Spring-summer dynamics of chlorophyll-a and its hydrological and water quality drivers at the dam forebay of Huating lake reservoir

DONG Jiang, FAN Zhong-ya, HUANG Lu, LI Dan, YANG Meng-di, QIU Yi-xuan, WANG Biao, DUAN Bin, WANG Wen-cai

China Environmental Science ›› 2026, Vol. 46 ›› Issue (3) : 1499-1508.

PDF(1979 KB)
PDF(1979 KB)
China Environmental Science ›› 2026, Vol. 46 ›› Issue (3) : 1499-1508.
Environmental Ecology

Spring-summer dynamics of chlorophyll-a and its hydrological and water quality drivers at the dam forebay of Huating lake reservoir

  • DONG Jiang1, FAN Zhong-ya2, HUANG Lu2, LI Dan2, YANG Meng-di2, QIU Yi-xuan1, WANG Biao1, DUAN Bin3, WANG Wen-cai2
Author information +
History +

Abstract

Using high-frequency continuous monitoring data collected at the dam forebay of Huating Lake from April to June 2022, this study quantified chlorophyll-a (Chl.a) dynamics and examined its phase-dependent responses to hydrological and water-quality drivers during phytoplankton growth and decline stages. Principal component analysis, multivariate correlation analysis, and partial least squares structural equation modeling (PLS-SEM) were integrated to disentangle the relative contributions and interaction pathways of these drivers. Chl.a concentrations ranged from 6.54 to 65.90µg/L (mean: (34.62±12.14)µg/L), exhibiting a pronounced unimodal temporal pattern. The dominant controls on Chl.a differed substantially between growth and decline phases. During the growth phase, Chl.a variability was primarily driven by the combined effects of nutrient availability—especially total phosphorus (TP) and permanganate index (CODMn)—and hydrological processes, including water-level fluctuations and outflow discharge. In contrast, Chl.a dynamics during the decline phase were mainly regulated by pH and total nitrogen (TN), indicating a shift in controlling mechanisms across phytoplankton life stages. PLS-SEM results showed that water-quality factors exerted significant positive direct effects on Chl.a in both phases (standardized path coefficients: 0.729 in the growth phase and 0.941 in the decline phase). Hydrological factors did not directly affect Chl.a but influenced it indirectly through water-quality pathways, producing a negative indirect effect during the growth phase (-0.780) and a positive indirect effect during the decline phase (0.583). Variable-level analysis identified CODMn and TP, together with outflow discharge and water level, as key drivers during the growth phase, whereas pH, TP, TN, CODMn, and water level dominated during the decline phase.

Key words

reservoir / chlorophyll a / hydrology / water quality / phytoplankton

Cite this article

Download Citations
DONG Jiang, FAN Zhong-ya, HUANG Lu, LI Dan, YANG Meng-di, QIU Yi-xuan, WANG Biao, DUAN Bin, WANG Wen-cai. Spring-summer dynamics of chlorophyll-a and its hydrological and water quality drivers at the dam forebay of Huating lake reservoir[J]. China Environmental Science. 2026, 46(3): 1499-1508

References

[1] Li N X, Zhang Y, Wang L, et al. Linking water environmental factors and the local watershed landscape to the chlorophyll a concentration in reservoir bays [J]. Science of The Total Environment, 2020,758: 143617.
[2] Shi X H, Yan H F, Zhang S N, et al. Impacts of environmental factors on chlorophyll-a in lakes in cold and arid regions: A 10-year study of Wuliangsuhai Lake, China [J]. Ecological Indicators, 2023,148: 110133.
[3] Zhang H X, Huo S L, Feng L, et al. Geographic characteristics and meteorological factors dominate the variation of chlorophyll-a in lakes and reservoirs with higher TP concentrations [J]. Water Resources Research, 2024,60(6):e2023WR036587.
[4] Shi J H, Ni L X, Liu J M, et al. Spatiotemporal distribution of phytoplankton community structure and its relationship with environmental factors in Hongze Lake, China [J]. Urban Climate, 2023,52:101746.
[5] 彭成荣,陈磊,毕永红,等.三峡水库洪水调度对香溪河藻类群落结构的影响 [J]. 中国环境科学, 2014,34(7):1863-1871. Peng C R, Chen L, Bi Y H, et al. Effects of flood regulation in the Three Gorges Reservoir on phytoplankton community structure in the Xiangxi River [J]. China Environmental Science, 2014,34(7):1863- 1871.
[6] 张辉,彭宇琼,邹贤妮,等.新丰江水库浮游植物功能分组特征及其与环境因子的关系 [J]. 中国环境科学, 2022,42(01):380-392.DOI: 10.19674/j.cnki.issn1000-6923.20210721.002. Zhang H, Peng Y Q, Zou X N, et al. Functional group characteristics of phytoplankton and their relationships with environmental factors in Xinfengjiang Reservoir [J]. China Environmental Science, 2022,42(1): 380-392.DOI:10.19674/j.cnki.issn1000-6923.20210721.002.
[7] 张萍,国超旋,俞洁,等.钱塘江干流夏季浮游藻类群落结构特征及其对水文气象的响应 [J]. 湖泊科学, 2022,34(2):418-432. Zhang P, Guo C X, Yu J, et al. Characteristics of phytoplankton community structure and its response to hydrological and meteorological conditions in the mainstream of Qiantang River in summer [J]. Journal of Lake Sciences, 2022,34(2):418-432.
[8] 方灵超,任玉峰,毕永红,等.三峡水库香溪河库湾浮游藻类功能群对水位变化的响应 [J]. 湖泊科学, 2023,35(5):1538-1548. Fang L C, Ren Y F, Bi Y H, et al. Response of phytoplankton functional groups to water level changes in Xiangxi River Bay of Three Gorges Reservoir [J]. Journal of Lake Sciences, 2023,35(5): 1538-1548.
[9] 严广寒,殷雪妍,汪星,等.基于GAM模型的洞庭湖叶绿素a浓度与环境因子相关性分析 [J]. 中国环境科学, 2022,42(01):313-322. DOI:10.19674/j.cnki.issn1000-6923.20210709.004. Yan G H, Yin X Y, Wang X, et al. Relationship of chlorophyll a concentration and environmental factors in Dongting Lake based on GAM model [J]. China Environmental Science, 2022,42(1):313-322. DOI:10.19674/j.cnki.issn1000-6923.20210709.004.
[10] 龙良红,黄宇擘,关文海,等.水动力过程驱动的三峡水库澎溪河水华生消机制 [J]. 中国环境科学, 2025,45(6):3245-3255.DOI:10. 19674/j.cnki.issn1000-6923.2025.0083. Long L H, Huang Y B, Guan W H, et al. Mechanism of algal bloom formation and disappearance in Pengxi River of Three Gorges Reservoir driven by hydrodynamic processes [J]. China Environmental Science, 2025,45(6):3245-3255.DOI:10.19674/j.cnki.issn1000-6923. 2025.0083.
[11] Gao W Q, Zhang X X, Li Y Y, et al. Water quality and habitat drive phytoplankton taxonomic and functional group patterns in the Yangtze River [J]. Ecological Processes, 2024,13(1):144-158.
[12] 贺玉晓,买思婕,任玉芬,等.丹江口水库真核浮游藻类群落分布特征及其与环境因子的关系 [J]. 环境科学, 2022,43(11):5096-5105. DOI:10.13227/j.hjkx.202112135. He Y X, Mai S J, Ren Y F, et al. Distribution characteristics of eukaryotic planktonic algae community and its relationship with environmental factors in Danjiangkou Reservoir [J]. Environmental Science, 2022,43(11):5096-5105.DOI:10.13227/j.hjkx.202112135.
[13] Jiang Z, Chen J, Zhou F, et al. Controlling factors of summer phytoplankton community in the Changjiang (Yangtze River) Estuary and adjacent East China Sea shelf [J]. Continental Shelf Research, 2015,10171-84.
[14] 任鹏,范中亚,杨忠勇,等.沿江城市中小型闸控通江湖泊总磷变化特征及成因分析——以安庆市石塘湖为例 [J]. 湖泊科学, 2023, 35(4):1359-1370. Ren P, Fan Z Y, Yang Z Y, et al. Characteristics and causes of total phosphorus variation in small and medium-sized controlled lakes along the river—A case study of Shitang Lake in Anqing City [J]. Journal of Lake Sciences, 2023,35(4):1359-1370.
[15] Marañón E, Lorenzo M P, Cermeño P, et al. Nutrient limitation suppresses the temperature dependence of phytoplankton metabolic rates [J]. The ISME Journal, 2018,12(7):1836-1845.
[16] Qiu Y X, Fan Z Y, Feng H Y, et al. Estimation of phytoplankton community composition from satellite data using a fuzzy and probabilistic combination model in mountainous reservoirs: A case of Huating Lake in spring and summer [J]. Ecological Informatics, 2025, 89:103153.
[17] Yang S M, Ma Y T, Gao J, et al. Exploring the response and prediction of phytoplankton to environmental factors in eutrophic marine areas using interpretable machine learning methods [J]. Science of The Total Environment, 2024,951:175600.
[18] 郭诗君,王小军,韩品磊,等.丹江口水库叶绿素a浓度的时空特征及影响因子分析 [J]. 湖泊科学, 2021,33(2):366-376. Guo S J, Wang X J, Han P L, et al. Spatial and temporal characteristics of chlorophyll a concentration and analysis of influencing factors in Danjiangkou Reservoir [J]. Journal of Lake Sciences, 2021,33(2): 366-376.
[19] 雷波,刘朔孺,张方辉,等.三峡水库上游长寿湖浮游藻类的季节变化特征及关键环境影响因子 [J]. 湖泊科学, 2017,29(2):369-377. Lei B, Liu S R, Zhang F H, et al. Seasonal variation characteristics of phytoplankton and key environmental influencing factors in Shouguang Lake upstream of Three Gorges Reservoir [J]. Journal of Lake Sciences, 2017,29(2):369-377.
[20] 朱广伟,金颖薇,任杰,等.太湖流域水库型水源地硅藻水华发生特征及对策分析 [J]. 湖泊科学, 2016,28(1):9-21. Zhu G W, Jin Y W, Ren J, et al. Characteristics and countermeasures of diatom bloom in reservoir-type drinking water sources in Taihu Basin [J]. Journal of Lake Sciences, 2016,28(1):9-21.
[21] 汪星,李利强,郑丙辉,等.洞庭湖浮游藻类功能群的组成特征及其影响因素研究 [J]. 中国环境科学, 2016,36(12):3766-3776. Wang X, Li L Q, Zheng B H, et al. Composition characteristics of phytoplankton functional groups and their influencing factors in Lake Dongting [J]. Chinese Environmental Science, 2016,36(12):3766- 3776.
[22] O'Donnell D R, Briland R, Budnik R R, Ludsin S A, et al. Trends in Lake Erie phytoplankton biomass and community structure during a 20-year period of rapid environmental change [J]. Journal of Great Lakes Research, 2023,49(3):672-684.
[23] Jia J J, Gao Y, Qin B Q, et al. Evolving geographical gross primary productivity patterns in global lake systems and controlling mechanisms of associated phytoplankton communities since the 1950s [J]. Earth-Science Reviews, 2022,234:104221.
[24] 赵乐乐,耿志远,贺芷慧,等.汾河水库浮游植物种群变化及其与水环境因子的关系 [J]. 湿地科学, 2024,22(04):526-535.DOI:10.13248/j.cnki.wetlandsci.2024.04.006. Zhao L L, Geng Z Y, He Z H, et al. Population changes of phytoplankton and their relationship with water environment factors in Fenhe Reservoir [J]. Wetland Science, 2024,22(4):526-535.DOI:10. 13248/j.cnki.wetlandsci.2024.04.006.
[25] Wei J L, Li Q, Liu W, et al. Changes of phytoplankton and water environment in a highly urbanized subtropical lake during the past ten years [J]. Science of The Total Environment, 2023,879:162985.
[26] Zhang Y X, Yu H X, Liu J M, et al. Analysis of water quality and the response of phytoplankton in the low-temperature environment of Majiagou Urban River, China [J]. Heliyon, 2024,10(4):e25955.
[27] 言文杰,王晓辉,石先阳.基于MIKE21的大型湖库型饮用水水源保护区划分研究——以花亭湖水库为例 [J]. 环境污染与防治, 2021, 43(1):109-114,120.DOI:10.15985/j.cnki.1001-3865.2021.01.020. Yan W J, Wang X H, Shi X Y. A study on the demarcation of drinking water source protection zones in large lakes and reservoirs based on MIKE21: A case study of Huating Lake Reservoir [J]. Environmental Pollution and Control, 2021,43(1):109-114,120.DOI:10.15985/j.cnki. 1001-3865.2021.01.020.
[28] Isabwe A, Maguire T J, Stow C A, et al. Lake Erie summer chlorophyll phenology: a Bayesian additive regression trees comparison of growth and decay phases [J]. Water Research, 2025,282:123770.
[29] Badapalli P K, Nakkala A B, Gugulothu S. Spatiotemporal assessment of hydrological degradation prone zones in the semi-arid regions: A PCA-based evaluation using spectral indices in the Tungabhadra River Basin in Kurnool District of AP, India [J]. Journal of Environmental Management, 2025,392:126820.
[30] Jia J J, Gao Y, Zhou F, et al. Identifying the main drivers of change of phytoplankton community structure and gross primary productivity in a river-lake system [J]. Journal of Hydrology, 2020,583:124633.
[31] 杨保祥,徐绮雯,何丙辉,等.基于结构方程模型的三峡库区汉丰湖叶绿素a与其关键影响因子关系识别 [J]. 湖泊科学, 2024,36(3): 708-716. Yang B X, Xu Q W, He B H, et al. Identification of the relationship between chlorophyll a and its key influencing factors in Hanfeng Lake of Three Gorges Reservoir area based on structural equation model [J]. Journal of Lake Sciences, 2024,36(3):708-716.
[32] Zhang X, Li Y, Zhao J, et al. Temporal dynamics of the Chlorophyll a-Total phosphorus relationship and algal production efficiency: Drivers and management implications [J]. Ecological Indicators, 2024, 158:111339.
[33] 孙文秀,武道吉,裴海燕,等.山东某新建水库浮游藻类的群落结构特征及其环境驱动因子 [J]. 湖泊科学, 2019,31(3):734-745. Sun W X, Wu D J, Pei H Y, et al. Phytoplankton community structure and environmental factors in a newly built reservoir, Shandong Province [J]. Journal of Lake Sciences, 2019,31(3):734-745.
[34] 东阳.降雨和土地利用对流域非点源污染的影响——以滇池流域为例 [J]. 人民长江, 2018,49(14):24-33.DOI:10.16232/j.cnki.1001- 4179.2018.14.005. Dong Y. Effects of rainfall and land use on non-point source pollution in Dianchi watershed [J]. Yangtze River, 2018,49(14):24-33.DOI:10. 16232/j.cnki.1001-4179.2018.14.005.
[35] 金晓玥,范中亚,罗千里,等.枯丰水年闸控入海河流溶解氧时空分布特征及其驱动因素 [J/OL]. 中国环境科学, 1-13[2025-07-18]. https://doi.org/10.19674/j.cnki.issn1000-6923.20250114.011. Jin X Y, Fan Z Y, Luo Q L, et al. Spatial and temporal distribution characteristics of dissolved oxygen in a controlled river and its driving factors in wet and dry years [J/OL]. China Environmental Science, 1-13[2025-07-18].https://doi.org/10.19674/j.cnki.issn1000-6923.20250114.011.
[36] 金文龙,乐晖.强降雨对昆承湖总磷浓度的影响分析 [J]. 环境保护科学, 2021,47(5):123-125+139.DOI:10.16803/j.cnki.issn.1004- 6216.2021.05.020. Jin W L, Le H. Analysis of the impact of heavy rainfall on total phosphorus concentration in Kuncheng Lake [J]. Environmental Protection Science, 2021,47(5):123-125,139.DOI:10.16803/j.cnki.issn. 1004-6216.2021.05.020.
[37] 李付宽,郑剑锋,贾泽宇,等.海河干流天津段氮磷对浮游藻类生长的影响及动力学分析 [J]. 环境工程学报, 2017,11(2):959-964. Li F K, Zheng J F, Jia Z Y, et al. Effects of nitrogen and phosphorus on the growth of phytoplankton in the Tianjin section of the Haihe River and kinetic analysis [J]. Journal of Environmental Engineering, 2017, 11(2):959-964.
[38] Yang Y, Pan J Y, Han B P, et al. The effects of absolute and relative nutrient concentrations (N/P) on phytoplankton in a subtropical reservoir [J]. Ecological Indicators, 2020,115:106466.
[39] 李亚楠,李心月,康莹,等.强降雨对密云水库水质及其浮游藻类群落结构的影响 [J]. 北京水务, 2024,(1):18-22.DOI:10.19671/j. 1673-4637.2024.01.004. Li Y N, Li X Y, Kang Y, et al. Effects of heavy rainfall on water quality and phytoplankton community structure in Miyun Reservoir [J]. Beijing Water, 2024,(1):18-22.DOI:10.19671/j.1673-4637.2024.01. 004.
[40] 葛优,周彦锋,王晨赫,等.阳澄西湖浮游藻类功能群演替特征及其与环境因子的关系 [J]. 中国环境科学, 2019,39(7):3027-3039. Ge Y, Zhou Y F, Wang C H, et al. Succession characteristics of phytoplankton functional groups and their relationships with environmental factors in Yangcheng West Lake [J]. Chinese Environmental Science, 2019,39(7):3027-3039.
[41] Zhang Y, Yu H, Liu J, et al. Investigating the differences in driving mechanisms for phytoplankton community composition under various human disturbances in cold regions [J]. Journal of Cleaner Production, 2024,461142686.
[42] Patrícia N, Fabio R M A A, et al. responses of phytoplanktonic chlorophyll-a composition to inorganic turbidity caused by mine tailings [J]. Frontiers in Environmental Science, 2022,9.
[43] Chorus I, Spijkerman E. What Colin Reynolds could tell us about nutrient limitation, N: P ratios and eutrophication control [J]. Hydrobiologia, 2020,848(1):1-17.
[44] 周妍,赵巧华,刘鹏.垂向湍流扩散和光耦合对下沉藻增长的影响——基于内陆混浊湖泊(太湖)分析 [J]. 中国环境科学, 2019, 39(2):792-801. Zhou Y, Zhao Q H, Liu P. Effects of vertical turbulent diffusion and light coupling on the growth of sinking algae—Analysis based on Taihu Lake, an inland turbid lake [J]. China Environmental Science, 2019,39(2):792-801.
PDF(1979 KB)

Accesses

Citation

Detail

Sections
Recommended

/