基于主成分分析法的黄河流域水环境评价
Water Environment Assessment of the Yellow River Basin Based on Principal Component Analysis
DOI: 10.12677/JWRR.2023.123029, PDF, 下载: 163  浏览: 259 
作者: 宣炳旭, 金建平, 杨玉洁, 赵永杰*:河北师范大学汇华学院,河北 石家庄
关键词: 主成分分析环境评价黄河流域Principal Component Analysis Environmental Assessment Yellow River Basin
摘要: 本研究的主要目的是找出黄河流域水污染时空状况变化。首先,选择化学需氧量、氨氮、总氮、总磷、石油类排放量、废水治理设施处理能力作为评价指标,综合2011~2021年的数据,基于主成分分析法,对黄河十年水环境质量进行排名,得到2021年是黄河流域水环境的最优年份。然后,结合黄河流域断面监测站数据,选取5个水质指标,建立2021年黄河流域各断面监测站的水环境模型。最后,利用各断面监测站的水环境模型,得到影响各断面水质的主要污染物。通过对黄河流域污染的研究,可以得出以下结论:十年间,黄河流域水环境稳中向好;2021年,磴口、泺口断面水环境较差。
Abstract: The main objective of this study is to find out the changes of spatial and temporal conditions of water pollution in the Yellow River basin. Firstly, the total chemical oxygen demand, total ammonia nitrogen, total nitrogen, total phosphorus, petroleum discharge, and treatment capacity of wastewater treatment facilities were selected as evaluation indexes, the data from 2011~2021 were integrated and ranked based on principal component analysis to obtain the decadal water environment quality of the Yellow River basin, and water environment in 2021 is the best. Then, five water quality indicators were selected by combining the data from the Yellow River basin cross-sectional monitoring stations, and the water environment model of each cross-sectional monitoring station in the Yellow River basin in 2021 was established. Finally, the main pollutants affecting the water quality of each section were obtained by using the water environment model of each section monitoring station. Through the study of pollution in the Yellow River basin, we can draw the following conclusions: the water environment in the Yellow River basin is steadily improving during the decade, while the water environment at Dengkou and Luokou cross-sections is poor in 2021.
文章引用:宣炳旭, 金建平, 杨玉洁, 赵永杰. 基于主成分分析法的黄河流域水环境评价[J]. 水资源研究, 2023, 12(3): 256-266. https://doi.org/10.12677/JWRR.2023.123029

参考文献

[1] 王志敏. 黄河水质污染现状及评价[J]. 人民黄河, 1980(5): 63-67. WANG Zhimin. Status and evaluation of water pollution in the Yellow River. Yellow River, 1980(5): 63-67. (in Chinese)
[2] 郭新强. 基于主成分分析法的福建某滨海场地地下水水质评价[J]. 地下水, 2022, 44(6): 17-19. GUO Xinqiang. Assessment of quality of groundwater in a coastal area of Fujian Province based on principle component analysis. Groundwater, 2022, 44(6): 17-19. (in Chinese)
[3] AYDIN, H., USTAOGLU, F., TEPE, Y. and SOYLU, E. N. Assessment of water quality of streams in northeast Turkey by water quality index and multiple statistical methods. Environmental Forensics, 2020, 22: 270-287.
https://doi.org/10.1080/15275922.2020.1836074
[4] 邢静, 张越, 陈彦磊, 徐波, 蒋浩, 李睿. 基于主成分分析法的黄河流域国控断面水质评价[J]. 节水灌溉, 2013(10): 31-34. XING Jing, ZHANG Yue, CHEN Yanblei, XU Bo, JIANG Hao and LI Rui. Water quality assessment of state-controlled section in the Yellow River Basin based on principle component analysis. Water Saving Irrigation, 2013(10): 31-34. (in Chinese)
[5] 刘潇, 薛莹, 纪毓鹏, 徐宾铎, 任一平. 基于主成分分析法的黄河口及其邻近水域水质评价[J]. 中国环境科学, 2015, 35(10): 3187-3192. LIU Xiao, XUE Ying, JI Yupeng, XU Binduo and REN Yiping. Water quality assessment of the Yellow River estuary and its adjacent waters based on principle component analysis. China Environmental Science, 2015, 35(10): 3187-3192. (in Chi-nese)
[6] 吕欣格, 田剑南, 王超, 张琨. 基于主成分分析法的黄河呼和浩特段水环境质量评价[J]. 环境与发展, 2016, 28(5): 15-20+35. LV Xinge, TIAN Jiannan, WANG Chao and ZHANG Kun. Water environment quality assessment of the Hohhot Section of the Yellow River based on principal component analysis. Environment and Development, 2016, 28(5): 15-20+35. (in Chinese)
[7] 李国华, 李畅游, 史小红, 赵胜男, 全栋. 基于主成分分析及水质标识指数法的黄河托克托段水质评价[J]. 水土保持通报, 2018, 38(6): 310-314+321.
https://doi.org/10.13961/j.cnki.stbctb.2018.06.047 LI Guohua, LI Changyou, SHI Xiaohong, ZHAO Shengnan and QUAN Dong. Water quality evaluation of the Tuoketuo section of the Yellow River based on principal component analysis and water quality identification index method. Bulletin of Soil and Water Conservation, 2018, 38(6): 310-314+321.
https://doi.org/10.13961/j.cnki.stbctb.2018.06.047 (in Chinese)
[8] 刘彦龙, 郑易安. 黄河干流水质评价与时空变化分析[J]. 环境科学, 2022, 43(3): 1332-1345. LIU Yanlong, ZHENG Yian. Water quality evaluation and spatio-temporal variation analysis of the main stream of the Yellow River. Environmental Science, 2022, 43(3): 1332-1345. (in Chinese)
[9] MAHLKNECHT, J., STEINICH, B. and DE LEÓN, I. N. Groundwater chemistry and mass transfers in the independence aquifer, central Mexico, by using multivariate statistics and mass-balance models. Environmental Geology, 2004, 45: 781-795.
https://doi.org/10.1007/s00254-003-0938-3
[10] 胡汉舟, 孙守亮. 中国环境统计年鉴2021[M]. 北京: 中国统计出版社, 2021: 4-5. HU Hanzhou, SUN Shouliang. China statistical yearbook on environment in 2021. Beijing: China Statistics Press, 2021: 4-5. (in Chinese)
[11] KUMAR, M., RAMANATHAN, A., RAO, M. S. and KUMAR, B. Identification and evaluation of hydrogeochemical processes in the ground-water environment of Delhi, India. Environmental Geology, 2006, 50: 1025-1039.
https://doi.org/10.1007/s00254-006-0275-4
[12] 巴彦淖尔农牧. “四控”行动推动磴口县农业绿色高效发展[EB/OL]. https://www.sohu.com/a/406004605_765815, 2020-07-06. Bayannur Agriculture and Animal Husbandry. The “four control” action promotes the green and efficient development of agriculture in Dengkou County. https://www.sohu.com/a/406004605_765815, 2020-07-06. (in Chinese)
[13] 王紫丁. 坚持改革创新发挥农垦优势引领示范河套灌区现代农业发展[N]. 巴彦淖尔日报(汉), 2020-06-18(001). WANG Ziding. Adhere to reform and innovation, leverage the advantages of agricultural reclamation, lead the development of modern agriculture in demonstration Hetao Irrigation District. Bayannur Daily (Han), 2020-06-18(001). (in Chinese)
[14] 市生态环境局规划科. 关于发布《兰州市第二次全国污染源普查公报》的公告[EB/OL]. http://sthjj.lanzhou.gov.cn/art/2020/12/30/art_6035_959969.html, 2022-10-12. Planning Department of the Municipal Ecological Environment Bureau. Announcement on the announcement of the second national pollution source census in Lanzhou City. http://sthjj.lanzhou.gov.cn/art/2020/12/30/art_6035_959969.html, 2022-10-12. (in Chinese)
[15] 崔珍妮. 2021年汛前黄河调水调沙开始[EB/OL]. https://m.gmw.cn/2021-06/19/content_1302367265.htm, 2021-06-19. CUI Zhenni. Starting of Yellow River water and sediment diversion before 2021 flood. https://m.gmw.cn/2021-06/19/content_1302367265.htm, 2021-06-19. (in Chinese)
[16] 侯传莹, 易雨君, 宋劼, 杨雨风. 小浪底水库水沙调控对下游河道水质的影响[J]. 人民黄河, 2019, 41(8): 32-37. HOU Chuanying, YI Yujun, SONG Jie and YANG Yufeng. The impact of water and sediment regulation in Xiaolangdi Reservoir on downstream river water quality. Yellow River, 2019, 41(8): 32-37. (in Chinese)