基于主成分分析的西南山区典型河道型水库富营养化评价讨论

廖宁 李洪 张陵蕾 陈旻 黄文典

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中国农村水利水电 ›› 2019 ›› (11) : 104-109.
水环境与水生态

基于主成分分析的西南山区典型河道型水库富营养化评价讨论

  • 廖 宁1 ,李 洪2 ,李 嘉1 ,张陵蕾1 ,陈 旻1 ,黄文典1 
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Eutrophication Evaluation of Typical River Reservoirs in Southwest Mountainous Areas Based on Principal Component Analysis

  • LIAO Ning1 ,LI Hong2 ,LI Jia1 ,ZHANG Ling-lei 1 ,CHEN Min1 ,HUANG Wen-dian1 
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摘要

为了解西南山区典型河道型水库的营养状态变化规律,并探究一种更为适合河道型水库、可靠的富营养化评价方法,本文以紫坪铺水库为例,基于2015年8月~2018年1月连续30个月对水库7个点位的跟踪监测,运用主成分分析法判别营养状态变化的主控因子及进行评价讨论,结果表明:①水库水体中藻类存在明显的演替规律,甲藻优势度下降14%,绿藻优势度上升26%;②通过主成分分析发现,水库中藻类、营养状态变化的主控因子为DO、NH3-H、TP和TN;③与常规的综合营养状态法相比,主成分分析法得出的评价结果更为可靠,与藻密度值、藻类皮娄指数的相关性各提高了0.338、0.279;④运用多元线性回归得到了水库藻类快速估算公式,通过6个月的实测值检验,公式误差可控制在45%以内。在更加全面准确、客观地反映水库营养状态上具有一定的研究意义。

Abstract

To gain insight into the change law of nutrient status of typical channel reservoirs in the southwest mountainous area of China, and to look for a more resilient, reliable evaluation method for eutrophication in channel reservoirs, this paper adopts PCA (principal component analysis) in a way that helps identify key factors that control the change of nutrient status and evaluate and discuss the results on the basis of a case study in Zipingpu Reservoir in which 7 locations of the reservoir are subject to tracking and monitoring for 30 months from August 2015 to January 2018. The results suggest that, ①The algae in the water of Reservoir clearly features evolutionary changes 14% decline in the dominance of dinoflagellate means 26% rise in the dominance of chlorophyta; ②PCA finds that the main control factors related to the changes of algae and nutrient status turn out to be DO, NH3-H, TP, TN; ③In comparison to the conventional method focusing on the comprehensive trophic status, PCA is able to deliver a more reliable evaluation result marked by an increase of 0.338 in the correlation with algae density and an increase of 0.279 in the evenness index of algae. ④A formula of flash estimation for algae in the reservoir is developed by using multivariate linear regression, with errors in the formula being controlled within 45% through a 6-month test on measured value. In this case, the paper bears certain research significance to reflecting the nutrient status of reservoir in a more comprehensive, accurate and objective way.

关键词

河道型水库 / 营养状态 / 主成分分析 / 藻类演替 / 估算公式

Key words

river type reservoir / nutritional status / principal component analysis / algae succession / estimation formula

基金

国家自然科学基金项目( 51679156) ; 国家自然科学基金 重大研究计划项目( 91547211) 。

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廖宁 李洪 张陵蕾 陈旻 黄文典. 基于主成分分析的西南山区典型河道型水库富营养化评价讨论[J].中国农村水利水电, 2019(11): 104-109
LIAO Ning, LI Hong, LI Jia, ZHANG Ling-lei, CHEN Min, HUANG Wen-dian. Eutrophication Evaluation of Typical River Reservoirs in Southwest Mountainous Areas Based on Principal Component Analysis[J].China Rural Water and Hydropower, 2019(11): 104-109

参考文献

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