Tang, Molan; Fan, Bolun; Lu, Guanghui; Yang, Xiaodong; Xie, Shuyun; Tian, Huan; Bao, Zhengyu; Jiang, Jianhui; Chen, Biquan; Huang, Tinglei (2025) Application of machine learning methods for predicting selenium accumulation in the soil‒rice system of a typical karst area. Journal of Soils and Sediments, 25 (4). doi:10.1007/s11368-025-04023-9
Reference Type | Journal (article/letter/editorial) | ||
---|---|---|---|
Title | Application of machine learning methods for predicting selenium accumulation in the soil‒rice system of a typical karst area | ||
Journal | Journal of Soils and Sediments | ||
Authors | Tang, Molan | Author | |
Fan, Bolun | Author | ||
Lu, Guanghui | Author | ||
Yang, Xiaodong | Author | ||
Xie, Shuyun | Author | ||
Tian, Huan | Author | ||
Bao, Zhengyu | Author | ||
Jiang, Jianhui | Author | ||
Chen, Biquan | Author | ||
Huang, Tinglei | Author | ||
Year | 2025 (April) | Volume | 25 |
Issue | 4 | ||
Publisher | Springer Science and Business Media LLC | ||
DOI | doi:10.1007/s11368-025-04023-9Search in ResearchGate | ||
Generate Citation Formats | |||
Mindat Ref. ID | 18371750 | Long-form Identifier | mindat:1:5:18371750:8 |
GUID | 0 | ||
Full Reference | Tang, Molan; Fan, Bolun; Lu, Guanghui; Yang, Xiaodong; Xie, Shuyun; Tian, Huan; Bao, Zhengyu; Jiang, Jianhui; Chen, Biquan; Huang, Tinglei (2025) Application of machine learning methods for predicting selenium accumulation in the soil‒rice system of a typical karst area. Journal of Soils and Sediments, 25 (4). doi:10.1007/s11368-025-04023-9 | ||
Plain Text | Tang, Molan; Fan, Bolun; Lu, Guanghui; Yang, Xiaodong; Xie, Shuyun; Tian, Huan; Bao, Zhengyu; Jiang, Jianhui; Chen, Biquan; Huang, Tinglei (2025) Application of machine learning methods for predicting selenium accumulation in the soil‒rice system of a typical karst area. Journal of Soils and Sediments, 25 (4). doi:10.1007/s11368-025-04023-9 | ||
In | (2025, April) Journal of Soils and Sediments Vol. 25 (4). Springer Science and Business Media LLC |
References Listed
These are the references the publisher has listed as being connected to the article. Please check the article itself for the full list of references which may differ. Not all references are currently linkable within the Digital Library.
![]() | Abba, S.I., Yassin, Mohamed A., Shah, Syed Muzzamil Hussain, Egbueri, Johnbosco C., Elzain, Hussam Eldin, Agbasi, Johnson C., Saini, Gaurav, Usaman, Jamilu, Khan, Nadeem A., Aljundi, Isam H. (2024) Trace element pollution tracking in the complex multi-aquifer groundwater system of Al-Hassa oasis (Saudi Arabia) using spatial, chemometric and index-based techniques. Environmental Research, 249. 118320 doi:10.1016/j.envres.2024.118320 |
Not Yet Imported: - journal-article : 10.1016/j.jtemb.2014.04.009 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Aralu CC, Okoye PAC, Abugu HO, Egbueri JC, Eze VC (2024) Impacts of unregulated dumpsites: a study on toxic soil contamination, associated risks, and call for sustainable environmental protection in Nnewi. Nigeria J Hazard Mater Adv 15:100442 | |
![]() | |
![]() | |
![]() | |
Not Yet Imported: Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - proceedings-article : 10.1145/2939672.2939785 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
China Geological Survey (CGS) (2019) Delimitation and the logo for natural selenium-enriched land (DD2019–10), pp. 8 (in Chinese) | |
![]() | |
![]() | Deng, Xiaofang, Zhao, Zhuqing, Lv, Chenhao, Zhang, ZeZhou, Yuan, LinXi, Liu, Xinwei (2021) Effects of sulfur application on selenium uptake and seed selenium speciation in soybean (Glycine max L.) grown in different soil types. Ecotoxicology and Environmental Safety, 209. 111790pp. doi:10.1016/j.ecoenv.2020.111790 |
![]() | |
Not Yet Imported: - journal-article : 10.1080/10643389.2018.1550987 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1007/s10661-022-09789-w If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1080/03067319.2020.1769615 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Eze VC, Maduka TO, Iheme CI, Chiedozie AC, Abugu HO, Egbueri JC, Ogbuefi SI, Muogbo MO, Abba SI (2024) Polychlorinated biphenyls in soils around a poorly-managed dumpsite in SE Nigeria: contamination status, exposure risks, source identification and pathways for environmental sustainability. Int J Environ An Ch 1–27 | |
Not Yet Imported: - journal-article : 10.1007/s11104-017-3299-5 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: AMBIO: A Journal of the Human Environment - journal-article : 10.1579/0044-7447(2007)36[94:SGAH]2.0.CO;2 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
Not Yet Imported: - journal-article : 10.1016/j.plaphy.2016.07.001 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
Guangxi Bureau of Statistics (2019) Guangxi Statistical Yearbook. China Statistics Press, Beijing (in Chinese) | |
![]() | Guo, Yongkun, Mao, Kang, Cao, Haorui, Ali, Waqar, Lei, Da, Teng, Dongye, Chang, Chuanyu, Yang, Xuefeng, Yang, Qi, Niazi, Nabeel Khan, Feng, Xinbin, Zhang, Hua (2021) Exogenous selenium (cadmium) inhibits the absorption and transportation of cadmium (selenium) in rice. Environmental Pollution, 268. 115829pp. doi:10.1016/j.envpol.2020.115829 |
![]() | |
![]() | |
Hou Q, Yang Z, Yu T, Xia X, Cheng H, Zhou G (2020) Soil Geochemical Dataset of China. Geological Publishing House, Beijing, 3172 pp (in Chinese) | |
![]() | Hu, Bifeng, Xue, Jie, Zhou, Yin, Shao, Shuai, Fu, Zhiyi, Li, Yan, Chen, Songchao, Qi, Lin, Shi, Zhou (2020) Modelling bioaccumulation of heavy metals in soil-crop ecosystems and identifying its controlling factors using machine learning. Environmental Pollution, 262. 114308pp. doi:10.1016/j.envpol.2020.114308 |
![]() | Huang, Liang-Mei, Deng, Chao-Bing, Huang, Ning, Huang, Xiao-Jia (2013) Multivariate statistical approach to identify heavy metal sources in agricultural soil around an abandoned Pb–Zn mine in Guangxi Zhuang Autonomous Region, China. Environmental Earth Sciences, 68 (5). 1331-1348 doi:10.1007/s12665-012-1831-8 |
![]() | Ji, Wenbing, Yang, Zhongfang, Yu, Tao, Yang, Qiong, Wen, Yubo, Wu, Tiansheng (2021) Potential Ecological Risk Assessment of Heavy Metals in the Fe–Mn Nodules in the Karst Area of Guangxi, Southwest China. Bulletin of Environmental Contamination and Toxicology, 106 (1) 51-56 doi:10.1007/s00128-020-02837-6 |
Not Yet Imported: - journal-article : 10.3390/su141912457 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | Jones, Gerrad D., Droz, Boris, Greve, Peter, Gottschalk, Pia, Poffet, Deyan, McGrath, Steve P., Seneviratne, Sonia I., Smith, Pete, Winkel, Lenny H. E. (2017) Selenium deficiency risk predicted to increase under future climate change. Proceedings of the National Academy of Sciences, 114 (11) 2848-2853 doi:10.1073/pnas.1611576114 |
Not Yet Imported: - journal-article : 10.3233/JIFS-220274 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
Not Yet Imported: New Phytologist - journal-article : 10.1111/j.1469-8137.2007.02343.x If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: Applied Energy - journal-article : 10.1016/j.apenergy.2020.115166 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
![]() | |
Not Yet Imported: - journal-article : 10.1007/s11356-022-19640-x If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1016/j.scitotenv.2022.155099 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | Li, Na, Yang, Li, Chen, Kuiwei, Kang, Yuchen, Cao, Yuan, Du, Hengwei, Mou, Haiyan, Sun, Hui, Ao, Tianqi, Chen, Wenqing (2023) Selenium improves the medicinal safety and quality of Bletilla striata by promoting the fixation of cadmium in root: Pot and field experiments. Journal of Hazardous Materials, 459. Elsevier BV. 132275 doi:10.1016/j.jhazmat.2023.132275 |
Not Yet Imported: - journal-article : 10.1007/s11356-023-27753-0 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | Liu, Xu, Zhang, Chaosheng, Yu, Tao, Ji, Wenbing, Wu, Tiansheng, Zhuo, Xiaoxiong, Li, Cheng, Li, Bo, Wang, Lei, Shao, Yuxiang, Lin, Kun, Ma, Xudong, Yang, Zhongfang (2023) Identification of the spatial patterns and controlling factors of Se in soil and rice in Guangxi through hot spot analysis. Environmental Geochemistry and Health, 45 (7) 4477-4492 doi:10.1007/s10653-023-01508-9 |
![]() | Lu, Hao, Li, Huiming, Liu, Tong, Fan, Yifan, Yuan, Yu, Xie, Mengxing, Qian, Xin (2019) Simulating heavy metal concentrations in an aquatic environment using artificial intelligence models and physicochemical indexes. Science of The Total Environment, 694. 133591pp. doi:10.1016/j.scitotenv.2019.133591 |
![]() | Ma, Xudong, Yu, Tao, Guan, Dong-Xing, Li, Cheng, Li, Bo, Liu, Xu, Lin, Kun, Li, Xuezhen, Wang, Lei, Yang, Zhongfang (2023) Prediction of cadmium contents in rice grains from Quaternary sediment-distributed farmland using field investigations and machine learning. Science of The Total Environment, 898. Elsevier BV. 165482 doi:10.1016/j.scitotenv.2023.165482 |
Not Yet Imported: - journal-article : 10.1007/s10661-022-10512-y If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | Matos, Roberta P., Lima, Vico M.P., Windmöller, Claudia C., Nascentes, Clésia C. (2017) Correlation between the natural levels of selenium and soil physicochemical characteristics from the Jequitinhonha Valley (MG), Brazil. Journal of Geochemical Exploration, 172. 195-202 doi:10.1016/j.gexplo.2016.11.001 |
Not Yet Imported: - journal-article : 10.3390/molecules18033292 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
Mouafik M, Fouad M, El Aboudi A (2024) Machine learning methods for predicting Argania spinosa crop yield and leaf area index: A combined drought index approach from multisource remote sensing data. AgriEngineering 6(3):2283–2305 | |
![]() | Nguyen, X. Cuong, Nguyen, T. Phuong, Lam, V. Son, Le, Phuoc-Cuong, Vo, T. Dieu Hien, Hoang, Thu-Huong Thi, Chung, W. Jin, Chang, S. Woong, Nguyen, D. Duc (2024) Estimating ammonium changes in pilot and full-scale constructed wetlands using kinetic model, linear regression, and machine learning. Science of The Total Environment, 907. 168142 doi:10.1016/j.scitotenv.2023.168142 |
Ougrad I, Elassassi Z, Mrabet A, Mssillou I, Lim A, Shahat AA, Rezouki S, Moubchir T (2024) Health risk assessment of trace elements in surface water from Dayat Roumi Lake. Morocco Water 16(22):3231 | |
Not Yet Imported: International Journal of Environmental Research and Public Health - journal-article : 10.3390/ijerph20054032 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
Not Yet Imported: - journal-article : 10.1007/s11356-021-16290-3 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1016/j.advengsoft.2022.103267 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1016/S0140-6736(00)02490-9 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: Environmental Science and Pollution Research - journal-article : 10.1007/s11356-018-2091-2 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Shao Y (2019) Distribution characteristics, controlling factors and ecological effects of Se in the geographical environment of small watershed in Guilin Se-enriched longevity area, Huazhong Agricultural University, Wuhan, 126 pp (in Chinese) | |
Not Yet Imported: - journal-article : 10.3390/su11020520 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | Song, Jiaping, Yuan, Linxi, Liu, Xiaodong, Liu, Yongxian, Wang, Zhangmin, Chen, Qingqing, Zhang, Zezhou, Long, Zedong, Lin, Jinyu, Yin, Xuebin (2022) Nematode structure and its indication in natural selenium-rich paddy soil of Guiping City, Guangxi ZhuangAutonomous Region. Chinese Science Bulletin, 67 (6) 537-547 doi:10.1360/tb-2021-0118 |
State Administration for Market Regulation of the People’s Republic of China (SAMRPRC), Standard Administration of the People’s Republic of China (SAPRC) (2008) Rich selenium paddy (GB/T 22499–2008), pp. 2 (in Chinese) | |
Not Yet Imported: - journal-article : 10.1007/s11104-009-0229-1 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Not Yet Imported: - journal-article : 10.1007/s11104-016-2900-7 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Tan J (1989) The atlas of endemic diseases and their environments in the People’s Republic of China. Science Press, Beijing (in Chinese) | |
![]() | Tang, Molan, Fan, Bolun, Yao, Lingyang, Bao, Zhengyu, Tian, Huan, Ma, Zhenzhen, An, Ziyi, Ma, Ming, Zhang, Hongyu, Fu, Zhongbiao (2020) Preparation and Certification of Reference Materials (GBW07397, GBW07398, GBW07399 and GBW07400) for Selenium and Other Trace Element Mass Fractions. Geostandards and Geoanalytical Research, 44 (2) 375-384 doi:10.1111/ggr.12311 |
Not Yet Imported: - journal-article : 10.1007/s11356-020-11448-x If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
Tang ML, Fan BL, Ma ZZ, Yao LY, An ZY, Ma M, Zhu XY, Bao ZY, Tian H (2023) Preparation of five selenium-rich soil reference materials, their Se, Cr, Ni, Zn, Cd, Pb mass fraction certifications and a study of Se geochemical fractionation. Atom Spectrosc 44(1):32–44 | |
Tang Y (2014) Bioavailability of red soil selenium in low mountains and hills and assessment on dietary selenium intake of the local residents, Nanchang University, Nanchang, 60 pp (in Chinese) | |
Tang M (2022) Preparation and improvement of selenium-enriched reference materials and selenium fractionation/species analysis and their applications, China University of Geosciences, Wuhan, 159 pp (in Chinese) | |
Tian H, Ma Z, Chen X, Zhang H, Bao Z, Wei C, Xie S, Wu S (2016) Geochemical characteristics of selenium and its correlation to other elements and minerals in selenium-enriched rocks in Ziyang County, Shaanxi Province. China J Earth Sci-China 27(5):763–776 | |
![]() | Ullah, Habib, Liu, Guijian, Yousaf, Balal, Ali, Muhammad Ubaid, Irshad, Samina, Abbas, Qumber, Ahmad, Rafay (2019) A comprehensive review on environmental transformation of selenium: recent advances and research perspectives. Environmental Geochemistry and Health, 41. 1003-1035 doi:10.1007/s10653-018-0195-8 |
![]() | Wang, Songshan, Liang, Dongli, Wang, Dan, Wei, Wei, Fu, Dongdong, Lin, Zhiqing (2012) Selenium fractionation and speciation in agriculture soils and accumulation in corn (Zea mays L.) under field conditions in Shaanxi Province, China. Science of The Total Environment, 427. 159-164 doi:10.1016/j.scitotenv.2012.03.091 |
![]() | Wang, Xi, An, Shi, Xu, Yaqing, Hou, Huping, Chen, Fuyao, Yang, Yongjun, Zhang, Shaoliang, Liu, Run (2019) A Back Propagation Neural Network Model Optimized by Mind Evolutionary Algorithm for Estimating Cd, Cr, and Pb Concentrations in Soils Using Vis-NIR Diffuse Reflectance Spectroscopy. Applied Sciences, 10. 51pp. doi:10.3390/app10010051 |
![]() | |
![]() | |
Not Yet Imported: - journal-article : 10.1016/j.scitotenv.2020.143358 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
![]() | |
![]() | |
![]() | |
![]() | |
![]() | Xie, Shuyun, Wan, Xiang, Dong, Jianbiao, Wan, Neng, Jiang, Xingnian, Carranza, Emmanuel John M., Wang, Xinqing, Chang, Liheng, Tian, Ye (2023) Quantitative prediction of potential areas likely to yield Se-rich and Cd-low rice using fuzzy weights-of-evidence method. Science of The Total Environment, 889. 164015 doi:10.1016/j.scitotenv.2023.164015 |
Xu H (2021) Evaluation of the relationship and bioavailability of selenium and cadmium in soil-rice system in high geochemical background area in Guangxi, Guangxi University, Nanning, 66 pp (in Chinese) | |
![]() | Yang, Qiong, Yang, Zhongfang, Zhang, Qizuan, Liu, Xu, Zhuo, Xiaoxiong, Wu, Tiansheng, Wang, Lei, Wei, Xueji, Ji, Junfeng (2021) Ecological risk assessment of Cd and other heavy metals in soil-rice system in the karst areas with high geochemical background of Guangxi, China. Science China Earth Sciences, 64 (7) 1126-1139 doi:10.1007/s11430-020-9763-0 |
Zhang J, Chen J, Huang S, Zhuo X (2016) Distribution characteristics of selenium content in rice and rhizosphere soil in Luzhai. Guangxi J South Agric 47(11):1856–1860 (in Chinese) | |
Zhang S, Song J, Cheng Y, Christie P, Long J, Liu L (2018) Derivation of reliable empirical models describing lead transfer from metal-polluted soils to radish (Raphanus sativa L.): Determining factors and soil criteria. Sci Total Environ 613–614:72–80 | |
![]() | Zhang, Jun, Huo, Zhitao, Mao, Cong, Gong, Hao, Dai, Liangliang, Zhang, Hongchao, Wu, Wenbing, Chen, Wei, Luo, Jie, Feng, Siyao (2024) Modeling the feasibility of Se-rich corn cultivation in Se-deficient agricultural fields using random forest algorithm. Environmental Geochemistry and Health, 46 (2) doi:10.1007/s10653-023-01831-1 |
![]() | Zhang, Liyue, Yu, Tao, Zheng, Guodong, Tang, Qifeng, Peng, Min, Li, Chang, Hou, Qingye, Yang, Zhongfang (2025) Using machine learning to predict selenium content in crops: Implications for soil health and agricultural land utilization in longevity regions. Science of The Total Environment, 964. doi:10.1016/j.scitotenv.2025.178520 |
![]() | |
![]() | Zhao, Wenhao, Ma, Jin, Liu, Qiyuan, Dou, Lei, Qu, Yajing, Shi, Huading, Sun, Yi, Chen, Haiyan, Tian, Yuxin, Wu, Fengchang (2023) Accurate Prediction of Soil Heavy Metal Pollution Using an Improved Machine Learning Method: A Case Study in the Pearl River Delta, China. Environmental Science & Technology, 57 (46) 17751-17761 doi:10.1021/acs.est.2c07561 |
Not Yet Imported: Frontiers in Ecology and Evolution - journal-article : 10.3389/fevo.2022.1031050 If you would like this item imported into the Digital Library, please contact us quoting Journal ID | |
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