• The Core Journal of China
  • Included in Chinese Science Citation Database
  • The Key Magazine of China technology
  • Frontrunner 5000—Top Articles in Outstanding S&T Journals of China
  • Included in Scopus
  • Included in Chemical Abstracts (CA)
  • Included in Russian Abstract Journal (AJ)
Advanced Search
YUAN Jian-fei, DENG Guo-shi, XU Fen, TANG Ye-qi, LI Peng-yue. The multivariate statistical analysis of chemical characteristics and influencing factors of karst groundwater in the northern part of Bijie City, Guizhou Province[J]. GEOLOGY IN CHINA, 2016, 43(4): 1446-1456. DOI: 10.12029/gc20160428
Citation: YUAN Jian-fei, DENG Guo-shi, XU Fen, TANG Ye-qi, LI Peng-yue. The multivariate statistical analysis of chemical characteristics and influencing factors of karst groundwater in the northern part of Bijie City, Guizhou Province[J]. GEOLOGY IN CHINA, 2016, 43(4): 1446-1456. DOI: 10.12029/gc20160428

The multivariate statistical analysis of chemical characteristics and influencing factors of karst groundwater in the northern part of Bijie City, Guizhou Province

Funds: 

Supported by China Geological Survey Program 12120113052500

Supported by China Geological Survey Program 12120114030301

More Information
  • Author Bio:

    YUAN Jian-fei, male, born in 1983, doctor, engineer, majors in groundwater science and engineering, engages in research on hydrogeology and hydrogeochemistry; E-mail: jianfeiyuan@163.com

  • Received Date: June 28, 2015
  • Revised Date: October 14, 2015
  • Available Online: September 25, 2023
  • Cluster analysis and factor analysis were used to identify the chemical characteristics and influencing factors of karst groundwater samples collected from northern Bijie City in October, 2013. The results indicated that, due to the influence of geographical factors, water-rock interaction, soil and natural processes and human activity, the karst groundwater exhibited spatial variability, and there was significant variation in the chemical composition. Moreover, the essential hydrochemical characteristics(82%) and geochemical processes of groundwater can be explained by geographical factors, water-rock interaction, soil and natural processes and human activity. Among them, the water-rock interaction and human activity were the crucial influence factors. The HCO3-, SO42-, Ca2+ and Mg2+ in groundwater mainly came from the dissolution of carbonate rocks, and the mining activity was another source. In addition, the factors of soil and water-rock interactions controlled the concentrations of Mg2+, HCO3- and CO2. The concentrations of Cl-, K+, Na+ and NO3- in groundwater were mainly influenced by human activities, including runoff of fertilizer and manure, pesticide application and discharge of sewage. The results are instructive for understanding the hydrochemical characteristics of karst groundwater in southwest China, and hence can improve local government's management and utilization of groundwater.

  • [1]
    杨平恒, 袁道先, 叶许春, 等.降雨期间岩溶地下水化学组分的来源及运移路径[J].科学通报, 2013, 58(18):1755-1763. http://www.cnki.com.cn/Article/CJFDTOTAL-KXTB201318011.htm

    Yang Pingheng, Yuan Daoxian, Ye Xuchun, et al.Sources and migration path of chemical compositions in a karst groundwater system during rainfall events[J].Chinese Science Bulletin, 2013, 58(18):1755-1763(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-KXTB201318011.htm
    [2]
    袁道先.我国西南岩溶石山的环境地质问题[J].世界科技研究与发展, 1997, 19:41-43. http://www.cnki.com.cn/Article/CJFDTOTAL-SJKF199705009.htm

    Yuan Daoxian.On the environmental and geologic problems of karst mountains and rocks in the southwest China[J].World Scitech R & D, 1997, 19:41-43(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-SJKF199705009.htm
    [3]
    张彦林, 李生永, 付东林, 等.陇东盆地西部岩溶地下水形成机制研究[J].中国地质, 2006, 33(6):1393-1399. http://www.cnki.com.cn/Article/CJFDTOTAL-DIZI200606025.htm

    Zhang Yanlin, Li Shengyong, Fu Donglin, et al.Formation mechanism of karst groundwater in the western Longdong basin, northwestern China[J].Geology in China, 2006, 33(6):1393-1399(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-DIZI200606025.htm
    [4]
    袁道先, 薛禹群, 傅家谟.防止我国西南岩溶地区地下河变成"下水道"的对策与建议[J].中国科学院院士建议, 2007, 4:1-14. http://d.wanfangdata.com.cn/ExternalResource-zgyr201003017%5e7.aspx

    Yuan Daoxian, Xie Yuqun, Fu Jiamo.Suggestion for preventing underground river to sewer in the karst area of southwest China[J].Suggestions of academician of Chinese Academy of Sciences, 2007, 4: 1-14(in Chinese). http://d.wanfangdata.com.cn/ExternalResource-zgyr201003017%5e7.aspx
    [5]
    鲁孟胜, 韩宝平, 武凡, 等.鲁西南地区高氟地下水特征及成因探讨[J].中国地质, 2014, 41(1):294-302. http://www.cnki.com.cn/Article/CJFDTOTAL-DIZI201401025.htm

    Lu Mengsheng, Han Baoping, Wu Fan, et al.Characteristics and genesis of high-fluorine groundwater in southwestern Shandong Province[J].Geology in China, 2014, 41(1):294-302(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-DIZI201401025.htm
    [6]
    朱琳, 苏小四.吉林西部地区第四系潜水水质影响因素的R型因子分析[J].地球科学与环境学报, 2006, 28(1):51-56. http://www.cnki.com.cn/Article/CJFDTOTAL-XAGX200601011.htm

    Zhu Lin, Su Xiaosi.Application of R-mode analysis in determining influencing factors of Quaternary unconfined groundwater quality in west area of Jilin Province[J].Journal of Earth Science and Environment, 2006, 28(1):51-56(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-XAGX200601011.htm
    [7]
    董维红, 苏小四, 侯光才, 等.鄂尔多斯白垩系地下水盆地地下水水化学类型的分布规律[J].吉林大学学报(地球科学版), 2007, 37(2):288-292. http://www.cnki.com.cn/Article/CJFDTOTAL-CCDZ200702014.htm

    Dong Weihong, Su Xiaosi, Hou Guangcai, et al.Distribution law of groundwater hydrochemical type in the Ordos Cretaceous artesian basin[J].Journal of Jilin University (Earth Science Edition), 2007, 37(2):288-292(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-CCDZ200702014.htm
    [8]
    Chen Kouping, Jiao Jiu Jiu, Huang Jiaming, et al.Multivariate statistical evaluation of trace elements in groundwater in a coastal area in Shenzhen, China[J].Environmental Pollution, 2007, 147(3):771-780. doi: 10.1016/j.envpol.2006.09.002
    [9]
    Cloutier V, Lefebvre R, Therrien R, et al.Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system[J].Journal of Hydrology, 2008, 353(3):294-313. http://cn.bing.com/academic/profile?id=1966339450&encoded=0&v=paper_preview&mkt=zh-cn
    [10]
    黄科云, 刘德深, 马祖陆, 等.云南鹤庆西山岩溶地下水主要离子雨季和旱季对比及来源分析[J].地球与环境, 2015, 43(2):183-189. http://www.cnki.com.cn/Article/CJFDTOTAL-DZDQ201502007.htm

    Huang Keyun, Liu Desheng, Ma Zulu, et al.Major ion chemistry and their sources of karstic ground water from the Heqing west mountain, China during flood and dry seasons[J].Earth and Environment, 2015, 43(2):183-189(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-DZDQ201502007.htm
    [11]
    蒋勇军, 吴月霞, Chris Groves, 等.利用因子分析确定岩溶地下河系统水质的影响因素[J].水文地质工程地质, 2009, (4):1-7. http://www.cnki.com.cn/Article/CJFDTOTAL-SWDG200904003.htm

    Jiang Yongjun, Wu Yuexia, Chris Groves, et al.Identification of influencing factors of groundwater quality variation using factor analysis[J].Hydrogeology & Engineering Geology, 2009, (4):1-7(in Chinese with English abstract) http://www.cnki.com.cn/Article/CJFDTOTAL-SWDG200904003.htm
    [12]
    鲁守刚, 邓娅敏, 张美雁, 等.基于多元统计分析的高砷地下水水化学特征研究-以内蒙古杭锦后旗为例[J].中国农村水利水电, 2014, (12):40-44. http://www.docin.com/p-1143781047.html

    Lu Shougang, Deng Yamin, Zhang Meiyan, et al.Application of multivariate statistical analysis to research hydrogeochemistry of high arsenic groundwater:A case study at Hangjinhouqi, Inner Mongolis[J].China Rural Water and Hydropower, 2014, (12):40-44(in Chinese with English abstract). http://www.docin.com/p-1143781047.html
    [13]
    章光新, 邓伟, 何岩, 等.中国东北松嫩平原地下水水化学特征与演变规律[J].水科学进展, 2006, 17(1):20-28. http://www.cnki.com.cn/Article/CJFDTOTAL-SKXJ200601003.htm

    Zhang Guangxin, Deng Wei, He Yan, et al.Hydrochemical characteristics and evolution laws of groundwater in Songnen Plain, Northeast China[J].Adveces in Water Science, 2006, 17(1):20-28(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-SKXJ200601003.htm
    [14]
    沈照理, 王焰新.水-岩相互作用研究的回顾与展望[J].地球科学:中国地质大学学报, 2002, 27(2):127-133. http://d.wanfangdata.com.cn/Periodical/dqkx200202001

    Sheng Zhaoli, Wang Yanxin.Review and outlook of water-rock interaction studies[J].Earth Science——Journal of China University of Geosciences, 2002, 27(2):127-133(in Chinese with English abstract). http://d.wanfangdata.com.cn/Periodical/dqkx200202001
    [15]
    张东, 李成杰, 刘运涛, 等.基于多元统计的淮河中上游农业区地下水水质控制因素分析[J].安全与环境学报, 2011, 11(6):135-140. http://www.cnki.com.cn/Article/CJFDTOTAL-AQHJ201106035.htm

    Zhang Dong, Li Chengjie, Liu Yuntao, et al.Multivariate statistical analysis of the factors affecting the groundwater quality of agricultural regions in the upper and middle reaches of Huaihe River[J].Journal of Safety and Environment, 2011, 11(6):135-140(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-AQHJ201106035.htm
    [16]
    吴春勇, 苏小四, 郭金淼, 等.鄂尔多斯沙漠高原白垩系地下水水化学演化的多元统计分析[J].世界地质, 2011, 30(2):244-253. http://www.cnki.com.cn/Article/CJFDTOTAL-SJDZ201102012.htm

    Wu Chunyong, Su Xiaosi, Guo Jinmiao, et al.Multivariate statistical analysis of hydrogeochemical evolution of groundwater in Cretaceous aquifer Ordos desert plateau[J].Global Geology, 2011, 30(2):244-253(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-SJDZ201102012.htm
    [17]
    Lambrakis N, Antonakos A, Panagopoulos G.The use of multicomponent statistical analysis in hydrogeological environmental research[J].Water Research, 2004, 38(7):1862-1872. doi: 10.1016/j.watres.2004.01.009
    [18]
    Olmez I, Beal J W, J.Villaume F. A new approach to understanding multiple-source groundwater contamination:Factor analysis and chemical mass balances[J].Water Research, 1994, 28(5):1095-1101. doi: 10.1016/0043-1354(94)90195-3
    [19]
    Liu Chenwuing, Lin Kaohung, Kuo Yiming.Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan[J].Science of the Total Environment, 2003, 313(1):77-89. http://cn.bing.com/academic/profile?id=2164303307&encoded=0&v=paper_preview&mkt=zh-cn
    [20]
    Mouser P J, Rizzo D M, Röling W F M, et al.A multivariate statistical approach to spatial representation of groundwater contamination using hydrochemistry and microbial community profiles[J].Environmental Science & Technology, 2005, 39(19):7551-7559. http://cn.bing.com/academic/profile?id=2017943155&encoded=0&v=paper_preview&mkt=zh-cn
    [21]
    Zeng Xiaoqing, Rasmussen T C.Multivariate statistical characterization of water quality in Lake Lanier, Georgia, USA[J].Journal of Environmental Quality, 2005, 34(6):1980-1991. doi: 10.2134/jeq2004.0337
    [22]
    Helstrup T, Jørgensen N, Banoeng Yakubo B.Investigation of hydrochemical characteristics of groundwater from the Cretaceous-Eocene limestone aquifer in southern Ghana and southern Togo using hierarchical cluster analysis[J].Hydrogeology Journal, 2007, 15(5):977-989. doi: 10.1007/s10040-007-0165-1
    [23]
    杨平恒, 袁道先, 袁文昊, 等.以PCA揭示降雨期间岩溶地下水文地球化学的形成[J].科学通报, 2010, 55(9):788-797. http://www.cnki.com.cn/Article/CJFDTOTAL-KXTB201009011.htm

    Yang Pingheng, Yuan Daoxian, Yuan Wenhao, et al.Formations of groundwater hydrogeochemistry in a karst system during storm events as revealed by PCA[J].Chinese Science Bulletin, 2010, 55(9):788-797(in Chinese). http://www.cnki.com.cn/Article/CJFDTOTAL-KXTB201009011.htm
    [24]
    袁建飞, 邓国仕, 徐芬, 等.毕节市北部岩溶地下水水文地球化学特征[J].水文地质工程地质, 2016, 43(1):12-21. http://www.cnki.com.cn/Article/CJFDTOTAL-SWDG201601004.htm

    Yuan Jianfei, Deng Guoshi, Xu Fen, et al.Hydrogeochemical characteristics of karst groundwater in the northern part of Bijie City[J].Hydrogeology & Engineering Geology, 2016, 43(1):12-21(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-SWDG201601004.htm
    [25]
    邓国仕, 唐业旗, 李鹏岳, 等.乌蒙山片区1:5万海子街幅水文地质环境地质调查报告[R].成都:中国地质调查局成都地质调查中心, 2015:176-177.

    Deng Guoshi, Tang Yeqi, Li Pengyue, et al.An Investigation Reports of 1:50000 Hydrogeology and Environmental Geology Survey in the Wumeng Mountain[R].Chengdu:Chengdu Center, China Geological Survey, 2015:176-177(in Chinese).
    [26]
    Yadav I, Devi N, Mohan D, et al.Groundwater classification using multivariate statistical methods:Birimian Basin, Ghana[J].Journal of Environmental Engineering, 2010, 136(12):1379-1388. doi: 10.1061/(ASCE)EE.1943-7870.0000291
    [27]
    Omo-Irabor O O, Olobaniyi S B, Oduyemi K, et al.Surface and groundwater water quality assessment using multivariate analytical methods:A case study of the Western Niger Delta, Nigeria[J].Physics and Chemistry of the Earth, Parts A/B/C, 2008, 33(8):666-673. http://cn.bing.com/academic/profile?id=2005013544&encoded=0&v=paper_preview&mkt=zh-cn
    [28]
    张伟敬, 孙晓明, 柳富田, 等.曹妃甸地区地下水水化学特征及影响因素的R型因子分析[J].安全与环境工程, 2010, 17(1):1-5. http://www.cnki.com.cn/Article/CJFDTOTAL-KTAQ201001002.htm

    Zhang Weijing, Sun Xiaoming, Liu Futian, et al.Application of R-mode analysis on chemical characters and influential factors of Quaternary groundwater in Caofeidian area[J].Safety and Environmental Engineering, 2010, 17(1):1-5(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-KTAQ201001002.htm
    [29]
    曹敏, 沈立成, 肖琼, 等.基于SPSS的岩溶地下水质变化及其影响因素——以重庆市金佛山表层岩溶地下水为例[J].湖南师范大学自然科学学报, 2012, 35(2):82-87. http://www.cnki.com.cn/Article/CJFDTOTAL-HNSZ201202018.htm

    Cao Min, Shen Licheng, Xiao Qiong, et al.Application of factor analysis in the assessment of influence factors of karst groundwater quality[J].Journal of Natural Science of Hunan Normal University, 2012, 35(2):82-87(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-HNSZ201202018.htm
    [30]
    郝春明, 何培雍, 王议, 等.煤炭开采后峰峰矿区奥陶系岩溶水硫酸盐演化过程研究[J].中国岩溶, 2014, 33(4):425-431. http://www.cnki.com.cn/Article/CJFDTOTAL-ZGYR201404007.htm

    Hao Chunming, He Peiyong, Wang Yi, et al.Study on the evolutionary process of sulfate concentration in Ordovician karst water after coal mining in Fengfeng mine[J].Carsologica Sinica, 2014, 33(4):425-431(in Chinese with English abstract) http://www.cnki.com.cn/Article/CJFDTOTAL-ZGYR201404007.htm
    [31]
    沈杨, 何江涛, 王俊杰, 等.基于多元统计方法的地下水水化学特征分析:以沈阳市李官堡傍河水源地为例[J].现代地质, 2013, 27(2):440-447. http://www.cnki.com.cn/Article/CJFDTOTAL-XDDZ201302024.htm

    Sheng Yang, He Jiangtao, Wang Junjie, et al.Hydrochemical characteristics of groundwater based on multivariate statistical analyses:Taking the Liguanpu Ripanian wellhead area in Shenyang city for example[J].Geoscience, 2013, 27(2):440-447(in Chinese with English abstract). http://www.cnki.com.cn/Article/CJFDTOTAL-XDDZ201302024.htm

Catalog

    Article views (4253) PDF downloads (5666) Cited by()

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return