杨勇｜华中农业大学｜学者主页

2026

Quantitative decoupling of source–pathway–receptor driving mechanisms for integrated soil risk via interpretable machine learning

Chuanghong Su, Yong Yang, Peihong Fu

Environmental Pollution

DOI

2025

[Source Apportionment of Soil Heavy Metals in Moqi Area on the Northwest Edge of Songnen Plain Based on the PCA-PMF Model].

Yong Yang, Hangzhe Liu, K. Zhao, Xue-Wen Wang, Ming-Jun Li, Ru-Xin Wang, Ruihong Li

Huan jing ke xue= Huanjing kexue

DOI

2025

Three-dimensional quantitative source apportionment of soil heavy metal(loid)s in a mining area

Mengyao Jia, Lina Dang, Yong Yang, Xinya Wu, Yue Liu

Journal of Hazardous Materials

DOI

2025

Source-oriented landscape apportionment of heavy metals by using an integrated approach in typical mining urban agricultural soil

Chuanghong Su, Hongcheng Li, Shaoyang Chen, Yushu Shu, Zheyong Li, Qiang Zhang, Yong Yang, Luojing Xiang

Environmental Pollution

DOI

2024

Revealing the synergistic spatial effects in soil heavy metal pollution with explainable machine learning models

Yibo Yan, Yong Yang

Journal of Hazardous Materials

DOI

2024

[Spatiotemporal Simulation of Soil Pb Accumulation Process in Urban-Rural Areas: A Case Study of a Large City in Central China].

Xiao-Fan Song, Ying Hou, Yifan Dong, Yong Yang, Zhen Gao, Weiping Chen

PubMed

DOI

2024

Integrated framework to assess soil potentially toxic element contamination through 3D pollution analysis in a typical mining city

Chuanghong Su, Yong Yang, Mengyao Jia, Yan Yibo

Chemosphere

DOI

2024

Simulation of vertical migration behaviors of heavy metals in polluted soils from arid regions in northern China under extreme weather

Zixin Xu, Ming Yin, Xue Yang, Yong Yang, Xuehui Xu, Haigang Li, Mei Hong, Guohong Qiu, Xionghan Feng, Wenfeng Tan, Hui Yan Yin

The Science of The Total Environment

DOI

2024

城-郊区域土壤铅（Pb）累积过程时空模拟：以中部某大城市为例

宋啸凡，侯鹰，董一帆，杨勇，高镇，陈卫平

《环境科学》

2023

3D spatial interpolation of soil heavy metals by combining kriging with depth function trend model

Yong Yang, Mengyao Jia

Journal of Hazardous Materials

DOI

2023

Uncertainty assessment of spatiotemporal distribution and variation in regional soil heavy metals based on spatiotemporal sequential Gaussian simulation

Yibo Yan, Yong Yang

Environmental Pollution

DOI

2023

Spatiotemporal patterns of soil heavy metal pollution risk and driving forces of increment in a typical industrialized region in central China

Xue Yang, Yong Yang

Environmental Science Processes & Impacts

DOI

2022

Prediction and analysis of the soil organic matter distribution with the spatiotemporal kriging method

Yong Yang, Hao Li, Shudan Deng, Xue Yang, Mingxia Wang, Wenfeng Tan, Zhengyu Wu, Qinglong Wang, Yuzhi Zhou

Earth Science Informatics

DOI

2021

Prediction of Soil Heavy Metal Distribution Using Geographically Weighted Regression Kriging

Peihong Fu, Yong Yang, Yangsi Zou

Bulletin of Environmental Contamination and Toxicology

DOI

2021

Source identification and comprehensive apportionment of the accumulation of soil heavy metals by integrating pollution landscapes, pathways, and receptors

Xue Yang, Yong Yang, Yongyong Wan, Wu Ruojing, Dekun Feng, Ke Li

The Science of The Total Environment

DOI

2021

Exploring spatial distributions of increments in soil heavy metals and their relationships with environmental factors using GWR

Hao Li, Peihong Fu, Yong Yang, Xue Yang, Hongjie Gao, Ke Li

Stochastic Environmental Research and Risk Assessment

DOI

2021

黄石市城市边缘区土壤重金属分布特征、风险评价及溯源分析

杨育振，刘森荣，杨勇，李丽芬，刘圣华，亢益华，费新强，高云亮，高宝龙

《物探与化探》

2020

Modeling the spatial variations in anthropogenic factors of soil heavy metal accumulation by geographically weighted logistic regression

Chutian Zhang, Yong Yang

The Science of The Total Environment

DOI

2019

Beyond mere pollution source identification: Determination of land covers emitting soil heavy metals by combining PCA/APCS, GeoDetector and GIS analysis

Yong Yang, Xue Yang, Mingjun He, George Christakos

CATENA

DOI

2019

Can the spatial prediction of soil organic matter be improved by incorporating multiple regression confidence intervals as soft data into BME method?

Chu-tian Zhang, Yong Yang

CATENA

DOI

2019

Improving the spatial prediction of soil Zn by converting outliers into soft data for BME method

Chu-tian Zhang, Yong Yang

Stochastic Environmental Research and Risk Assessment

DOI

2019

湖北典型矿冶城市土壤重金属污染评价及源解析

刘亚军，杨勇，谭秀丽，刘颖颖，杨雪，李恩光

《环境监测管理与技术》

DOI

2018

Assessment of soil heavy metal pollution using stochastic site indicators

Junyu He, Yong Yang, George Christakos, Yajun Liu, Xue Yang

Geoderma

DOI

2018

Spatial Distributions, Pollution Assessment, and Qualified Source Apportionment of Soil Heavy Metals in a Typical Mineral Mining City in China

Hua Li, Xue Yang, Yajun Liu, Xiuli Tan, Yong Yang

Sustainability

DOI

2017

Spatiotemporal modeling and prediction of soil heavy metals based on spatiotemporal cokriging

Bei Zhang, Yong Yang

Scientific Reports

DOI

2017

Space-time quantitative source apportionment of soil heavy metal concentration increments

Yong Yang, George Christakos, Mingwu Guo, Xiao Hui Lu, Wei Huang

Environmental Pollution

DOI

2017

Pollution evaluation of heavy metals in soil near smelting area by index of geoaccumulation (Igeo)

Shunhong Huang, Yong Yang, Cuiyu Yuan, Q Li, Kerong Ouyang, Bi-Lian Wang, Z X Wang

IOP Conference Series Earth and Environmental Science

DOI

2016

青山区土壤重金属超标范围的不确定性分析

刘颖颖，梅杨，廖祥森，杨勇，党丽娜

《环境科学与技术》

2015

Uncertainty assessment of heavy metal soil contamination mapping using spatiotemporal sequential indicator simulation with multi-temporal sampling points

Yong Yang, George Christakos

Environmental Monitoring and Assessment

DOI

2015

Spatial distribution and ecological risk assessment of trace metals in urban soils in Wuhan, central China

Chutian Zhang, Yong Yang, Weidong Li, Chuanrong Zhang, Ruoxi Zhang, Yang Mei, Xiangsen Liao, Yingying Liu

Environmental Monitoring and Assessment

DOI

2015

Heavy metal contamination in surface soils of the industrial district of Wuhan, China

Yong Yang, Yang Mei, Chutian Zhang, Ruoxi Zhang, Xiangshen Liao, Yinyin Liu

Human and Ecological Risk Assessment An International Journal

DOI

2015

Prediction of soil heavy metal distribution using Spatiotemporal Kriging with trend model

Yong Yang, Jiaping Wu, George Christakos

Ecological Indicators

DOI

2015

武汉市土壤重金属空间分布特征及污染评价

党丽娜，杨勇

《华中农业大学学报》

2015

基于范畴型变量和贝叶斯最大熵的土壤有机质空间预测

张若兮，杨勇，张楚天

《土壤通报》

2014

BME prediction of continuous geographical properties using auxiliary variables

Yong Yang, ChuTian Zhang, Ruoxi Zhang

Stochastic Environmental Research and Risk Assessment

DOI

2014

贝叶斯最大熵地统计方法研究与应用进展

杨勇，张若兮

《土壤》

2014

基于环境因子和联合概率方法的土壤有机质空间预测

张楚天，杨勇，贺立源，季世民，刘颖颖

《土壤学报》

2014

时空地统计学方法研究及进展

叶近天，季世民，杨勇

《测绘与空间地理信息》

2013

Source Apportionment of Heavy Metals in Soils Using Multivariate Statistics and Geostatistics

Mingkai Qu, Weidong Li, Chuanrong Zhang, Shanqin Wang, Yong Yang, Liyuan He

Pedosphere

DOI

2013

Spatial Prediction of Soil Organic Matter Using Bayesian Maximum Entropy with Histogram Soft Data

Chutian Zhang, Yong Yang

Communications in computer and information science

DOI

2011

贝叶斯最大熵地统计学方法及其在土壤和环境科学上的应用

张贝，李卫东，杨勇，汪善勤，蔡崇法

《土壤学报》

2005

基于遗传算法的Kriging空间分析及其应用

杨勇，李霖

《西南科技大学学报》

精选作品

期刊论文

Quantitative decoupling of source–pathway–receptor driving mechanisms for integrated soil risk via interpretable machine learning

[Source Apportionment of Soil Heavy Metals in Moqi Area on the Northwest Edge of Songnen Plain Based on the PCA-PMF Model].

Three-dimensional quantitative source apportionment of soil heavy metal(loid)s in a mining area

Source-oriented landscape apportionment of heavy metals by using an integrated approach in typical mining urban agricultural soil

Revealing the synergistic spatial effects in soil heavy metal pollution with explainable machine learning models

[Spatiotemporal Simulation of Soil Pb Accumulation Process in Urban-Rural Areas: A Case Study of a Large City in Central China].

Integrated framework to assess soil potentially toxic element contamination through 3D pollution analysis in a typical mining city

Simulation of vertical migration behaviors of heavy metals in polluted soils from arid regions in northern China under extreme weather

城-郊区域土壤铅（Pb）累积过程时空模拟：以中部某大城市为例

3D spatial interpolation of soil heavy metals by combining kriging with depth function trend model

Uncertainty assessment of spatiotemporal distribution and variation in regional soil heavy metals based on spatiotemporal sequential Gaussian simulation

Spatiotemporal patterns of soil heavy metal pollution risk and driving forces of increment in a typical industrialized region in central China

Prediction and analysis of the soil organic matter distribution with the spatiotemporal kriging method

Prediction of Soil Heavy Metal Distribution Using Geographically Weighted Regression Kriging

Source identification and comprehensive apportionment of the accumulation of soil heavy metals by integrating pollution landscapes, pathways, and receptors

Exploring spatial distributions of increments in soil heavy metals and their relationships with environmental factors using GWR

黄石市城市边缘区土壤重金属分布特征、风险评价及溯源分析

Modeling the spatial variations in anthropogenic factors of soil heavy metal accumulation by geographically weighted logistic regression

Beyond mere pollution source identification: Determination of land covers emitting soil heavy metals by combining PCA/APCS, GeoDetector and GIS analysis

Can the spatial prediction of soil organic matter be improved by incorporating multiple regression confidence intervals as soft data into BME method?

Improving the spatial prediction of soil Zn by converting outliers into soft data for BME method

湖北典型矿冶城市土壤重金属污染评价及源解析

Assessment of soil heavy metal pollution using stochastic site indicators

Spatial Distributions, Pollution Assessment, and Qualified Source Apportionment of Soil Heavy Metals in a Typical Mineral Mining City in China

Spatiotemporal modeling and prediction of soil heavy metals based on spatiotemporal cokriging

Space-time quantitative source apportionment of soil heavy metal concentration increments

Pollution evaluation of heavy metals in soil near smelting area by index of geoaccumulation (Igeo)

青山区土壤重金属超标范围的不确定性分析

Uncertainty assessment of heavy metal soil contamination mapping using spatiotemporal sequential indicator simulation with multi-temporal sampling points

Spatial distribution and ecological risk assessment of trace metals in urban soils in Wuhan, central China

Heavy metal contamination in surface soils of the industrial district of Wuhan, China

Prediction of soil heavy metal distribution using Spatiotemporal Kriging with trend model

武汉市土壤重金属空间分布特征及污染评价

基于范畴型变量和贝叶斯最大熵的土壤有机质空间预测

BME prediction of continuous geographical properties using auxiliary variables

贝叶斯最大熵地统计方法研究与应用进展

基于环境因子和联合概率方法的土壤有机质空间预测

时空地统计学方法研究及进展

Source Apportionment of Heavy Metals in Soils Using Multivariate Statistics and Geostatistics

Spatial Prediction of Soil Organic Matter Using Bayesian Maximum Entropy with Histogram Soft Data

贝叶斯最大熵地统计学方法及其在土壤和环境科学上的应用

基于遗传算法的Kriging空间分析及其应用

会议论文

基于时空序贯指示模拟方法的土壤重金属不确定性评估

武汉市城乡交错带土壤重金属多元统计和地统计学分析

研究方向