四湖总干渠溶解氧季节性异常特征与成因分析

黎睿, 汤显强, 胡艳平, 王丹阳, 郭栋帆, 翟文亮, 杨勇

中国环境科学 ›› 2025, Vol. 45 ›› Issue (5) : 2816-2826.

PDF(2127 KB)
PDF(2127 KB)
中国环境科学 ›› 2025, Vol. 45 ›› Issue (5) : 2816-2826.
环境生态

四湖总干渠溶解氧季节性异常特征与成因分析

  • 黎睿1,2, 汤显强1,2, 胡艳平1,2, 王丹阳1,2, 郭栋帆1, 翟文亮1,2, 杨勇3
作者信息 +

Spatial-temporal distribution characteristics of dissolved oxygen and its causes in Sihu Canal

  • LI Rui1,2, TANG Xian-qiang1,2, HU Yan-ping1,2, WANG Dan-yang1,2, GUO Dong-fan1, ZHAI Wen-liang1,2, YANG Yong3
Author information +
文章历史 +

摘要

平原水网地区水体溶解氧(DO)偏低已成为一个普遍的现象.为揭示平原水网地区溶解氧异常成因,以全国最重要的淡水养殖区汉江流域四湖总干渠为例,分析了2010~2023年四湖总干渠水质时空变化规律,调查监测了四湖总干渠DO、水体和沉积物中营养盐空间分布特征,采用随机森林模型等方法分析了水温、氨氮及流量等参数对水体溶解氧的影响.结果表明:四湖总干渠水体溶解氧(DO)存在明显的季节性波动,年内呈“V”型分布,汛期DO浓度相对较低,非汛期基本满足地表水Ⅲ类水要求.2021年四湖总干渠水体缺氧(DO<2mg/L)状况突出,运粮湖、新河村和新滩断面年缺氧天数分别为79,116和96d.汛期四湖总干渠在中上游河段存在明显的低氧区,DO浓度仅为2.61~3.22mg/L.自2010年以来四湖总干渠水质长期处于Ⅳ~劣Ⅴ类,主要超标因子为DO、高锰酸盐指数、氨氮、总磷.四湖总干渠沉积物总氮含量为857.70~2846.87mg/kg,TP含量为545.99~2475.59mg/kg,沉积物处于轻-中度污染状态,支渠污染重于干渠.随机森林模型能够较好的预测水体DO,拟合系数R2达0.995,均方根误差RMSE仅为0.2085.随机森林模型分析表明水温对DO影响相对重要性均超过35%,其他影响因素依次为pH值、氨氮、电导率、浊度、流量等.为改善四湖总干渠DO汛期异常状况,需加强流域系统治理,改善虾稻和水产养殖排水水质,优化泵站调度运行方式.

Abstract

Hypoxia has become a prevalent phenomenon in the plain river network region. To reveal the causes of hypoxia in these regions, the Sihu Canal in the Hanjiang River Basin, one of China's most important freshwater aquaculture areas, was selected as a case study. The spatiotemporal variations in water quality, including dissolved oxygen (DO) and nutrients, were analyzed for the period 2010~2023, and the spatial distribution of nutrients in water and sediments were investigated. The impact of parameters such as water temperature, ammonia nitrogen, and flow on DO levels in the water was evaluated using a Random Forest model. The results indicated significant seasonal fluctuation in DO levels, which exhibited a 'V'-shaped pattern throughout the year. DO concentrations were relatively low during flood seasons, while during non-flood seasons the requirements for Class III surface water quality were generally satisfied. In 2021, severe hypoxia (DO<2mg/L) was observed, with the annual hypoxic days amounting to 79, 116, and 96 at the Yunlianghu, Xinhecun, and Xintan sections respectively. Evident hypoxic zones were identified in the mid- and upstream sections of the Sihu Canal, where DO concentrations ranged from 2.61 to 3.22mg/L. From 2010 to 2023, the water quality of the Sihu Canal consistently ranged from Class IV to Class V, with occasional further deterioration recorded. The main parameters exceeding the standards were identified as DO, permanganate index, ammonia nitrogen, and total phosphorus. The total nitrogen and phosphorus contents in the sediments ranged from 857.70 to 2846.87mg/kg, and 545.99 to 2475.59mg/kg, respectively, indicating that the sediments were subjected to mild to moderate pollution, with tributaries being more polluted than the main canal. High accuracy in predicting DO levels was demonstrated by the Random Forest model, which yielded an R2 of 0.995 and an RMSE of 0.2085. Water temperature had a relative importance exceeding 35% in influencing DO levels, followed by pH, ammonia nitrogen, conductivity, turbidity, and flow. To mitigate the hypoxic conditions during flood seasons, it was recommended that the systematic management of the basin be strengthened, the water quality of shrimp-rice and aquaculture drainage systems be improved, and the operation and scheduling of pump stations be optimized.

关键词

平原水网区 / 缺氧 / 溶解氧 / 四湖总干渠 / 随机森林

Key words

dissolved oxygen / hypoxia / plain river network region / random forest / Sihu Canal

引用本文

导出引用
黎睿, 汤显强, 胡艳平, 王丹阳, 郭栋帆, 翟文亮, 杨勇. 四湖总干渠溶解氧季节性异常特征与成因分析[J]. 中国环境科学. 2025, 45(5): 2816-2826
LI Rui, TANG Xian-qiang, HU Yan-ping, WANG Dan-yang, GUO Dong-fan, ZHAI Wen-liang, YANG Yong. Spatial-temporal distribution characteristics of dissolved oxygen and its causes in Sihu Canal[J]. China Environmental Science. 2025, 45(5): 2816-2826
中图分类号: X703.5   

参考文献

[1] Prakash R K, Seockheon L, Young-Soo L, et al. Application of water quality indices and dissolved oxygen as indicators for river water classification and urban impact assessment[J]. Environmental Monitoring and Assessment, 2007,132:93-110.
[2] Zhi W, Feng D, Tsai W, et al. From hydrometeorology to river water quality: Can a deep learning model predict dissolved oxygen at the continental scale?[J]. Environmental Science& Technology, 2021, 55(4):2357-2368.
[3] 王春,刘军,谢鑫苗,等.南京市地表水溶解氧分布特征及低氧成因初探-以外秦淮河七桥瓮为例[J].环境监控与预警, 2022,14(3): 63-69. Wang C, Liu J, Xie X M, et al. Research on the distribution of dissolved oxygen and causes of low oxygen in the surface water of Nanjing: a case study of Qiqiaoweng in Waiqinhuai River[J]. Environmental Monitoring and Forewarning, 2022,14(3):63-69.
[4] Bao Y, Ji C, Zhang B. Prediction of dissolved oxygen content changes based on two-dimensional behavior features of fish school and T–S fuzzy neural network[J]. Water Science and Engineering, 2022,15(3):210-217.
[5] Deborah V C. Water quality assessments: a guide to the use of biota, sediments and water in environmental monitoring[M]. 2nd ed. London: CRC Press, 1996.
[6] Li D, Zhang J, Huang D, et al. Oxygen depletion off the Changjiang (Yangtze River) Estuary[J]. Science in China Series D: Earth Sciences, 2002,45(12):1137-1146.
[7] 杜彦良,刘小蔚,刘晓波,等.大型分层水库翻库特性及溶解氧响应研究[J].水利学报, 2023,54(7):785-793,805. Du Y L, Liu X W, Liu X B, et al. Turnover characteristics of dissloved oxygen responses in a large stratified reservoir[J]. Shuili Xuebao, 54(7):785-793,805.
[8] Zhi W, Klingler C, Liu J, et al. Widespread deoxygenation in warming rivers[J]. Nature Climate Change, 2023,13(10):1105-1113.
[9] Blaszczak J R, Lauren E. Koenig, Mejia F H, et al. Extent, patterns, and drivers of hypoxia in the world's streams and rivers[J]. Limnology and Oceanography Letters, 2023,8(3):453-463.
[10] 文刚,王硕,曹瑞华,等.湖库温跃层溶解氧最小值的形成原因、衍生的生态风险及控制研究进展[J].湖泊科学, 2022,34(3):711-726. Wen G, Wang S, Cao R H, et al. A review of the formation causes, ecological risks and water quality responses of metalimnetic oxygen minmum in lakes and reservoirs[J]. Journal of Lake Science, 2022, 34(3):711-726.
[11] Zhi W, Ouyang W, Shen C, et al. Temperature outweighs light and flow as the predominant driver of dissolved oxygen in US rivers[J]. Nature Water, 2023,1(3):249-260.
[12] 丁淼,金梦,兰亚琼,等.基于3DEMMs-PARAFAC技术的运河桐乡水源地夏季低溶解氧成因研究[J].环境化学, 2023,42(6):1933-1944. Ding M, Jin M, Lan Y Q, et al. Study on the low dissloved oxygen in summer in Tongxiang water source of Canal based on 3DEMMs- PARAFAC technology[J]. Environmental Chemistry, 2023,42(6):1933-1944.
[13] Lv S, Li X, Wang R, et al. Autochthonous sources and drought conditions drive anomalous oxygen-consuming pollution increase in a sluice-controlled reservoir in eastern China[J]. Science of the Total Environment, 2022,841:156739.
[14] Xu Y, Zhou T, Su Y, et al. How anthropogenic factors influence the dissolved oxygen in surface water over three decades in eastern China?[J]. Journal of Environmental Management, 2023,326:116828.
[15] Zhang W, Rong N, Jin X, et al. Dissolved oxygen variation in the North China Plain river network region over 2011~2020 and the influencing factors[J]. Chemosphere, 2022,287:132354.
[16] Carter A M, Blaszczak J R, Heffernan J B, et al. Hypoxia dynamics and spatial distribution in a low gradient river[J]. Limnology and Oceanography, 2021,66(6):2251-2265.
[17] Hutchins M G, Qu Y, Charlton M B. Successful modelling of river dissolved oxygen dynamics requires knowledge of stream channel environments[J]. Journal of Hydrology, 2021,603:126991.
[18] 刘小东.潜江市稻虾田时空格局演变及对生态环境的影响[D].武汉:华中师范大学, 2021. Liu X D. Evoluation of temporal and spatial pattern of rice and crayfish fields in Qianjiang City and its impact on ecological environment[D]. Wuhan: Central China Normal University, 2021.
[19] 华玲玲,张富林,翟丽梅,等.江汉平原水稻季灌排单元沟渠中氮磷变化特征及其环境风险[J].环境科学, 2018,39(6):2715-2723. Hua L L, Zhang F L, Zhai L L, et al. Characteristics of nitrogen and phosphorus concentration dynamics in natural ditches under an irrigation-drainage unit in the Jianghan Plain[J]. Environmental Science, 2018,39(6):2715-2723.
[20] 国家环境保护总局.水和废水监测分析方法[M].(第四版).北京:中国环境科学出版社, 2002. State Environmental Protection Administration. Standard methods for the examination of water and wastewater (4th Edition)[M]. Beijing: China Environmental Science Press, 2002.
[21] 于莉莉,钟晔,孙福红,等.pH值对滇池水体溶解性有机质(DOM)光降解作用的影响[J].光谱学与光谱分析, 2019,39(8):2533-2539. Yu L L, Zhong Y, Sun F H, et al. Effects of pH on the PhotoDegradation of dissloved organic matter (DOM) from Dianchi Lake[J]. Spectroscopy and Spectral Alysis, 2019,39(8):2533-2539.
[22] 张嘉雯,魏健,刘利,等.衡水湖沉积物营养盐形态分布特征及污染评价[J].环境科学, 2020,41(12):5389-5399. Zhang J W, Wei J, Liu L, et al. Distribution characteristics and pollution assessment of nutrients in Hengshui Lake sediments[J]. Environmental Science, 2020,41(12):5389-5399.
[23] 唐金勇,尹月鹏,曹熙,等.沉积物磷形态空间分布特征及释放风险评估-以沱江流域为例[J].中国环境科学, 2022,42(9):4264-4273. Tang J Y, Cao Y P, Cao X, et al. Spatial distribution characteristics and release risk assessment of phosphorus forms in sediments: A case study of the Tuojiang River Basin[J]. China Environmental Science, 2022,42(9):4264-4273.
[24] 黄炜惠,马春子,李文攀,等.我国地表水溶解氧时空变化及其对全球变暖的响应[J].环境科学学报, 2021,41(5):1970-1980. Huang W H, Ma C Z, Li W P, et al. Spatial temporal variations of dissolved oxygen and their response to global warming in China[J]. Acta ScientiaeCircumstantiae, 2021,41(5):1970-1980.
[25] 袁赛波,赵彬洁,王红丽,等.汤逊湖沉积物营养盐污染特征评价及治理策略[J].长江流域资源与环境, 2022,31(12):2729-2742. Yuan S B, Zhao B J, Wang H L, et al. Nutrients pollution characteristic assessment and treatment strategy in sediments of Tangxun Lake[J]. Resources and Environment in the Yangtze Basin, 2022,31(12):2729-2742.
[26] 卢鋆镆,曾穗平,曾坚,等.基于随机森林的高分辨率PM2.5浓度时空变化模拟——以中原城市群核心区为例[J].中国环境科学, 2023,43(7):3299-3311. Lu J M, Zeng S P, Zeng J, et al. High resolution simulation of temporal and spatial variation of PM2.5 concentration based on random forest-A case study of Central Plains Urban Agglomeration Core Area[J]. China Environmental Science, 2023,43(7):3299-3311.
[27] 李晓瑛,王华,王屹晴,等.基于机器学习的长江口溶解氧预测模型与评估[J].环境科学, 2024,45(12):7123-7133. Li X Y, Wang H, Wang Y Q, et al. Machine Learning-based Dissolved Oxygen Prediction Modeling and Evaluation in the Yangtze River Estuary[J]. Environmental Science, 2024,45(12):7123-7133.
[28] Bocaniov S A, Leon L F, Rao Y R, et al. Simulating the effect of nutrient reduction on hypoxia in a large lake (Lake Erie, USA-Canada) with a three-dimensional lake model[J]. Journal of Great Lakes Research, 2016,42(6):1228-1240.
[29] Rixen T, Baum A, Sepryani H, et al. Dissolved oxygen and its response to eutrophication in a tropical black water river[J]. Journal of Environmental Management, 2010,91(8):1730-1737.
[30] 薛莲,金卫斌,艾天成,等.湖北四湖流域农田排水沟渠水质评价[J].长江流域资源与环境, 2010,19(S1):79-84. Xue L, Jin W B, Ai T C, et al. Water quality evaluation of agriculture drainage ditches in four lakes region of hubei province[J]. Resources and Environment in the Yangtze Basin, 2010,19(S1):79-84.
[31] 胡梦辰,朱滔,蒋青松,等.滇池溶解氧浓度变化的氮磷循环响应模拟研究[J].北京大学学报(自然科学版), 2021,57(3):481-488. Hu M C, Zhu T, Jiang Q S, et al. Simulation study on nitrogen and phosphorus reycling response of changing dissolved oxygen concentration in Lake Dianchi[J]. Acta Scientiarum Naturalium Universitatis Pekinensis, 2021,57(3):481-488.
[32] 田月明,卢碧林,郑林章.江汉平原集约农区水体氮通量分析[J].湖北农业科学, 2013,52:4611-4614,4618. Tian Y M, Lu B L, Zheng L Z. Analysis of water nitrogen fluxes of intensive agricultural field in Jianghan Plain[J]. Hubei Agricultural Sciences, 2013,52:4611-4614,4618.
[33] 范鲁晔,顾文权,邵东国,等.江汉平原河湖水系连通性评价研究[J].中国农村水利水电, 2023,8:111-119. Fan L Y, Gu W Q, Shao D G, et al. Research on the connectivity evaluation of river and lake systems in Jianghan Plains[J]. China Rural Water and Hydropower, 2023,8:111-119.
[34] 叶紫,陈伟亚.江汉平原河网区河渠水环境容量研究[J].环境科学与技术, 2010,33(6E):297-300. Ye Z, Chen W Y. Research of water environment capacity of Jianghan Plain River network's graffs[J]. Environmental Science& Technology, 2010,33(6E):297-300.
[35] 王菊,吴琼,罗欢,等.东江北干流溶解氧时空分布特征及影响因素探讨[J].长江科学院院报, 2024,41(3):37-44. Wang J, Wu Q, Luo H, et al. Spatial-temporal distribution and influencing factors of dissolved oxygen in the north mainstream of Dongjiang River[J]. Journal of Changjiang River Scientific Research Institute, 2024,41(3):37-44.
[36] Shen X M, Cai Y P, Su M R, et al. High discharge intensified low net ecosystem productivity, hypoxia, and acidification at three outlets of the Pearl River Estuary, China[J]. Water Research, 2022,214,118171.
[37] Cisowska I, Hutchins M G. The effect of weirs on nutrient concentrations[J]. Science of the Total Environment, 2016,542:997-1003.
[38] 肖中东.荆州市四湖流域乡镇和农村生活污水处理现状与对策[J].现代农业科技, 2017,23:155-157. Xiao Z D. Current situation and countermeasure of township and rural domestic sewage treatment in Sihu Basin of Jingzhou City[J]. Modern Agricultural Science and Technology, 2017,23:155-157.
[39] 杨坤,胡星明,卢文轩.巢湖流域水产养殖尾水水质分析与评价[J].生物学杂志, 2023,40(1):85-90. Yang K, Hu X M, Lu W X. Analysis and evaluation of water quality of aquaculture tail water of Chaohu Lake basin[J]. Journal of Biology, 2023,40(1):85-90.
[40] 李海斌,谢发之,李国莲,等.南漪湖上覆水溶解性有机质的光谱特征[J].中国环境科学, 2022,42(7):3306-3315. Li H B, Xie F Z, Li G L, et al. Spectral characteristics of dissolved organic matter in the overlying water from Nanyi Lake[J]. China Environmental Science, 2022,42(7):3306-3315.
[41] 刘德鸿,余居华,钟继承,等.太湖流域典型河网水体氮磷负荷及迁移特征[J].中国环境科学, 2016,36(1):125-132. Liu D H, Yu J H, Zhong J C, et al. Characteristics of nitrogen and phosphorus loading and migration in typical river networks in Taihu lake basin[J]. China Environmental Science, 2016,36(1):125-132.
[42] Pant N, Toshniwal D, Gurjar B R. Short-term forecasting of dissolved oxygen based on spatial-temporal attention mechanism and kernel-based loss function[J]. Journal of Water Process Engineering, 2025,69,106677.
[43] Ma R C, Chen Z, Wang B, et al. Spatiotemporal variations and controlling mechanism of low dissolved oxygen in a highly urbanized complex river system[J]. Journal of Hydrology: Regional Studie, 2024,52,101691.
[44] Shi L L, Gao C, Wang T, et al. Information extraction of seasonal dissolved oxygen in urban water bodies based on machine learning using sentinel-2imagery: An open access application in Baiyangdian Lake[J]. Ecological Informatics, 2024,82,102782.
[45] Bernhardt E S, Savoy P, Vlah M J, et al. Light and flow regimes regulate the metabolism of rivers[J]. Proceedings of the National Academy of Sciences of the United States of America, 2022, 119(8) e2121976119.
[46] Wang S, Flipo N, Romary T. Oxygen data assimilation for estimating micro-organism communities’ parameters in river systems[J]. Water Research, 2019,165:115021.
[47] 李天生,邹朝望.江汉平原水网水生态治理对策探讨[C] //中国水利学会.中国水利学会2021学术年会论文集第五分册.郑州:黄河水利出版社, 2021:400-403. Li T S, Zou C W. Exploration of countermeasures for aquatic ecological governance in the water network of Jianghan Plain[C] // Proceedings of the 2021 Annual Conference of the Chinese Hydraulic Engineering Society (Volume 5). zhengzhou: the Yellow River Water Conservancy Press, 2021:400-403.
[48] Blaszczak Joanna R, Koenig Lauren E, Mejia Francine H, et al. Extent, patterns, and drivers of hypoxia in the world's streams and rivers[J]. Limnology and Oceanography Letters, 2023,8(3):453-463.
[49] 陈帅,莫彩芬,李艳蔷,等.洪湖水质时空特征及污染驱动力分析[J].环境污染与防治, 2019,41(4):421-425. Chen S, Mo C F, Li Y Q, et al. Spatio-temporal characterist ics of water quality and the pollution driving forces of Honghu Lake[J]. Environmental Pollution& Control, 2019,41(4):421-425.
[50] 陈玲,范先鹏,黄敏,等.江汉平原稻虾轮作模式地表径流氮、磷流失特征[J].农业环境科学学报, 2022,41(7):1520-1530. Chen L, Fan X L, Huang M, et al. Characteristics of nitrogen and phosphorus loss in surface runoff under the rice-crawfish rotation system in the Jianghan Plain, China[J]. Journal of Agro-Environment Science, 2022,41(7):1520-1530.
[51] Lajaunie-Salla K, Sottolichio A, Schmidt S, et al. Comparing the efficiency of hypoxia mitigation strategies in an urban, turbid tidal river via a coupled hydro-sedimentary–biogeochemical model[J]. Natural Hazards and Earth System Sciences, 2019,19(11):2551-2564.

基金

国家重点研发专项(2022YFC3201902);中央级公益性科研院所基本科研业务费专项(CKSF2024327/SH)

PDF(2127 KB)

Accesses

Citation

Detail

段落导航
相关文章

/