Citation: | QIAN Jiangbo, CHEN Di, WANG Xiahui, LI Xilin, HUANG Guoxin. RISK DIAGNOSIS OF HEAVY METAL POLLUTION IN REGIONAL SOIL BASED ON MACHINE LEARNING[J]. ENVIRONMENTAL ENGINEERING , 2023, 41(12): 296-303. doi: 10.13205/j.hjgc.202312037 |
[1] |
金昭, 吕建树. 基于机器学习模型的区域土壤重金属空间预测精度比较研究[J]. 地理研究, 2022, 41(6): 1731-1747.
|
[2] |
安文超, 孙立娥, 马立科, 等. 某典型工业聚集区遗留地土壤重金属污染特征及健康风险评价[J]. 湖南师范大学自然科学学报, 2022, 45(5): 108-116.
|
[3] |
孟令华, 杜小亮, 刘乾, 等. 泰安市城区土壤重金属污染特征及风险评价[J]. 中国无机分析化学, 2022, 12(5): 41-49.
|
[4] |
HAN I, WHITWORTH K W, CHRISTENSEN B, et al. Heavy metal pollution of soils and risk assessment in Houston, Texas following Hurricane Harvey[J]. Environ. Pollut, 2022, 296: 118717.
|
[5] |
FERNANDO M, ASIM B. Are heavy metals in urban garden soils linked to vulnerable populations? a case study from Guelph, Canada[J]. Scientific Reports, 2021, 11(1): 11286.
|
[6] |
SERGEEV A P, BUEVICH A G, BAGLAEVA E M, et al. Combining spatial autocorrelation with machine learning increases prediction accuracy of soil heavy metals[J]. Catena, 2019, 174:425-435.
|
[7] |
TALUKDER R, RABBI M H, BAHARIM N B, et al. Source identification and ecological risk assessment of heavy metal pollution in sediments of Setiu wetland, Malaysia[J]. Environmental Forensic, 2022, 23(1/2):241-254.
|
[8] |
汪峰, 黄言欢, 李如忠, 等. 有色金属矿业城市典型村镇土壤重金属污染评价及来源解析[J]. 环境科学, 2022, 43(9): 4800-4809.
|
[9] |
李喜林, 于晓婉, 刘玲, 等. 复合制剂修复铬污染土的条件优化及微观特性[J]. 长江科学院院报, 2021, 38(7): 80-87.
|
[10] |
黄国鑫, 刘瑞平, 杨瑞杰, 等. 我国农用地土壤重金属污染风险管控研究进展与实践要求[J]. 环境工程, 2022, 40(1): 216-223.
|
[11] |
周颖, 王雪梅, 蒋玉琢, 等. 北京市平谷区金矿区周边土壤砷、汞赋存形态特征及生态风险评价[J]. 环境工程, 2021, 39(8): 203-210
,164.
|
[12] |
WANG Z, LUO Y F, ZHENG C L, et al. Spatial distribution, source identification, and risk assessment of heavy metals in the soils from a mining region: a case study of Bayan Obo in northwestern China[J]. Human and Ecological Risk Assessment: An International Journal, 2020, 27(5): 1276-1295.
|
[13] |
杨杰, 董静, 宋洲, 等. 鄂西铜铅锌尾矿库周边农田土壤-水稻重金属污染状况及风险评价[J]. 岩矿测试, 2022, 41(5): 867-879.
|
[14] |
CHEN J, ZNANG J L, QU M K, et al. Pollution characteristics and risk assessment of soil heavy metals in the areas affected by the mining of metal-bearing minerals in southwest China[J]. Bulletin of Environmental Contamination and Toxicology, 2021, 107(6): 1070-1079.
|
[15] |
韩存亮, 罗炳圣, 常春英, 等. 基于多种方法的区域农业土壤重金属污染成因分析研究[J]. 生态与农村环境学报, 2022, 38(2): 176-183.
|
[16] |
尚婷婷, 张亚群, 周静, 等. 多元统计分析在农田土壤重金属污染源解析中的应用[J]. 环境生态学, 2022, 4(4): 93-97.
|
[17] |
焦思佳, 吴田军, 董世英, 等. 基于反距离加权随机森林的空间推测方法研究[J]. 昆明理工大学学报(自然科学版), 2022, 47(4): 46-54.
|
[18] |
卢月明, 王亮, 仇阿根, 等. 局部加权线性回归模型的PM2.5空间插值方法[J]. 测绘科学, 2018, 43(11): 79-84
,91.
|
[19] |
盛红坤, 徐泽, 王佳楠, 等. 天津市某校园土壤中重金属污染研究及其评价[J]. 应用化工, 2021, 50(6): 1529-1532.
|
[20] |
刘雪松, 王雨山, 尹德超, 等. 白洋淀内不同土地利用类型土壤重金属分布特征与污染评价[J]. 土壤通报, 2022, 53(3): 710-717.
|
[21] |
JIANG Y F, YE Y C, GUO X, et al. Spatiotemporal variation of soil heavy metals in farmland influenced by human activities in the Poyang Lake region, China[J]. Catena, 2019, 176: 279-288.
|
[22] |
OBIRI-NYARKO F, DUAH A A, KARIKARI A Y, et al. Assessment of heavy metal contamination in soils at the Kpone landfill site, Ghana: implication for ecological and health risk assessment[J]. Chemosphere, 2021, 282:131007.
|
[23] |
HOU D Y, O'CONNOR D, NATHANAIL P, et al. Integrated GIS and multivariate statistical analysis for regional scale assessment of heavy metal soil contamination: a critical review[J]. Environmental Pollution, 2017, 231:1188-1200.
|
[24] |
LEUNG H M, DUZGOREN-AYDIN N S, AU C K, et al. Monitoring and assessment of heavy metal contamination in a constructed wetland in Shaoguan(Guangdong Province, China): bioaccumulation of Pb, Zn, Cu and Cd in aquatic and terrestrial components[J]. Environmental Science and Pollution Research, 2016,24(10):9079-9088.
|
[25] |
ZHOU M, LIAO B, SHU W, et al. Pollution assessment and potential sources of heavy metals in agricultural soils around four Pb/Zn mines of Shaoguan City, China[J]. Soil and Sediment Contamination. 2015, 24(1): 76-89.
|
[26] |
贾建丽. 环境土壤学[M] 北京: 化学工业出版社, 2016.
|
[27] |
于雷, 洪永胜, 耿雷, 等. 基于偏最小二乘回归的土壤有机质含量高光谱估算[J]. 农业工程学报, 2015, 31(14): 103-109.
|
[28] |
孙小丽, 阿不都艾尼·阿不里, 哈力旦·艾赛都力, 等. 基于PMF模型的五彩湾矿区土壤重金属污染空间分布与来源解析[J]. 中国矿业, 2022, 31(11): 62-70.
|
[29] |
XIE T, LU F, WANG M, et al. The application of urban anthropogenic background to pollution evaluation and source identification of soil contaminants in Macau, China[J]. Science Total Environment, 2021, 778: 146263.
|
[30] |
WU J, TENG Y G, CHEN H Y, et al. Machine-learning models for on-site estimation of background concentrations of arsenic in soils using soil formation factors[J]. Jounral of Soils and Sediments, 2016, 16(6): 1787-1797.
|
[31] |
王腾军, 方珂, 杨耘, 等. 随机森林回归模型用于土壤重金属含量多光谱遥感反演[J]. 测绘通报, 2021(11): 92-95.
|
[32] |
毛丽丽, 于静洁, 张一驰, 等. 模糊c均值聚类方法在黑河下游土壤属性制图中的初步应用研究[J]. 干旱区资源与环境, 2013, 27(1): 195-201.
|
[33] |
MORAL F J, TERRÓN J M, MARQUES DA SILVA J R, et al. Delineation of management zones using mobile measurements of soil apparent electrical conductivity and multivariate geostatistical techniques[J]. Soil Tillage Research, 2010, 106(2): 335-343.
|
[34] |
MOURA-BUENO J M, DALMOLIN R S D, HORST-HEINEN T Z, et al. Environmental covariates improve the spectral predictions of organic carbon in subtropical soils in southern Brazil[J]. Geoderma, 2021, 393: 114981.
|
[35] |
CHEN S C, LIANG Z Z, WEBSTER R, et al. A high-resolution map of soil pH in China made by hybrid modelling of sparse soil data and environmental covariates and its implications for pollution[J]. Science of the Total Environment, 2018, 665(10): 273-283.
|
[36] |
JIA X L, FU T T, HU B F, et al. Identification of the potential risk areas for soil heavy metal pollution based on the source-sink theory[J]. Journal of Hazardous Materials, 2020, 393: 122424.
|
[37] |
BREUNING F M, GALVÃO L S, DALAGNOL R, et al. Assessing the effect of spatial resolution on the delineation of management zones for smallholder farming in southern Brazil[J]. Remote Sensing Applications: Society and Environment, 2020, 19: 100325.
|
[38] |
WANG H Y, LU S G. Spatial dstribution, source identification and affecting factors of heavy metals contamination in urban-suburban soils of Lishui city, China[J]. Environmental Earth Science, 2011, 64(7): 1921-1929.
|
[39] |
李懿. 区域土壤重金属污染风险评价、驱动因子与管控策略研究[D]. 杭州:浙江大学, 2022.
|
[40] |
王佳昱. 基于地统计和数据挖掘技术的土壤重金属空间分异与源解析研究[D]. 杭州:浙江大学, 2018.
|
[41] |
生态环境部. 土壤环境质量农用地土壤污染风险管控标准(试行): GB 15618—2018[S]. 北京: 中国标准出版社, 2018.
|
[42] |
郑堃, 任宗玲, 覃小泉, 等.韶关工矿区水稻土和稻米中重金属污染状况及风险评价[J]. 农业环境科学报, 2018, 37(5): 915-925.
|
[43] |
王其枫, 王富华, 孙芳芳, 等. 广东韶关主要矿区周边农田土壤铅、镉的形态分布及生物有效性研究[J]. 农业环境科学学报, 2012, 31(6): 1097-1103.
|
[44] |
罗莹华. 韶关某冶炼厂周边土壤重金属污染调查与生态风险评价[J]. 安徽农业科学, 2016, 44(19): 133-136.
|
[45] |
奉大博, 董树义, 杨棣, 等. 广东韶关乐昌铅锌矿土壤重金属污染特征及评价[J]. 矿物岩石, 2022, 42(3): 123-133.
|
[46] |
许超, 夏北成, 秦建桥, 等. 广东大宝山矿山下游地区稻田土壤的重金属污染状况的分析与评价[J]. 农业环境科学学报, 2007,26(增刊2): 549-553.
|
[47] |
孟令华, 杜小亮, 刘乾, 等. 泰安市城区土壤重金属污染特征及风险评价[J]. 中国无机分析化学, 2022, 12(5): 41-49.
|
[1] | XU Xiaohu, SHEN Yaoliang. EFFICIENCIES OF DIFFERENT MAGNESIUM SOURCES IN STRUVITE FORMATION FROM IRON PHOSPHATE WASTEWATER[J]. ENVIRONMENTAL ENGINEERING , 2024, 42(9): 108-115. doi: 10.13205/j.hjgc.202409010 |
[2] | LAN Rui, YANG Xiaofan, CUI Haoran, YAN Lingjian, LIU Xinyi, GAO Xiaozhong, SUN Dezhi, CHENG Xiang. RESEARCH PROGRESS ON VIVIANITE CRYSTALLIZATION-BASED PHOSPHORUS REMOVAL AND RECOVERY FROM WASTEWATER[J]. ENVIRONMENTAL ENGINEERING , 2024, 42(9): 91-99. doi: 10.13205/j.hjgc.202409008 |
[3] | FAN Yu, HUA Yu, YANG Donghai, DAI Xiaohu. RESEARCH PROGRESS ON SEPARATION AND RECOVERY OF ALUMINUM COAGULANTS FROM WASTEWATER SLUDGE IN THE CONTEXT OF CIRCULAR ECONOMY[J]. ENVIRONMENTAL ENGINEERING , 2023, 41(9): 210-220. doi: 10.13205/j.hjgc.202309026 |
[4] | ZHU Jiaming, HE Yuecheng, LONG Dingbiao, HUANG Qian, XU Wenlai, PU Shihua, JIAN Yue. INVESTIGATION OF FACTORS INFLUENCING THE RECOVERY OF PHOSPHORUS FROM SWINE WASTEWATER BY HAP CRYSTALLIZATION BASED ON SPENT FOAM CONCRETE[J]. ENVIRONMENTAL ENGINEERING , 2023, 41(8): 1-7,17. doi: 10.13205/j.hjgc.202308001 |
[5] | FAN Meirong, ZHANG Shangyi, YANG Yanmei, YANG Jinzhong, YANG Yufei, XIE Zhen. THERMAL DECOMPOSITION LAW OF BDE-209 IN CEMENT KILN UNDER THERMAL CONDITION[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(10): 98-104,111. doi: 10.13205/j.hjgc.202210013 |
[6] | XU Jun, WEI Haijuan, WANG Zhiwei. ENHANCED PHOSPHORUS RECOVERY FROM WASTEWATER BY MEMBRANE FILTRATION COUPLED WITH ELECTROCHEMICAL TECHNOLOGY[J]. ENVIRONMENTAL ENGINEERING , 2022, 40(3): 7-12. doi: 10.13205/j.hjgc.202203002 |
[7] | ZHANG Shao-kang, GONG Xiao-feng, LIN Yuan, WU Li, XIONG Jie-qian, WU Jing-lin. REMEDIATION OF Cd CONTAMINATED SOIL BY ARTIFICIAL STRUVITE COMBINED WITH RYEGRASS[J]. ENVIRONMENTAL ENGINEERING , 2021, 39(9): 193-198. doi: 10.13205/j.hjgc.202109027 |
[8] | XIAO Cong-liang, GUO Yuan-tao, LIU Liang, XIN Jia-qi, ZHUO Meng-qiong, LIU Qiang, ZHUO Wen-guang, LI Kun. OPTIMIZATION OF PARAMETERS IN ADVANCED TREATMENT OF LIVESTOCK WASTEWATER BY ALGAL-BACTERIA IMMOBILIZATION[J]. ENVIRONMENTAL ENGINEERING , 2021, 39(6): 42-48,166. doi: 10.13205/j.hjgc.202106007 |
[9] | LIU Xue-yu, LIN Yu, WANG Fang-zhou, YAN Bing-fei, XIAO Shu-hu, WEI Dong-yang. STUDY ON PHOSPHORUS RECOVERY EFFICIENCY USING THREE CRYSTAL SEEDS AND THE PRODUCTS[J]. ENVIRONMENTAL ENGINEERING , 2020, 38(2): 81-85,139. doi: 10.13205/j.hjgc.202002011 |
[14] | Duan Lujuan Cao Jingguo Xiong Fa Yang Zongzheng, . EXPERIMENTAL STUDY OF CHICKEN MANURE FERMENTATION LIQUID TREATMENT BY STRUVITE PRECIPITATION[J]. ENVIRONMENTAL ENGINEERING , 2015, 33(7): 66-71?. |
[16] | Bu Fan Xie Li Lu Bin Cao Rong Zhou Qi, . STUDY ON PHOSPHOROUS RECOVERY BY STRUVITE CRYSTALLIZATION IN EFFLUENT FROM AN ANAEROBIC MEMBRANE BIOREACTOR TREATING SWINE MANURE WASTEWATER[J]. ENVIRONMENTAL ENGINEERING , 2015, 33(8): 1-4. doi: 10.13205/j.hjgc.201508001 |
1. | 赵记楠,刘思韵,单瑛琦,刘畅,田梦园,李柏林. 硫自养反硝化耦合厌氧氨氧化脱氮系统快速启动及微生物群落分析. 环境工程. 2024(06): 9-16 . ![]() | |
2. | 陈长东,薛晓飞,穆永杰,张建锋,孙尚勇,张丽丽,曹之淇. 主流程厌氧氨氧化耦合多种脱氮途径处理市政污水. 环境工程学报. 2023(04): 1084-1091 . ![]() | |
3. | 李聪,杜睿,彭永臻. 不同聚集形态短程反硝化耦合厌氧氨氧化系统脱氮性能与碳源利用特性. 环境工程. 2023(09): 1-9 . ![]() | |
4. | 钱建英. 前置和后置反硝化处理低C/N印花废水对比研究. 环境科技. 2023(05): 13-18 . ![]() |