长沙理工大学学报(自然科学版)
基于APCS-MLR模型的西洞庭湖沉积物重金属来源解析
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1.湖南师范大学 地理科学学院,湖南 长沙 410081;2.湖南大学 环境科学与工程学院,湖南 长沙 410082

作者简介:

李忠武(1972-)(ORCID:0000-0001-5710-7042),男,教授,主要从事土壤侵蚀、环境效应等方面的研究。E-mail: lzw17002@hunnu.edu.cn

通讯作者:

李忠武(1972-)(ORCID:0000-0001-5710-7042),男,教授,主要从事土壤侵蚀、环境效应等方面的研究。E-mail: lzw17002@hunnu.edu.cn

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国家自然科学基金区域创新发展联合基金重点支持项目(U19A2047)


Source analysis of heavy metals in sediments of West Dongting Lake based on APCS-MLR model
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1.湖南师范大学 地理科学学院,湖南 长沙 410081;2.湖南大学 环境科学与工程学院,湖南 长沙 410082

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    摘要:

    【目的】揭示西洞庭湖沉积物重金属的时空分布规律,阐明湖泊沉积物的重金属来源,探究绝对主成分-多元线性回归(absolute principal component score-multiple linear regression, APCS-MLR)模型在湖泊沉积物重金属来源解析中的适应性。【方法】采集沅江河口、湖泊近岸、湖泊远岸和湖泊中心的4个沉积柱共160个样本,对样本进行210Pb同位素定年和重金属含量分析,运用传统多元统计分析方法和 APCS-MLR模型定量解析重金属的来源与绝对贡献率。【结果】从沅江河口到湖泊中心,As和Cd的平均含量逐步递减,Cr、Cu、Ni、Pb和Zn的平均含量呈先减少后增加的趋势。在垂直方向上,重金属含量自沉积物表层向中层呈升高趋势,并随水深的增加出现相对一致的波动。从时序上看,沉积物重金属自然源的绝对贡献率呈下降趋势,人为源的绝对贡献率总体上升且超过自然源的绝对贡献率。其中,Cd的来源受人类活动影响最大,其人为源在沅江河口和湖泊中心的绝对贡献率分别为28.77%和69.35%。【结论】近百年来,人类活动对西洞庭湖沉积物重金属来源的绝对贡献率逐年上升,人类活动已经成为影响沉积物重金属含量最重要的因素。APCS-MLR模型能够简便、有效地应用于沉积物重金属来源的研究。

    Abstract:

    [Purposes] This study aims at investigating the adaptability of absolute principal component score-multiple linear regression (APCS-MLR) model in sediment heavy metal source analysis, revealing the spatial and temporal distribution patterns of heavy metals in lake sediments, and elucidating the sources of heavy metals in lake sediments. [Methods] In this study, a total of 160 samples from four sediment columns from the mouth of Yuanjiang River to the center of West Dongting Lake were collected for 210Pb isotope dating and heavy metal elemental analysis. The sources and absolute contributions of heavy metal(loid)s were quantitatively resolved by using the APCS-MLR model based on traditional multivariate statistical analysis. [Findings] The results showed that the contents of heavy metal(loid)s showed obvious changes in the horizontal direction from the estuary to the center of the lake. Specifically, the average of As and Cd decreased, while that of Cr, Cu, Ni, Pb and Zn decreased firstly and increased subsequently. In the vertical distribution, the contents of heavy metals tended to increase relatively from the surface to the middle layer, and then presented a relatively consistent fluctuation as the depth increased. The results of sediment source analysis showed that the absolute contribution of natural sources of heavy metals in sediments from the bottom to the surface layer showed a decreasing trend, and the absolute contribution of anthropogenic sources generally increased and exceeded the absolute contribution of natural sources. Among them, the sources of Cd were most influenced by human activities, and the absolute contributions of estuary and lake center lake were 28.77% and 69.35%, respectively. [Conclusions] The absolute contribution of human activities to the source of heavy metals in sediments of West Dongting Lake has gradually increased in the past hundred years, and has become the most important factor affecting the heavy metal content of sediments. Therefore, the APCS-MLR model can be easily and effectively applied to the study of sediment heavy metal sources.

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李忠武,王磊,冉凤维,等.基于APCS-MLR模型的西洞庭湖沉积物重金属来源解析[J].长沙理工大学学报(自然科学版),2022,19(2):1-14.
LI Zhongwu, WANG Lei, RAN Fengwei, et al. Source analysis of heavy metals in sediments of West Dongting Lake based on APCS-MLR model[J]. Journal of Changsha University of Science & Technology (Natural Science),2022,19(2):1-14.

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  • 在线发布日期: 2022-10-04
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