Delineation of soil contaminant plumes at a co-contaminated site using BP neural networks and geostatistics
文献类型： 外文期刊
作者： Tao, Huan 1 ; Liao, Xiaoyong 1 ; Zhao, Dan 3 ; Gong, Xuegang 1 ; Cassidy, Daniel P. 5 ;
作者机构： 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing Key Lab Environm Damage Assessment & Reme, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China
2.Beijing Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
3.Chinese Acad Environm Planning, Ctr Environm Risk & Damage Assessment, Beijing 100012, Peoples R China
4.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
5.Western Michigan Univ, Dept Geol & Environm Sci, Kalamazoo, MI 49008 USA
关键词： Co-contaminated sites; Arsenic; PAHs; Backpropagation (BP) neural networks; Geostatistics; Nemerow pollution index
期刊名称：GEODERMA （ 影响因子：6.114； 五年影响因子：6.183 ）
ISSN： 0016-7061
年卷期： 2019 年 354 卷
页码：
收录情况： SCI
摘要： The delineation of contamination at a co-contaminated site is vital for designing remedial strategy and estimating costs. Backpropagation (BP) neural networks and the Nemerow pollution index (NPI) with 3-D kriging were combined in this study to delineate contaminant plumes, analyze the spatial distribution of pollutants in different layers and visualize them in three dimensions, quantify polluted areas and pollution levels, and identify hotspots of the contaminants of concern (COCs). The results of a comprehensive assessment performed using BP networks and NPI were compared. The analysis of the volumes of soil contaminated with specific COCs in different soil layers showed that arsenic (As) hardly migrated downgradient whereas benzo [a] pyrene (BaP) had a strong tendency to migrate. The tendency of fluorene (FLE), naphthalene (NAP), and phenanthrene (PHE) to migrate was between that for As and BaP. The volumes of earth contaminated with of all five of these COCs generally decreased with increasing pollution levels. The volumes of PHE, FLE, and NAP at different pollution levels exhibited similar trends, and most contaminated areas were safe. The volume of BaP at high pollution levels was markedly greater than that for the other four COCs, and the volume of As at low pollution levels was also notably greater than that for the other four pollutants. (3) The spatial patterns performed by the NPI and BP network comprehensive assessment methods were similar. However, BP networks can overcome the deficiencies of NPI, which are amplification of the effect of heavily polluted elements and narrowing the separability of polluted and unpolluted areas. After comparing performance and performing a cost-benefit analysis, we propose a model that integrates BP networks and geostatistics to delineate soil contaminant plumes at co-contaminated sites.
- 相关文献
作者其他论文 更多>>
-
Advancing ecological restoration: A novel 3D interpolation method for assessing ammonia-nitrogen pollution in rare earth mining areas
作者：Nie, Shengdong;Li, Hengkai;Wang, Guanshi;Tao, Huan;Li, Ziyang;Zhou, Yanbing
关键词：Ammonia nitrogen; Hierarchical modeling; Geostatistics; Bayesian prediction; Three-dimensional spatial interpolation
-
Estimation of Leaf Chlorophyll Content of Maize from Hyperspectral Data Using E2D-COS Feature Selection, Deep Neural Network, and Transfer Learning
作者：Chen, Riqiang;Feng, Haikuan;Hu, Haitang;Chen, Riqiang;Ren, Lipeng;Yang, Guijun;Cheng, Zhida;Zhao, Dan;Zhang, Chengjian;Feng, Haikuan;Hu, Haitang;Yang, Hao;Chen, Riqiang;Zhang, Chengjian;Ren, Lipeng;Feng, Haikuan
关键词：maize; chlorophyll; radiative transfer model; feature selection; transfer learning
-
Retrieving the chlorophyll content of individual apple trees by reducing canopy shadow impact via a 3D radiative transfer model and UAV multispectral imagery
作者：Zhang, Chengjian;Chen, Zhibo;Chen, Riqiang;Zhang, Wenjie;Zhang, Chengjian;Chen, Riqiang;Zhang, Wenjie;Zhao, Dan;Yang, Guijun;Xu, Bo;Feng, Haikuan;Yang, Hao
关键词：Chlorophyll content; Shadows; Vegetation index (VI); Radiative transfer models (RTMs); Hybrid inversion model; Individual apple tree crown
-
Microplastics decrease soil compressibility but have no major impact on soil physical properties
作者：Dong, Yuhao;Ren, Lidong;Jia, Xiaoxu;Liao, Xiaoyong;Huang, Laiming;Zhang, Xubo;Dong, Yuhao;Ren, Lidong;Jia, Xiaoxu;Liao, Xiaoyong;Huang, Laiming;Zhang, Xubo;Flury, Markus;Flury, Markus;Xu, Li
关键词：Uniaxial compression test; Microplastic shapes; Soil structure; Soil compaction; X-ray micro-CT
-
Quantifying the severity of Marssonina blotch on apple leaves: development and validation of a novel spectral index
作者：Zhang, Wenjie;Zhang, Chengjian;Chen, Riqiang;Wu, Baoguo;Zhao, Chunjiang;Zhang, Wenjie;Zhang, Chengjian;Chen, Riqiang;Xu, Bo;Yang, Hao;Feng, Haikuan;Zhao, Dan;Zhao, Chunjiang;Yang, Guijun;Yang, Guijun
关键词：Apple; Disease detection; Hyperspectral imaging; Disease severity; Noninvasive
-
Dynamic maize true leaf area index retrieval with KGCNN and TL and integrated 3D radiative transfer modeling for crop phenotyping
作者：Zhao, Dan;Yang, Guijun;Zhang, Chengjian;Cheng, Zhida;Ren, Lipeng;Yang, Hao;Zhao, Dan;Xu, Tongyu;Yu, Fenghua
关键词：True LAI; 3D radiative transfer model; Knowledge-guided convolutional neural; network; Transfer learning technique; Drone-based multispectral
-
A method to rapidly construct 3D canopy scenes for maize and their spectral response evaluation
作者：Zhao, Dan;Xu, Tongyu;Yang, Hao;Zhang, Chengjian;Cheng, Jinpeng;Yang, Guijun;Henke, Michael
关键词：3D maize canopy scene; Functional-structural model; Canopy structure; 3D radiative transfer; Spectral response
