations, see Figure 1). The samples were stored at 4 • C immediately after collection. The grain size was measured using a Mastersizer-2000 laser particle size analyzer in Nanjing University and South China Sea Bureau of Ministry of Natural Resources. The procedure of grain size analysis is reported in Ge et al. [18]. The identification of REEs constituents, La, Ce, Pr, Nd, Sm, Eu, Gd, Tb, Dy, Ho, Er, Tm, Yb, Lu, and Y were carried out at the Institute of Geophysical and Geochemical Exploration, Chinese Academy of Geological Sciences, China, using an Inductively Coupled Plasma Mass Spectrometer (ICP-MS) (iCAP Qc, Thermo Fisher Scientific, Waltham, MA, USA). The sample was dried at 105 • C for 12 h and was crushed by agate mortar (200 mesh, ≈0.074 mm pore size). Then, the powdered samples (0.05 g) were digested using high-purity HNO 3 (1.5 mL) and HF (hydrofluoric acid, 1.5 mL) in a tightly closed Teflon bomb for 48 h at 190 • C. To remove residual HF, the dry samples were retreated with HNO 3 (1 mL). Then, the samples were digested with 50% HNO 3 (3 mL) in a tightly closed Teflon bomb for another 12 h (190 • C). After cooling, the final solution was transferred to a 100 mL polyethylene bottle, to which we added 1 mL (Rh + Re) of mixed standard solution and then diluted it by the addition of Milli-Q water for analysis. The GSD-9 and GSD-10 sediment samples were analyzed for quality assurance and control, which showed a less than 5% REEs error.

Grain Size Parameters
The results of grain size are reported in Ge et al. [18], and they show that the average values of sand, silt, and clay fractions are 25%, 62%, and 13%, respectively. The contents of clay and silt fractions exhibit a similar pattern, having high values on the shelf off western Guangdong Province, which are opposite to those of sand fractions. The mean grain size (Mz) ranges from 0.05 ϕ to 7.28 ϕ, with a mean value of 5.60 ϕ.  10.93 with an averaged value of 9.50. The REE exhibit significant spatial variabilities in the study area ( Figure 2). The high REE values are found in the western Guangdong coastal waters. Two accumulation centers are identified around the Xiachuan and Hailing Islands (Figures 1 and 2), where the REE values can reach more than 250 µg/g. Another high REE value area was found and correlated to a distal depocenter (Figures 1 and 2), which is mentioned in Ge et al. [17]. The values decrease as waters are moving off the Guangdong coast. The lowest value is located in the continental shelf off the eastern Leizhou Peninsula and Qiongzhou Strait, where the REE values are mostly lower than 100 µg/g. The LREE and HREE exhibit similar spatial characteristics with REE, yet with a slightly smaller spatial gradient ( Figure 2).

The REEs Fractionation Characteristics
To further investigate the fractionation characteristics of REEs, the chondrite-normalized REEs of sediments were analyzed [19]. The trends reflect a remarkable accumulation of LREE. The even distribution of HREE is relatively flat (Figure 3), with the (La/Yb) N ranging from 5.87 to 15.21 ( Table 1). The fractionation level of REEs was determined following, where cerium and europium anomalies (δCe and δEu) are derived by the comparison between the concentrations of Ce and Eu and those of their neighboring elements [20]: where N is the normalization to chondrite [19]. The δCe ranges from 0.79 to 1.08 with a mean value of 0.97. No notable Ce anomaly was identified. The δEu ranges from 0.28 to 1.05 with a mean value of 0.65 (Table 1), exhibiting a negative anomaly.     (1) δEu = EuN/(SmN × GdN) 1/2 (2) where N is the normalization to chondrite [19]. The δCe ranges from 0.79 to 1.08 with a mean value of 0.97. No notable Ce anomaly was identified. The δEu ranges from 0.28 to 1.05 with a mean value of 0.65 (Table  1), exhibiting a negative anomaly. Figure 3. Chondrite-normalized REEs distribution patterns of the samples in the study area (three different zones) and the samples from the Pearl River [21], Qiongzhou Strait [22], Taiwanese rivers [23], Hainan Island [24], and South China Sea slope [25].

Spatial Zones of REEs
The Q-cluster analysis has been widely used for the sediment distribution analyses [18,26,27]. We performed the Q-cluster analysis to investigate the spatial relationships among all REEs. These analyses are carried out on the original data using Statistical Product and Service Solutions software. The Q-cluster analysis indicated that the study area can be grouped into three zones (Figure 4), which is similar to our previous study based on major elements [18]. Zone I designates the continental shelf off the western Guangdong Province and distal depocenter extending to the southwest. The mean ∑REE value of sediments in this zone is 233.96 μg/g. Zone II comprises the coastal area off Leizhou Peninsula and the eastern exit of Qiongzhou Strait. The average value of ∑REE is 107.00 μg/g. Zone III is located on the outer shelf (water depth >50 m) to the east of Hainan Island. The mean ∑REE value of sediments in this zone is Figure 3. Chondrite-normalized REEs distribution patterns of the samples in the study area (three different zones) and the samples from the Pearl River [21], Qiongzhou Strait [22], Taiwanese rivers [23], Hainan Island [24], and South China Sea slope [25].

Spatial Zones of REEs
The Q-cluster analysis has been widely used for the sediment distribution analyses [18,26,27]. We performed the Q-cluster analysis to investigate the spatial relationships among all REEs. These analyses are carried out on the original data using Statistical Product and Service Solutions software. The Q-cluster analysis indicated that the study area can be grouped into three zones (Figure 4), which is similar to our previous study based on major elements [18]. Zone I designates the continental shelf off the western Guangdong Province and distal depocenter extending to the southwest. The mean REE value of sediments in this zone is 233.96 µg/g. Zone II comprises the coastal area off Leizhou Peninsula and the eastern exit of Qiongzhou Strait. The average value of REE is 107.00 µg/g. Zone III is located on the outer shelf (water depth >50 m) to the east of Hainan Island. The mean REE value of sediments in this zone is 180.81 µg/g ( Table 2). In addition, the chondrite-normalized REEs parameters in different zones, such as δCe, δEu, (La/Sm) N , and (Gd/Lu) N , are shown in Table 2. 180.81 μg/g ( Table 2). In addition, the chondrite-normalized REEs parameters in different zones, such as δCe, δEu, (La/Sm)N, and (Gd/Lu)N, are shown in Table 2.

Controlling Factors of REEs Compositions
Many factors are responsible for REEs compositions in sediments, including source rock properties, intensity of chemical weathering, mineralogy, grain size, and diagenesis [6,29]. Among these factors, source rock properties (sediment provenance) are regarded as the most important controlling factor [2,6], which will be discussed in the next section.
We found strong correlations between ∑REE and granulometric data (contents of sand, silt, and clay, Mz, Figure 5) [18]. In general, low ∑REE values are found in coarse-grained sediments, while high ∑REE values are found in fine-grained sediments. There is a strong correlation between the ∑REE of the

Controlling Factors of REEs Compositions
Many factors are responsible for REEs compositions in sediments, including source rock properties, intensity of chemical weathering, mineralogy, grain size, and diagenesis [6,29]. Among these factors, source rock properties (sediment provenance) are regarded as the most important controlling factor [2,6], which will be discussed in the next section.
We found strong correlations between REE and granulometric data (contents of sand, silt, and clay, Mz, Figure 5) [18]. In general, low REE values are found in coarse-grained sediments, while high REE values are found in fine-grained sediments. There is a strong correlation between the REE of the fine-grained fraction and coarse-grained fraction. Such a correlation is consistent with the "element granularity control rate" mechanism, which indicates that REE values are rich in the fine fractions and deficit in the coarse sediments [30]. Hydrodynamics controls the transportation, re-suspension, and deposition of sediments, and thus, they can explain the spatial characteristics of REE and the dominant effect of grain size on the REE [27]. The surface sediments are mainly transported from the surrounding rivers. The riverine sediments are deposited on the continental shelf around the estuaries in summer. In the following winter, the coastal current transports the re-suspended sediments southwestwardly [17,18]. The REE values in this region are high. The low REE values in Shuidong Bay (Figures 1 and 2) can be ascribed to the residual sand deposits [31]. The REE values are low in the coastal area off Leizhou Peninsula and the eastern exit of Qiongzhou Strait, where the seismic sub-bottom profiles are dominated by sand waves [17]. These sandy deposits resulted from sediment eroded from the old stratum in the sea floor [32], implying a high-energy depositional environment. The low REE value area off the eastern Hainan Island is associated with the coarse-grained terrigenous sediments from the Wanquan River.
deficit in the coarse sediments [30]. Hydrodynamics controls the transportation, re-suspension, and deposition of sediments, and thus, they can explain the spatial characteristics of ∑REE and the dominant effect of grain size on the ∑REE [27]. The surface sediments are mainly transported from the surrounding rivers. The riverine sediments are deposited on the continental shelf around the estuaries in summer. In the following winter, the coastal current transports the re-suspended sediments southwestwardly [17,18]. The ∑REE values in this region are high. The low ∑REE values in Shuidong Bay (Figures 1 and 2) can be ascribed to the residual sand deposits [31]. The ∑REE values are low in the coastal area off Leizhou Peninsula and the eastern exit of Qiongzhou Strait, where the seismic sub-bottom profiles are dominated by sand waves [17]. These sandy deposits resulted from sediment eroded from the old stratum in the sea floor [32], implying a high-energy depositional environment. The low ∑REE value area off the eastern Hainan Island is associated with the coarse-grained terrigenous sediments from the Wanquan River. The granulometric data and CIA are cited from Ge et al. [18].
As unstable minerals have been removed by acid digestion, the REEs reported in this study are dominated by the weathering processes of siliciclastic minerals [29]. Chemical weathering affects the residual fractions of the REEs compositions, and such an effect is most salient in LREE, which has high contents of essential weathering minerals [33]. The chemical index of alteration (CIA) can be utilized to quantify the weathering states of riverine sediments [34]. The plot of ∑REE and CIA [18] indicates a strong positive correlation, with a correlative coefficient (R 2 ) of 0.67 ( Figure 5). Such correlation suggests that the different weathering mechanisms exert an important influence on the ∑REE values. The climate in the sediment provenance area has been warm and humid. Chemical weathering promotes the REEs mobilization and fractionation. While LREE is preferentially adsorbed onto suspended particles [35], HREE is preferentially migrated away in forms of bicarbonate and organic complex in solutions [36]. Compared with LREE, HREE is more mobile for weathering products from granite.
Despite a relatively low abundance in sediments, heavy minerals could considerably contribute to the fraction of bulk REEs [2]. As shown in Table 2, the mean content of heavy minerals in zone II (2.76%) is the highest among the three zones [28]. Nevertheless, the parameters for REEs fractionation, including δCe, δEu, LREE/HREE, (La/Sm)N, and (Gd/Lu)N, do not exhibit similar variations with those of the heavy minerals. As heavy minerals contribute less than 20% of the ∑REE in riverine sediments [6], the heavy minerals will not be the dominant factor on ∑REE. In general, diagenesis will change the Ce anomalies and make δCe have strong correlations with both ∑REE and δEu [37]. However, the ∑REE and δEu show weak As unstable minerals have been removed by acid digestion, the REEs reported in this study are dominated by the weathering processes of siliciclastic minerals [29]. Chemical weathering affects the residual fractions of the REEs compositions, and such an effect is most salient in LREE, which has high contents of essential weathering minerals [33]. The chemical index of alteration (CIA) can be utilized to quantify the weathering states of riverine sediments [34]. The plot of REE and CIA [18] indicates a strong positive correlation, with a correlative coefficient (R 2 ) of 0.67 ( Figure 5). Such correlation suggests that the different weathering mechanisms exert an important influence on the REE values. The climate in the sediment provenance area has been warm and humid. Chemical weathering promotes the REEs mobilization and fractionation. While LREE is preferentially adsorbed onto suspended particles [35], HREE is preferentially migrated away in forms of bicarbonate and organic complex in solutions [36]. Compared with LREE, HREE is more mobile for weathering products from granite.
Despite a relatively low abundance in sediments, heavy minerals could considerably contribute to the fraction of bulk REEs [2]. As shown in Table 2, the mean content of heavy minerals in zone II (2.76%) is the highest among the three zones [28]. Nevertheless, the parameters for REEs fractionation, including δCe, δEu, LREE/HREE, (La/Sm) N , and (Gd/Lu) N , do not exhibit similar variations with those of the heavy minerals. As heavy minerals contribute less than 20% of the REE in riverine sediments [6], the heavy minerals will not be the dominant factor on REE. In general, diagenesis will change the Ce anomalies and make δCe have strong correlations with both REE and δEu [37]. However, the REE and δEu show weak relationships with δCe in this study area, yielding an R 2 of 0.17 and 0.01, respectively (Figure 6), which implies that diagenesis is not a dominant factor for the REE.
Water 2020, 12, x FOR PEER REVIEW 8 of 13 relationships with δCe in this study area, yielding an R 2 of 0.17 and 0.01, respectively (Figure 6), which implies that diagenesis is not a dominant factor for the ∑REE.

Provenance and Transport Route of the Sediments
In general, terrigenous materials transported by rivers are the dominant sediment source in shallow waters [27]. Due to the REEs' conservative behavior in hypergene environments, REEs characteristics can be used to trace the origins of fluvial sediments. Geologically, the South China continent mostly consists of magmatic rocks (mainly granite) and metamorphic rocks [21,38]. If the source rock is granite, the ∑REE value is relatively high and LREE is relatively rich, while the Eu represents an obvious negative anomaly [39]. The average ∑REE value (192.94 μg/g) reported in this study is consistent with the shelf sediments along the Western Pacific (156.00 μg/g, [30]). The REEs abundance of the sediments in this study are also roughly close to the Chinese Loess (171.00 μg/g; [30]), the Taiwanese rivers (193.12 μg/g; [23]), the Hainan Island (124.94 μg/g; [38]), and the Pearl River (255.40 μg/g; [21]), but they are quite different from deep sea clay (411 μg/g; [40]). Chondrite-normalized REEs of sediments are characterized by relatively high LREE and a negative Eu anomaly (Figure 3). The REEs fractionation patterns of sediments in the study area are comparable of those of terrigenous materials, such as the sediments from the Pearl River [21], Hainan Island [24], southwestern Taiwanese rivers [23], Qiongzhou Strait [22], and SCS slope [25]. We also use the discrimination function (DF) to analyze the proximity of the northern SCS sediments to these potential provenances.

DF=|(C1S/C2S)/(C1P/C2P)−1|
( 3) where C1S/C2S and C1P/C2P represent the ratio of two elements, with similar chemical properties in the sediments from the study area and potential provenance. In this study, we choose Sm/Nd to calculate DF [37]. It is generally considered that the chemical properties of the sediments from the study area are close to those of the potential provenance if the value of DF is less than 0.5. All DF values between the study area and Pearl River, Hainan Island, southwestern Taiwanese rivers, Qiongzhou Strait, and SCS slope sediments are very low (Table 3). Both REEs fractionation patterns and DF values ( Figure 3, Table 3) show that the REEs have strong terrigenous succession and the surface sediments in the northern SCS shelf are mainly from the surrounding continents.

Provenance and Transport Route of the Sediments
In general, terrigenous materials transported by rivers are the dominant sediment source in shallow waters [27]. Due to the REEs' conservative behavior in hypergene environments, REEs characteristics can be used to trace the origins of fluvial sediments. Geologically, the South China continent mostly consists of magmatic rocks (mainly granite) and metamorphic rocks [21,38]. If the source rock is granite, the REE value is relatively high and LREE is relatively rich, while the Eu represents an obvious negative anomaly [39]. The average REE value (192.94 µg/g) reported in this study is consistent with the shelf sediments along the Western Pacific (156.00 µg/g, [30]). The REEs abundance of the sediments in this study are also roughly close to the Chinese Loess (171.00 µg/g; [30]), the Taiwanese rivers (193.12 µg/g; [23]), the Hainan Island (124.94 µg/g; [38]), and the Pearl River (255.40 µg/g; [21]), but they are quite different from deep sea clay (411 µg/g; [40]). Chondrite-normalized REEs of sediments are characterized by relatively high LREE and a negative Eu anomaly (Figure 3). The REEs fractionation patterns of sediments in the study area are comparable of those of terrigenous materials, such as the sediments from the Pearl River [21], Hainan Island [24], southwestern Taiwanese rivers [23], Qiongzhou Strait [22], and SCS slope [25]. We also use the discrimination function (DF) to analyze the proximity of the northern SCS sediments to these potential provenances.
where C 1S /C 2S and C 1P /C 2P represent the ratio of two elements, with similar chemical properties in the sediments from the study area and potential provenance. In this study, we choose Sm/Nd to calculate DF [37]. It is generally considered that the chemical properties of the sediments from the study area are close to those of the potential provenance if the value of DF is less than 0.5. All DF values between the study area and Pearl River, Hainan Island, southwestern Taiwanese rivers, Qiongzhou Strait, and SCS slope sediments are very low (Table 3). Both REEs fractionation patterns and DF values ( Figure 3, Table 3) show that the REEs have strong terrigenous succession and the surface sediments in the northern SCS shelf are mainly from the surrounding continents. As a result of their weak correlations with grain size, fractionation parameters, such as LREE/HREE ratio and δEu, are ideal proxies to trace the sources of the fluvial sediments ( Figure 5). The LREE/HREE Water 2020, 12, 3540 9 of 13 ratio in the study area ranges from 5.91 to 10.93 with an average value of 9.50, which is comparable with those reported for the Pearl River (7.83-11.23; average: 8.98, [21]), Taiwanese rivers (7.48-13.03; average: 8.88, [23]), and Hainan Island (5.16-12.33, average: 9.52, [38]). The diagram of LREE and HREE exhibits a similar positive correlation in all sediment groups (Figure 7). In detail, the Pearl River samples show the highest REE on average, and the Hainan Island sediments have the lowest.
The REE values of the study area and Taiwanese riverine samples fall in the middle. Most of the sediments from zone I have relatively uniform and higher LREE and HREE concentrations, indicating a source from the Pearl and Taiwanese rivers. The LREE vs. HREE values in zone II show scattered REEs fractionation, indicating a unique terrigenous source (Figure 7). The distribution patterns indicate enhanced influences from the Hainan Island and Qiongzhou Strait. Sediments in zone III exhibit the highest mean value of LREE/HREE ratio in the study area (Table 2), reflecting the highest fractionation degree. The plots of LREE vs. HREE in zone III shift to the ranges of sediments from the Hainan Island and SCS slope (Figure 7), which indicates the increased influences from these areas.
Water 2020, 12, x FOR PEER REVIEW 9 of 13 As a result of their weak correlations with grain size, fractionation parameters, such as LREE/HREE ratio and δEu, are ideal proxies to trace the sources of the fluvial sediments ( Figure 5). The LREE/HREE ratio in the study area ranges from 5.91 to 10.93 with an average value of 9.50, which is comparable with those reported for the Pearl River (7.83-11.23; average: 8.98, [21]), Taiwanese rivers (7.48-13.03; average: 8.88, [23]), and Hainan Island (5. 16-12.33, average: 9.52, [38]). The diagram of LREE and HREE exhibits a similar positive correlation in all sediment groups (Figure 7). In detail, the Pearl River samples show the highest ∑REE on average, and the Hainan Island sediments have the lowest. The ∑REE values of the study area and Taiwanese riverine samples fall in the middle. Most of the sediments from zone I have relatively uniform and higher LREE and HREE concentrations, indicating a source from the Pearl and Taiwanese rivers. The LREE vs. HREE values in zone II show scattered REEs fractionation, indicating a unique terrigenous source (Figure 7). The distribution patterns indicate enhanced influences from the Hainan Island and Qiongzhou Strait. Sediments in zone III exhibit the highest mean value of LREE/HREE ratio in the study area (Table 2), reflecting the highest fractionation degree. The plots of LREE vs. HREE in zone III shift to the ranges of sediments from the Hainan Island and SCS slope (Figure 7), which indicates the increased influences from these areas. Correlations between LREE and HREE in the study area and potential provenances (the Pearl River data are cited from [21]; the Hainan Island data are cited from [24]; the Taiwanese rivers data are cited from [23]; the Qiongzhou Strait data are cited from [22]; the South China Sea slope data are cited from [25]).
Here, we summarize the modern transportation and depositional processes of sediments on the northern SCS continental shelf (Figure 8) based on the characteristics of the REEs from this study and the grain size, geochemical characteristics [18], sub-bottom profiles [17], and hydrodynamic conditions from previous studies. Under the impact of the East Asian summer monsoon, the weathering and erosion rates in the South Chinese Mainland and Taiwan are high; thus, huge amounts of riverine from the South Chinese Mainland rivers (Pearl River and surrounding small rivers, such as Moyang River, Jian River and so on) and southwestern Taiwanese rivers could flow into the ocean and deposit near the estuary. The strong East Asian winter monsoon strengthens the Chinese Coastal Current, which controls the southwestward longshore transport of re-suspended sediments. During this process, coarse fractions of re-suspended sediments could be transported over a relative short distance and then be deposited firstly, Figure 7. Correlations between LREE and HREE in the study area and potential provenances (the Pearl River data are cited from [21]; the Hainan Island data are cited from [24]; the Taiwanese rivers data are cited from [23]; the Qiongzhou Strait data are cited from [22]; the South China Sea slope data are cited from [25]).
Here, we summarize the modern transportation and depositional processes of sediments on the northern SCS continental shelf (Figure 8) based on the characteristics of the REEs from this study and the grain size, geochemical characteristics [18], sub-bottom profiles [17], and hydrodynamic conditions from previous studies. Under the impact of the East Asian summer monsoon, the weathering and erosion rates in the South Chinese Mainland and Taiwan are high; thus, huge amounts of riverine from the South Chinese Mainland rivers (Pearl River and surrounding small rivers, such as Moyang River, Jian River and so on) and southwestern Taiwanese rivers could flow into the ocean and deposit near the estuary. The strong East Asian winter monsoon strengthens the Chinese Coastal Current, which controls the southwestward longshore transport of re-suspended sediments. During this process, coarse fractions of re-suspended sediments could be transported over a relative short distance and then be deposited firstly, while fine particles could be dispersed over 400 km to the east of Leizhou Peninsula. The coastal current meets with the irregular diurnal tide to form a cyclonic circulation in this area [41,42]. The seawater's carrying capacity is reduced sharply and results in the rapid deposition on the distal depocenter ( Figure 8). The sediments distributed in the east end of Qiongzhou Strait have the coarsest grain size and lowest REE in the study area. The coarse materials are mainly re-suspended and transported from the Qiongzhou Strait. With transport southward, the influence of the Hainan Island-derived sediments (such as Wanquan River, Nandu River sediments, and so on) increases. Meanwhile, the sediments from SCS slope could be delivered into the relatively deep-water region during summer.
Water 2020, 12, x FOR PEER REVIEW 10 of 13 in the study area. The coarse materials are mainly re-suspended and transported from the Qiongzhou Strait. With transport southward, the influence of the Hainan Island-derived sediments (such as Wanquan River, Nandu River sediments, and so on) increases. Meanwhile, the sediments from SCS slope could be delivered into the relatively deep-water region during summer.

Conclusions
REEs analysis was performed on 388 surface sediments in the northern SCS. The ∑REE values range from 32.97 to 349.07 μg/g, with an average value of 192.94 μg/g. The REEs are dominated by LREE, with a mean value of 154.36 μg/g; the mean value of HREE is 16.11 μg/g. The ∑REE values are high in the western Guangdong coastal waters. Two accumulation centers are identified near the Xiachuan and Hailing Islands, and the lowest value is located in the eastern Leizhou Peninsula and Qiongzhou Strait. The fractionation parameters reflect a remarkable LREE accumulation, relatively flat HREE patterns, and negative Eu anomalies. The REEs compositions are mainly controlled by source rock properties, hydrodynamic conditions, and intensity of chemical weathering. The study area was divided into three zones according the results of Q-cluster analysis. Zone I is around on the continental shelf off the Guangdong Province, with a mean ∑REE value of 233.96 μg/g. The sediments from zone I have relatively uniform and higher LREE and HREE concentrations, indicating sources from the Pearl River and Taiwanese rivers. Zone II is located in the coastal area off Leizhou Peninsula and eastern end of the Qiongzhou Strait, and it has an averaged ∑REE value of 107.00 μg/g. The distribution patterns of REEs indicate elevated influences from the Hainan Island and Qiongzhou Strait. Zone III covers the outer shelf waters and eastern Hainan Island. The mean ∑REE value in this zone is 180.81 μg/g. The plots of LREE and HREE show that the Hainan Island and SCS slope sediments dominate in this zone. Based on the compositions of REEs, grain size, geochemical characteristics, sub-bottom profiles, and hydrodynamic conditions in the study area, a modern sediment dispersal route can be reconstructed.

Conclusions
REEs analysis was performed on 388 surface sediments in the northern SCS. The REE values range from 32.97 to 349.07 µg/g, with an average value of 192.94 µg/g. The REEs are dominated by LREE, with a mean value of 154.36 µg/g; the mean value of HREE is 16.11 µg/g. The REE values are high in the western Guangdong coastal waters. Two accumulation centers are identified near the Xiachuan and Hailing Islands, and the lowest value is located in the eastern Leizhou Peninsula and Qiongzhou Strait. The fractionation parameters reflect a remarkable LREE accumulation, relatively flat HREE patterns, and negative Eu anomalies. The REEs compositions are mainly controlled by source rock properties, hydrodynamic conditions, and intensity of chemical weathering. The study area was divided into three zones according the results of Q-cluster analysis. Zone I is around on the continental shelf off the Guangdong Province, with a mean REE value of 233.96 µg/g. The sediments from zone I have relatively uniform and higher LREE and HREE concentrations, indicating sources from the Pearl River and Taiwanese rivers. Zone II is located in the coastal area off Leizhou Peninsula and eastern end of the Qiongzhou Strait, and it has an averaged REE value of 107.00 µg/g. The distribution patterns of REEs indicate elevated influences from the Hainan Island and Qiongzhou Strait. Zone III covers the outer shelf waters and eastern Hainan Island. The mean REE value in this zone is 180.81 µg/g. The plots of LREE and HREE show that the Hainan Island and SCS slope sediments dominate in this zone. Based on the compositions of REEs, grain size, geochemical characteristics, sub-bottom profiles, and hydrodynamic conditions in the study area, a modern sediment dispersal route can be reconstructed.