• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

应用正定矩阵因子模型、主成分分析和地统计学分析对湖南工业园区农田土壤中砷和重金属的来源识别与空间分布

Source identification and spatial distribution of arsenic and heavy metals in agricultural soil around Hunan industrial estate by positive matrix factorization model, principle components analysis and geo statistical analysis.

机构信息

Institute of Food Science and Technology, Chinese Academy of Agriculture Sciences/ Key Laboratory of Agro-products Quality and Safety Control in Storage and Transport Process, Ministry of Agriculture, Beijing 100193, PR China.

Institute of Food Science and Technology, Chinese Academy of Agriculture Sciences/ Key Laboratory of Agro-products Quality and Safety Control in Storage and Transport Process, Ministry of Agriculture, Beijing 100193, PR China.

出版信息

Ecotoxicol Environ Saf. 2018 Sep 15;159:354-362. doi: 10.1016/j.ecoenv.2018.04.072. Epub 2018 May 21.

DOI:10.1016/j.ecoenv.2018.04.072
PMID:29778047
Abstract

Characterizing the distribution and defining potential sources of arsenic and heavy metals are the basic preconditions for reducing the contamination of heavy metals and metalloids. 71 topsoil samples and 61 subsoil samples were collected by grid method to measure the concentration of cadmium (Cd), arsenic (As), lead (Pb), copper (Cu), zinc (Zn), nickel (Ni) and chromium (Cr). Principle components analysis (PCA), GIS-based geo-statistical methods and Positive Matrix Factorization (PMF) were applied. The results showed that the mean concentrations were 9.59 mg kg, 51.28 mg kg, 202.07 mg kg, 81.32 mg kg and 771.22 mg kg for Cd, As, Pb, Cu and Zn, respectively, higher than the guideline values of Chinese Environmental Quality Standard for Soils; while the concentrations of Ni and Cr were very close to recommended value (50 mg kg, 200 mg kg), and some site were higher than guideline values. The soil was polluted by As and heavy metals in different degree, which had harmful impact on human health. The results from principle components analysis methods extracted three components, namely industrial sources (Cd, Zn and Pb), agricultural sources (As and Cu) and nature sources (Cr and Ni). GIS-based geo-statistical combined with local conditions further apportioned the sources of these trace elements. To better identify pollution sources of As and heavy metals in soil, the PMF was applied. The results of PMF demonstrated that the enrichment of Zn, Cd and Pb were attributed to industrial activities and their contribution was 24.9%; As was closely related to agricultural activities and its contribution was 19.1%; Cr, a part of Cu and Ni were related to subsoil and their contribution was 30.1%; Cu and Pb came from industry and traffic emission and their contribution was 25.9%.

摘要

表征砷和重金属的分布并确定其潜在来源是减少重金属和类金属污染的基本前提。采用网格法采集了 71 个表层土样和 61 个底土样,以测定镉(Cd)、砷(As)、铅(Pb)、铜(Cu)、锌(Zn)、镍(Ni)和铬(Cr)的浓度。应用主成分分析(PCA)、基于 GIS 的地统计方法和正矩阵因子分解(PMF)。结果表明,Cd、As、Pb、Cu 和 Zn 的平均浓度分别为 9.59mg/kg、51.28mg/kg、202.07mg/kg、81.32mg/kg和 771.22mg/kg,高于中国土壤环境质量标准的指导值;而 Ni 和 Cr 的浓度非常接近推荐值(50mg/kg、200mg/kg),部分地点高于指导值。土壤受到不同程度的 As 和重金属污染,对人体健康有危害。主成分分析方法的结果提取了三个成分,即工业源(Cd、Zn 和 Pb)、农业源(As 和 Cu)和自然源(Cr 和 Ni)。基于 GIS 的地统计与当地条件相结合,进一步分配了这些微量元素的来源。为了更好地识别土壤中 As 和重金属的污染源,应用了 PMF。PMF 的结果表明,Zn、Cd 和 Pb 的富集归因于工业活动,其贡献率为 24.9%;As 与农业活动密切相关,其贡献率为 19.1%;Cr、部分 Cu 和 Ni 与底土有关,其贡献率为 30.1%;Cu 和 Pb 来自工业和交通排放,其贡献率为 25.9%。

相似文献

1
Source identification and spatial distribution of arsenic and heavy metals in agricultural soil around Hunan industrial estate by positive matrix factorization model, principle components analysis and geo statistical analysis.应用正定矩阵因子模型、主成分分析和地统计学分析对湖南工业园区农田土壤中砷和重金属的来源识别与空间分布
Ecotoxicol Environ Saf. 2018 Sep 15;159:354-362. doi: 10.1016/j.ecoenv.2018.04.072. Epub 2018 May 21.
2
Source apportionment of heavy metals in agricultural soil based on PMF: A case study in Hexi Corridor, northwest China.基于正定矩阵因子分解法的农业土壤重金属源解析——以中国西北河西走廊为例
Chemosphere. 2018 Feb;193:189-197. doi: 10.1016/j.chemosphere.2017.10.151. Epub 2017 Oct 27.
3
Contamination assessment of arsenic and heavy metals in a typical abandoned estuary wetland--a case study of the Yellow River Delta Natural Reserve.典型废弃河口湿地砷和重金属污染评价——以黄河三角洲自然保护区为例。
Environ Monit Assess. 2014 Nov;186(11):7211-32. doi: 10.1007/s10661-014-3922-3. Epub 2014 Jul 18.
4
[Spatial Variation of Heavy Metals in Soils and Its Ecological Risk Evaluation in a Typical Production Area].[典型产区土壤重金属空间变异及其生态风险评价]
Huan Jing Ke Xue. 2018 Jun 8;39(6):2893-2903. doi: 10.13227/j.hjkx.201707115.
5
Spatial Distribution, Contamination Assessment and Origin of Soil Heavy Metals in the Danjiangkou Reservoir, China.丹江口水库土壤重金属的空间分布、污染评价及来源。
Int J Environ Res Public Health. 2023 Feb 15;20(4):3443. doi: 10.3390/ijerph20043443.
6
Quantitative source apportionment of heavy metals in cultivated soil and associated model uncertainty.耕地土壤重金属的定量源解析及相关模型不确定性。
Ecotoxicol Environ Saf. 2021 Jun 1;215:112150. doi: 10.1016/j.ecoenv.2021.112150. Epub 2021 Mar 21.
7
Risk Assessment and Source Identification of Toxic Metals in the Agricultural Soil around a Pb/Zn Mining and Smelting Area in Southwest China.中国西南某铅锌矿采冶区周边农田土壤中有毒金属的风险评估与来源识别。
Int J Environ Res Public Health. 2018 Aug 25;15(9):1838. doi: 10.3390/ijerph15091838.
8
Combination of enrichment factor and positive matrix factorization in the estimation of potentially toxic element source distribution in agricultural soil.富集因子与正定矩阵因子分解相结合用于估算农业土壤中潜在有毒元素的源分布
Environ Geochem Health. 2023 May;45(5):2359-2385. doi: 10.1007/s10653-022-01348-z. Epub 2022 Aug 16.
9
Assessment of heavy metal pollution and human health risk in urban soils of steel industrial city (Anshan), Liaoning, Northeast China.中国东北辽宁省钢铁工业城市(鞍山)城市土壤中重金属污染及人体健康风险评估
Ecotoxicol Environ Saf. 2015 Oct;120:377-85. doi: 10.1016/j.ecoenv.2015.06.019. Epub 2015 Jun 24.
10
Heavy metals in agricultural soils from a typical township in Guangdong Province, China: Occurrences and spatial distribution.中国广东省一个典型乡镇农田土壤中的重金属:存在与空间分布。
Ecotoxicol Environ Saf. 2019 Jan 30;168:184-191. doi: 10.1016/j.ecoenv.2018.10.092. Epub 2018 Oct 30.

引用本文的文献

1
Concentration and Potential Non-Carcinogenic and Carcinogenic Health Risk Assessment of Metals in Locally Grown Vegetables.本地种植蔬菜中金属元素的浓度及潜在非致癌和致癌健康风险评估
Foods. 2025 Jun 26;14(13):2264. doi: 10.3390/foods14132264.
2
Environmental risk assessment of heavy metals in soil from multi-source pollution sources centered on landfills.以垃圾填埋场为中心的多源污染土壤中重金属的环境风险评估
J Environ Health Sci Eng. 2025 Jun 7;23(1):18. doi: 10.1007/s40201-025-00943-3. eCollection 2025 Jun.
3
Construction and Validation of a PCA-Based Prediction Model for Preterm Infant Stunting Risk: A Retrospective Study.
基于主成分分析的早产儿发育迟缓风险预测模型的构建与验证:一项回顾性研究
Children (Basel). 2025 Apr 30;12(5):583. doi: 10.3390/children12050583.
4
Source Apportionment of Potentially Toxic Elements in Agricultural Soils of Yingtan City, Jiangxi Province, China: A Principal Component Analysis-Positive Matrix Factorization Method.中国江西省鹰潭市农业土壤中潜在有毒元素的来源解析:主成分分析-正定矩阵因子分解法
Toxics. 2025 Mar 31;13(4):267. doi: 10.3390/toxics13040267.
5
Spatial-temporal variation and source analysis of heavy metals in different land use types in Beilun District (2015 and 2022).北仑区不同土地利用类型中重金属的时空变化及源分析(2015年和2022年)
Sci Rep. 2024 Jul 2;14(1):15127. doi: 10.1038/s41598-024-65811-w.
6
Risk assessment and source identification of soil heavy metals: a case study of farmland soil along a river in the southeast of a mining area in Southwest China.土壤重金属的风险评估和来源识别:以中国西南部某矿区东南部河流沿岸农田土壤为例。
Environ Geochem Health. 2024 Jan 16;46(2):39. doi: 10.1007/s10653-023-01803-5.
7
Assessing Health Risks Associated with Heavy Metals in Food: A Bibliometric Analysis.评估食品中重金属相关的健康风险:一项文献计量分析。
Foods. 2023 Oct 30;12(21):3974. doi: 10.3390/foods12213974.
8
Source analysis and health risk assessment of heavy metals in agricultural land of multi-mineral mining and smelting area in the Karst region - a case study of Jichangpo Town, Southwest China.喀斯特地区多金属矿采冶区农用地重金属来源分析与健康风险评估——以中国西南吉昌坡镇为例
Heliyon. 2023 Jun 20;9(7):e17246. doi: 10.1016/j.heliyon.2023.e17246. eCollection 2023 Jul.
9
Exploring geochemical distribution of potentially toxic elements (PTEs) in wetland and agricultural soils and associated health risks.探索湿地和农业土壤中潜在有毒元素(PTEs)的地球化学分布及相关健康风险。
Environ Sci Pollut Res Int. 2024 Mar;31(12):17964-17980. doi: 10.1007/s11356-023-25141-2. Epub 2023 Jan 13.
10
Source apportionment of soil heavy metals with PMF model and Pb isotopes in an intermountain basin of Tianshan Mountains, China.采用 PMF 模型和 Pb 同位素对天山山间盆地土壤重金属进行来源解析。
Sci Rep. 2022 Nov 12;12(1):19429. doi: 10.1038/s41598-022-24064-1.