Abstract
Introduction:
The sediments of the Yellow River delta record the environmental changes in the Yellow River basin on a long time scale and are sensitive to the river diversion and sedimentary environment evolution.
Methods:
In this study, cores YDC and YDG in the delta near the estuary of the Yellow River since 1976 were taken as the research object, and the parameterized end-member analysis model was used to analyze the grain-size data of the cores.
Results:
The results show that: The main sediments were silty and sand (58% and 77.9%). The grain-size parameters showed opposite changes with wide grain-size ranges and mixed sizes obviously. End member 1 (EM1) and end member 2 (EM2) were composed of clay and fine silt with fine particle sizes of 0.04 mm and 9.8 mm, respectively, and were deposited under weak hydrodynamic conditions during long-distance transport along the Yellow River. End member 3 (EM3) and end member 4 (EM4) were coarse silt with mode particle sizes of 40.14 mm and 66.89 mm, respectively. These were deposited by waves and tidal currents under strong dynamic conditions.
Discussion:
According to the channel changes and the sedimentary facies data of the modern Yellow River delta, before the Yellow River was diverted in 1996, the cores YDC and YDG were both in the estuary-front bar sedimentary environment. In 1996, the Yellow River was diverted to the Qing 8 course. Subsequently, the core YDC changed to the delta-plain sedimentary facies, and the core YDG changed to the delta-front facies. The sediment sources of the two cores changed from the Yellow River sediments to coastal sediment erosion and resuspension. The sedimentary environment changed from siltation to erosion. The results of this study are of great practical significance for estuary management and coastal engineering construction in the modern Yellow River delta and can provide a scientific basis for ecological protection and high-quality development of the Yellow River basin.
1 Introduction
The delta is a sensitive geomorphic unit at the intersection of the lithosphere, hydrosphere, biosphere, and atmosphere (), which is influenced by the coupling effects of river water, sediment, and ocean dynamics (; ). The delta also supports more than 500 million people around the world by providing fertile soil and rich natural resources (; ; ). The modern Yellow River delta formed due to rapid sedimentation and artificial diversion into the Bohai Sea in 1885 (; ). The important social and economic value of the modern Yellow River delta as well as its unique ecological environment, development pattern, and influence mechanism have attracted significant attention from scholars. Recently, owing to the influence of river diversion and ocean dynamics, significant changes in the sediment flow into the Yellow River mouth have occurred (; ). The sediment composition of the Yellow River mouth records the influence of natural and human activities, such as river channel changes and ocean dynamics (). Therefore, study of the Yellow River mouth sediments provided a new understanding of the geomorphic evolution and dynamic changes of the modern Yellow River delta region (). However, the Yellow River mouth location change and its complex sedimentary environment make it difficult to date the Yellow River mouth location, resulting in a lack of continuous sedimentary records for the Yellow River mouth sediments ().
Grain-size analysis has been widely used in sedimentology and paleoenvironmental analysis. By studying the sediment grain sizes in the modern Yellow River delta, their material sources and transport dynamics can be analyzed to characterize the sedimentary environment changes (; ; ). However, due to the diversity of sediment sources, the variability of transport forces, and the complexity of the sedimentary environment, the interpretation of grain size has complexity and uncertainty with respect to its environmental significance (; ; ). The grain size end-member analysis can decompose sediment grain size into several end members related to specific deposition process with specific grain size characteristics distribution. In addition to reducing human errors, the characteristic end members can be placed on the time series to judge the changes of environmental factors. By placing the separated grain size end members on the spatial plane, we can effectively identify the end-member information that can reveal the source of sediment material and the combination characteristics of sedimentary dynamic components. Zang et al., 2015 Therefore, it has been widely used to study the evolution of sedimentary environment, provenance identification and human activity indication in estuarine deltas (; ; ; ; ). Zhang et al. (2006) used the end-member analysis (EMA) model to analyze the sediment grain-size data in the sea areas adjacent to the Yangtze River mouth, and understood the transport mechanism and settlement behavior of sediments in the Yangtze River mouth region. used the end-member analysis model to analyze the sediments of the Paranaguá Estuarine Complex and more accurately understand the effects of hydrodynamic processes on the sediment distribution and deposition process. adopted the grain-size end-member analysis method and combined it with the grain-size parameters of the sediments, the water depth of the study area, and the hydrodynamic factors to analyze and judge the sedimentary dynamics of surface-sediment samples in Quanzhou Bay, Fujian Province; their work quantified the complex sedimentary dynamic characteristics of the surface sediments in the study area. Considering that there are relatively few studies on grain-size end members of sediments in the modern Yellow River delta, this study takes cores YDC and YDG at the mouth of the modern Yellow River delta as the research object, analyzes the characteristics of grain-size end members of sediments, and discusses the environmental significance of grain-size end-member characteristics. The research results provide guidance for the planning, management, and engineering construction of the modern Yellow River delta, and provide a scientific basis for the protection and sustainable development of the modern Yellow River delta.
2 Study area
The modern Yellow River delta is bordered by the Bohai Bay in the north and the Laizhou Bay in the east. With Ninghai in Kenli County as its axis point (Figure 1). The modern Yellow River delta has a semi-humid continental monsoon climate in the warm temperate zone. It is hot and rainy in summer and cold and dry in winter. The prevailing wind is north or northeast and the average annual precipitation is 530–630 mm. According to the statistical data from Lijin Hydrology Station in the Yellow River mouth, the annual average runoff is 3.22×1010 m3, and the annual average sediment transport is 8.39×108 m3 (Zhang J, et al., 2020). Owing to the influence of weak dynamics such as tides and storm surges in the mouth, most sediments are deposited in the delta or near the coastline. However, due to the influence of human activities such as water resource development, reservoir construction, or water and sand diversion, the sediment carried by the Yellow River into the sea has decreased year by year ().
Figure 1
3 Materials and methods
3.1 Sample collection and testing
In 2018, cores YDC (119°11′17.03″E, 37°44′37.88″N) and YDG (119°11′20.01″E, 37°44′26.35″N) were collected near the southern branch of the Qing 8 course of the modern Yellow River delta (Figure 1). Combined with the results of
3.2 Data analysis
In this paper, the Udden–Wentworth grain-size scale was used to divide the sediments into <4 μm (clay), 4–63 μm (silt), and >63 μm (sand); the silt was further divided into 4–8 μm (very fine silt), 8–16 μm (fine silt), 16–32 μm (medium silt), and 32–63 μm (coarse silt). In this study, the grain-size end-member analysis was carried out by loading the AnalySize program developed by
4 Results and analysis
4.1 Grain-size characteristics
Grain size is a basic characteristic of sediment, and its composition is related not only to that of the parent material but also to the sedimentary environment, which can directly reflect the content and distribution characteristics of mechanical components (
Figure 2

Characteristics of grain-size parameters with depth for cores YDC (A–E) and YDG (F–J).
The sediment grain-size parameters indicate sedimentary environmental condition changes (
Table 1
| YDC | YDG | |||
|---|---|---|---|---|
| Unit2(0-28cm) | Unit1 (28-100cm) | Unit 2(0-28cm) | Unit1 (28-100cm) | |
| Mz (μm) | 23.85 | 4.97 | 2.25 | 30.04 |
| Md (μm) | 28.51 | 8.11 | 5.87 | 34.53 |
| So(φ) | 2.01 | 3.5 | 14.45 | 2.78 |
| Sk(φ) | -0.48 | -0.2 | -0.09 | -0.39 |
| Kg(φ) | 1.43 | 0.84 | 0.84 | 1.71 |
| EM1 (%) | 1.34 | 33.75 | 44.48 | 0.55 |
| EM2 (%) | 27.40 | 40.01 | 34.33 | 20.07 |
| EM3 (%) | 30.31 | 19.33 | 19.03 | 15.17 |
| EM4 (%) | 40.95 | 6.90 | 2.16 | 63.54 |
Characteristics of the grain-size parameters of each stratum in the cores YDC and YDG, and comparison of the mean value of EMA results within different units.
The grain-size distribution frequency curve and cumulative frequency curve can reflect the sedimentary characteristics of the whole sample and directly show the distribution characteristics (Liu et al., 2021). The grain-size distribution frequency curves of core YDC (Figures 3A, B) show three peaks, with grain size mainly concentrated in the silt range. The first and second peak values are 0.02–0.06 μm and 0.4–0.8 μm, respectively, indicating clay components. The third peak values are 20–52 μm, indicating silt composition. In addition to the trimodal state of sample YDG11, the grain-size compositions of core YDG present a bimodal state (Figure 3C), with relatively dispersed grain-size compositions and poor sorting. The first peak of core YDG is 0.5–0.7 μm, indicating clay composition, and the second peak is 29–37 μm, indicating silt composition. The grain-size accumulation frequency curves show that the slope of the core YDC curve (Figure 3B) is basically the same as that of the core YDG (Figure 3D) but deviates toward the coarse component suggesting the change of transport medium and dynamic conditions.
Figure 3

Grain-size distribution (A, C) and accumulative frequency curves (B, D) of cores YDC (A, B) and YDG (C, D).
4.2 Grain-size end-member analysis
The grain-size data of the YDC and YDG core samples were parameterized by the AnalySize program, and the index results of different end members were compared (Chen et al., 2021). It was found that the fitting effect of the grain-size curve and the end member was better with an increased number of end members (
Figure 4

Results of parametric end-member analysis of cores YDC (A) and YDG (B). (A) The squared linear correlation (R2). (B) The angular distance in degrees (Theta).
According to the end-member frequency distribution curve and the correlation analysis of each grain-size end member with grain-size components and parameters (Figure 5; Table 1) (
Figure 5

Parametric end-member frequency distribution curves.
According to the variation of each end member with depth (Figure 6), the variation range of EM1 in the whole core YDC is 0.004%–67.81%, with an average value of 23.34%, and the variation range of EM2 is 13.3%–56.17%, with an average value of 36.46%. EM3 varies from 2.42% to 63.04% with an average value of 23.09%, while EM4 varies from 0% to 50.12% with an average value of 17.11% (Table 1). In core YDG, EM1 varies from 0% to 84.14% with an average value of 13.09%, EM2 varies from 10.2% to 41.76% with an average value of 24.3%, and EM3 varies from 0% to 53.83% with an average value of 16.25%. EM4 varies from 0% to 78.2%, with an average value of 46.35%.
Figure 6

Depth distributions of the relative contents of the four EMs of the sediments from cores YDC (A–D) and YDG (E–H).
5 Discussion
5.1 Environmental significance of grain-size endmembers
To explore the environmental significance of each end member, it is necessary to further clarify the relationship between the end member and the traditional granularity index. In this study, SPSS software was used to analyze the correlation between each grain-size end member and the grain-size components and parameters, as shown in Table 2.
Table 2
| Clay | Silt | Sand | EM 1 | EM 2 | EM 3 | EM 4 | Mz | So | Sk | Kg | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| YDC | Clay | 1 | ||||||||||
| Silt | -0.99** | 1 | ||||||||||
| Sand | -0.8** | 0.71** | 1 | |||||||||
| EM 1 | 0.99** | -0.99** | -0.74** | 1 | ||||||||
| EM 2 | 0.39** | -0.32** | -0.61** | 0.29* | 1 | |||||||
| EM 3 | -0.8** | 0.9** | 0.33* | -0.83** | -0.21 | 1 | ||||||
| EM 4 | -0.82** | 0.74** | 0.97** | -0.75** | -0.68** | 0.36** | 1 | |||||
| Mz | -0.89** | 0.85** | 0.85** | -0.84** | -0.72** | 0.64** | 0.91** | 1 | ||||
| So | 0.83** | -0.81** | -0.72** | 0.78** | 0.68** | -0.69** | -0.78** | -0.96** | 1 | |||
| Sk | 0.83** | -0.85** | -0.52** | 0.87** | -0.06 | -0.72** | -0.5** | -0.5** | 0.4** | 1 | ||
| Kg | -0.88** | 0.84** | 0.83** | -0.84** | -0.61** | 0.63** | 0.86** | 0.89** | -0.71** | -0.57** | 1 | |
| YDG | Clay | 1 | ||||||||||
| Silt | -0.92** | 1 | ||||||||||
| Sand | -0.89** | 0.83** | 1 | |||||||||
| EM 1 | 0.99** | -0.99** | -0.87** | 1 | ||||||||
| EM 2 | 0.57** | -0.53** | -0.63** | 0.51** | 1 | |||||||
| EM 3 | -0.11 | 0.21 | -0.27 | -0.15 | 0.16 | 1 | ||||||
| EM 4 | -0.89** | 0.84** | 0.95** | -0.86** | -0.75** | 0.31** | 1 | |||||
| Mz | -0.91** | 0.86** | 0.94** | -0.88** | -0.8** | -0.19** | 0.98** | 1 | ||||
| So | 0.8** | -0.76** | -0.83** | 0.77** | 0.83** | 0.17** | -0.9** | -0.92** | 1 | |||
| Sk | 0.75** | -0.8** | -0.5** | 0.78** | -0.06 | -0.44** | -0.45** | -0.45** | 0.36** | 1 | ||
| Kg | -0.8** | 0.76** | 0.78** | -0.77** | -0.77** | -0.07 | 0.84** | 0.86** | -0.96** | -0.44** | 1 | |
Correlation analysis of each grain-size end member with grain-size components and parameters of cores YDC and YDG.
** At level 0.01 (two-tailed), the correlation was significant.
* At level 0.05 (two-tailed), the correlation was significant.
The mean grain size (Mz) of core YDC is negatively correlated with EM1 and EM2, and positively correlated with EM3 and EM4. The average grain size of core YDG is negatively correlated with EM1, EM2, and EM3, and positively correlated with EM4, indicating a significant difference in the coarseness of end-member grain size. The grain size of core YDG is coarser, which reflects the strength of sedimentary dynamics between different end members at different the core locations. The sorting coefficient (σ) of core YDC is positively correlated with EM1 and EM2, and negatively correlated with EM3 and EM4. The sorting coefficient (σ) of core YDG is positively correlated with EM1, EM2 and EM3 and negatively correlated with EM4, further demonstrating the poor sort of EM1 and EM2 and the relatively dispersed particle size distribution associated with the presence of multiple fine grain-size peaks. The kurtosis (Kg) of core YDC is negatively correlated with EM1 and EM2, and positively correlated with EM3 and EM4. The kurtosis (Kg) of core YDG is significantly negatively correlated with EM1 and EM2, negatively correlated with EM3, and positively correlated with EM4. These correlations correspond to the main peak widths of the frequency distribution curves of EM1 and EM2 and the main peak tips of EM3 and EM4, reflecting that the sedimentary environments of EM3 and EM4 are relatively stable. The correlation analysis of grain-size end members and grain-size components showed that there were significant positive correlations between EM1 and clay in both cores YDC and YDG (R2 = 0.99), positive correlations between EM2 and clay, and negative correlations between EM1 and EM2 and silt and sand compositions. EM3 was positively correlated with silt and negatively correlated with clay. EM4 was positively correlated with sand (R2 = 0.97 and R2 = 0.95) and negatively correlated with clay. These results indicate that the grain-size distribution ranges of each end member are closely related to the grain-size components, that is, EM1 and EM2 are mainly clay, EM3 is mainly silty sand, and EM4 is mainly sand. The results of end-member correlation analysis showed that EM1 was positively correlated with EM2, and negatively correlated with EM3 and EM4, indicating that the material sources and influencing factors of EM1 and EM2 were consistent, and that those of EM3 and EM4 were consistent. Previous studies have shown that the sediment composition of the Yellow River mouth is mainly composed of clay and fine silt, while the content of coarse silt and sand is relatively low (
5.2 Analysis of transport dynamics and sedimentary environment evolution
According to the grain-size parameters, grain-size end-member analysis, and sedimentary characteristics changes of core YDC and YDG in the modern Yellow River delta, the two cores are divided into two parts: Unit 1 (28–100 cm) and Unit 2 (0–28 cm). There was an obvious change in the two cores at 28 cm, and the grain sizes of the sediments and the grain-size end members showed that the difference above and below 28 cm was opposite in both cores, the underlying layer was yellowish-gray silty clay, which belonged to the Yellow River sediment input, and the overlying layer was bluish-gray silty sand, combined with previous research results, it was identified as sediment under the action of ocean dynamics (
The complex sediment deposition process of the modern Yellow River delta is influenced by the hydrodynamics and the comprehensive actions of various transport forces (Chen et al., 2021;
Figure 7

Sedimentary facies variation in the Yellow River Delta around 1996 (Zeng et al., 2022).
Unit 1 (28–100 cm) was formed before the Yellow River was diverted to the Qing 8 course in 1996. The sediments of the two cores were mainly clay and silty sand, which was the sedimentary environment of the delta-front mouth bar. The sediment carried by the Yellow River was a stable source of sediment supply in this region. Approximately 90% of the Yellow River sediment comes from the Loess Plateau, and the content of silt and clay in the sediment is high (
Unit 2 (0–28 cm) was formed from 1996 to 2018. In 1996, the Yellow River was diverted to the Qing 8 course, and the sediment source of the two cores changed. The Yellow River sediments rapidly decreased, the clay and silt contents also decreased, and the sedimentary environment changed from siltation to erosion (Zhang et al., 2022), and these changes are well documented in the core YDC, which is located in the plain sedimentary phase. In Unit 2, the clay content of core YDC decreased rapidly by 35.4%, and the silty sand content increased by 28.6%. The sand content increased by 80%. Simultaneously, the EM3 and EM4 contents representing the coarse-grained components increased rapidly, reaching 30% and 40.2%, respectively. The EM1 and EM2 components representing fine-grained components decreased rapidly, with average contents of 1.3% and 27.3%, respectively. However, owing to the different sedimentary facies locations, the grain-size changes of core YDG are obviously opposite to that of core YDC. In core YDG, the clay content increases rapidly with an average content of 55.9% and an increase of 85%, while the silty sand and sand decrease further with average contents of 41.2% and 2.8%, respectively, representing the rapid increase of EM1 and EM2 fine-grained components, the mean coarse-grained contents of EM3 and EM4 were 44.5% and 34.3%, respectively. The mean coarse-grained contents of EM3 and EM4 were 19% and 2.2%, respectively. The core YDG was in the delta-front facies, and combined with previous studies,
6 Conclusion
The grain-size components and end members of cores YDC and YDG in the modern Yellow River delta clearly record the channel changes and sedimentary environment changes in the Yellow River basin.
Analysis of traditional grain-size parameters has shown that the sediments of cores YDC and YDG are mainly silty sand. The average grain-size composition of core YDC is silty sand (58.14%) > clay (37.15%) > sand (4.69%), and that of core YDG is silty sand (67.59%) > clay (21.71%) > sand (10.68%). The sand content of core YDC is mainly concentrated in Unit 2 (0–28 cm) and that of core YDG is mainly concentrated in Unit 1 (28–100 cm).
Correlation analyses between the grain-size end members and the traditional grain-size parameters showed that EM1 and EM2 were composed of clay and fine silt with fine grain sizes of 0.04 μm and 9.8 μm, respectively. These end members were deposited under the weak hydrodynamic conditions of long-distance transport along the Yellow River. EM3 and EM4 were coarse silt with mode grain sizes of 40.14 μm and 66.89 μm, respectively. They were deposited by waves and tidal currents under strong hydrodynamic conditions.
The grain-size parameters of cores YDC and YDG can accurately record the information of the Yellow River diversion and the change of sedimentary environment, and the 28 cm can be used as a reference point. Cores YDC and YDG belong to the delta-plain and delta-front facies, respectively. Before the Yellow River was diverted to the Qing 8 course in 1996, cores YDC and YDG were in the delta-front estuary bar sedimentary environment. The contents of clay and fine silt and the EM1 and EM2 components were higher in the sediments, which reflects the abundant input of Yellow River sediment. In 1996, when the Yellow River was diverted, the content of clay decreased, and the contents of silty sand and sand increased in core YDC. The contents of EM3 and EM4 representing coarse-grained components rapidly increased, while the contents of EM1 and EM2 representing fine-grained components rapidly decreased. However, the content of clay in core YDG rapidly increased and the contents of silty sand and sand decreased. EM1 and EM2, which represent the fine-grained components, increased rapidly, and were dominated by tidal currents and suspended sediment diffusion and deposition. The sediment source changed in 1996 from the Yellow River sediment to coastal sediment and the sedimentary environment changed from siltation to erosion.
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
LM and LW designed the research and wrote the manuscript. JZ software analysis and application. LW, CZ, XL and BC collected cores YDC and YDG analyzed the sedimentary sequences of the driling cores. LZ and QW refined the interpretations. All authors reviewed the manuscript. All authors contributed to the article and approved the submitted version.
Funding
This research was supported financially by National Natural Science Foundation of China (No. 41702185, U1706220), the Foundation of School and Land Integration Development in Yantai (NO. 2021XDRHXMQT18), the open foundation of State Key Laboratory of Lake Science and Environment (No. 2022SKL005), the open foundation of CAS Key Laboratory of Coastal Environmental Processes and Ecological Remediation, YICCAS (NO. 2020KFJJ10), the open foundation of State Key Laboratory of Loess and Quaternary Geology, Institute of Earth Environment, CAS (NO. SKLLQG2024). Youth Innovation Team Project for Talent Introduction and Cultivation in Universities of Shandong Province, Key project of Research and Development Program in Shandong Province (NO. 2022RKY07006).
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.
Publisher’s note
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Summary
Keywords
grain-size characteristics, end-member analysis, river channel change, sedimentary environment, Yellow River delta
Citation
Meng L, Wang L, Zhao J, Zhan C, Liu X, Cui B, Zeng L and Wang Q (2023) End-member characteristics of sediment grain size in modern Yellow River delta sediments and its environmental significance. Front. Mar. Sci. 10:1141187. doi: 10.3389/fmars.2023.1141187
Received
10 January 2023
Accepted
27 January 2023
Published
09 February 2023
Volume
10 - 2023
Edited by
Yifei Zhao, Nanjing Normal University, China
Reviewed by
Mao Longjiang, Nanjing University of Information Science and Technology, China; Mingming Ma, Fujian Normal University, China
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© 2023 Meng, Wang, Zhao, Zhan, Liu, Cui, Zeng and Wang.
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*Correspondence: Longsheng Wang, 52wls@163.com
This article was submitted to Coastal Ocean Processes, a section of the journal Frontiers in Marine Science
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