Abstract
Climate change and human activities are closely linked with the nutrient accumulation in sediments, but the role of influence factors and the driving mechanisms are unclear. Here, by using the generalized additive model (GAM), we investigated the contributions and driving mechanisms of climate change and human activities on TON, TN, and TP accumulation in sediments of typical lakes in the Huai River basin (Nansi Lake and Hongze Lake) from 1988 to 2018. The impacts of factors, such as air temperature (AT), real GDP per capita (GDP), population density (PD), crop sown area (CSA), artificial impervious area (AIA), and domestic sewage discharge (DSD) were considered in this study. The results of the multivariate GAM showed that the sediment variables were significantly affected by climate change in Nansi Lake, but not in Hongze Lake. AT and DSD contributed the most to the variation of sediment TOC in Nansi Lake, while the most critical factors affecting TN and TP were AT, PD and DSD. PD and CSA showed strong ability to explain the change of TOC in Hongze Lake, while CSA and DSD showed strong ability to explain the variations of TN and TP. The results show that the selected optimal multivariate GAM can well quantify the effects of climate change and human activities on nutrient enrichment in lake sediments. Effective recommendations are provided for decision-makers in developing water quality management plans to prevent eutrophication outbreaks in lake waters by targeting and controlling key factors.
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Alley RB, Marotzke J, Nordhaus WD et al. (2003) Abrupt climate change. Science 299:2005 LP–2002010. https://doi.org/10.1126/science.1081056
Bhattarai G, Srivastava P, Marzen L et al. (2008) Assessment of economic and water quality impacts of land use change using a simple bioeconomic model. Environ Manag 42:122–131. https://doi.org/10.1007/s00267-008-9111-9
Bosede AJ (2010) Economic assessment of fertilizer use and integrated practices for environmental sustainability and agricultural productivity in Sudan savannah zone, Nigeria. Afr J Agric Res 5:338–343
Chi QH, Yan MC (2007) Handbook of elemental abundance for applied geochemistry. Geological Publishing House, Beijing, China, pp 1–147
Chuai X, Chen X, Yang L et al. (2012) Effects of climatic changes and anthropogenic activities on lake eutrophication in different ecoregions. Int J Environ Sci Technol 9:503–514. https://doi.org/10.1007/s13762-012-0066-2
Cundy AB, Croudace IW, Cearreta A, Irabien MJ (2003) Reconstructing historical trends in metal input in heavily-disturbed, contaminated estuaries: studies from Bilbao, Southampton Water and Sicily. Appl Geochem 18:311–325. https://doi.org/10.1016/S0883-2927(02)00127-0
Duan H, Ma R, Xu X et al. (2009) Two-decade reconstruction of algal blooms in China’s Lake Taihu. Environ Sci Technol 43:3522–3528. https://doi.org/10.1021/es8031852
Feng Y, Tong X (2017) Calibrating nonparametric cellular automata with a generalized additive model to simulate dynamic urban growth. Environ Earth Sci 76:496. https://doi.org/10.1007/s12665-017-6828-x
Finlay JC, Small GE, Sterner RW (2013) Human influences on nitrogen removal in lakes. Science 342:247 LP–247250. https://doi.org/10.1126/science.1242575
Gao C, Gemmer M, Zeng X et al. (2010) Projected streamflow in the Huaihe River Basin (2010–2100) using artificial neural network Stoch Environ Res Risk Assess 24:685–697. https://doi.org/10.1007/s00477-009-0355-6
Gray E, Elliott JA, Mackay EB et al. (2019) Modelling lake cyanobacterial blooms: disentangling the climate-driven impacts of changing mixed depth and water temperature. Freshw Biol 64:2141–2155. https://doi.org/10.1111/fwb.13402
Güçlü YS (2018) Multiple Şen-innovative trend analyses and partial Mann-Kendall test. J Hydrol 566:685–704. https://doi.org/10.1016/j.jhydrol.2018.09.034
Guisan A, Edwards TC, Hastie T (2002) Generalized linear and generalized additive models in studies of species distributions: setting the scene. Ecol Model 157:89–100. https://doi.org/10.1016/S0304-3800(02)00204-1
Häder D-P, Barnes PW (2019) Comparing the impacts of climate change on the responses and linkages between terrestrial and aquatic ecosystems. Sci Total Environ 682:239–246. https://doi.org/10.1016/j.scitotenv.2019.05.024
Hastie T, Tibshirani R (1987) Generalized additive models: some applications. J Am Stat Assoc 82:371–386. https://doi.org/10.1080/01621459.1987.10478440
Hastie TJ (2017) Generalized additive models. London, UK: Chapman & Hall
Ihnken S, Eggert A, Beardall J (2010) Exposure times in rapid light curves affect photosynthetic parameters in algae. Aquat Bot 93:185–194. https://doi.org/10.1016/j.aquabot.2010.07.002
IPCC 2014 (2014) Climate change 2014: Impacts, adaptation, and vulnerability. Part a: Global and sectoral aspects. Cambridge: Cambridge University Press. https://doi.org/10.1017/CBO9781107415324.004
Jin XC, Tu QY (1990) Specification for Lake Eutrophication Investigation. 2nd ed. Beijing: China Environmental Science Press
Kendall MG (1948) Rank correlation methods. Griffin, London
Khan MN, Mohammad F (2014) Eutrophication: challenges and solutions BT. In: Ansari AA, Gill SS (eds.). Eutrophication: causes, consequences and control. Vol. 2. Springer Netherlands, Dordrecht, pp 1–15
Li L (2010) Studies on the distribution of organic carbon, nitrogen, phosphorous and their correlation in ChaoHu Wetland sediments. Wuhu Master Diss, Anhui Normal University, Wuhu
Liang W, Yang M (2019) Urbanization, economic growth and environmental pollution: evidence from China. Sustain Comput Inform Syst 21:1–9. https://doi.org/10.1016/j.suscom.2018.11.007
Liu AJ, Tong STY, Goodrich JA (1999) Land use as a mitigation strategy for the water-quality impacts of global warming: a scenario analysis on two watersheds in the Ohio River Basin. Environ Eng Policy 2:65–76. https://doi.org/10.1007/BF03500900
Liu Y, Deng B, Du J et al. (2019) Nutrient burial and environmental changes in the Yangtze Delta in response to recent river basin human activities. Environ Pollut 249:225–235
Liu Y, Yang L, Jiang W (2020a) Coupling coordination and spatiotemporal dynamic evolution between social economy and water environmental quality – A case study from Nansi Lake catchment, China. Ecol Indic 119:106870. https://doi.org/10.1016/j.ecolind.2020.106870
Liu Y, Yang L, Jiang W (2020b) Qualitative and quantitative analysis of the relationship between water pollution and economic growth: a case study in Nansi Lake catchment, China. Environ Sci Pollut Res 27:4008–4020. https://doi.org/10.1007/s11356-019-07005-w
Lu SL, Wu BW, Tian H et al. (2011) Spatial and temporal variability characteristics of precipitation in Huai River Basin during 1961-2005. Resour Environ Yangtze Basin 20(05):567–573
Mann HB (1945) Nonparametric tests against trend. Econometrica 13:245–259. https://doi.org/10.2307/1907187
Meyers PA (1994) Preservation of elemental and isotopic source identification of sedimentary organic matter. Chem Geol 114:289–302. https://doi.org/10.1016/0009-2541(94)90059-0
Meyers PA (2003) Applications of organic geochemistry to paleolimnological reconstructions: a summary of examples from the Laurentian Great Lakes. Org Geochem 34:261–289. https://doi.org/10.1016/S0146-6380(02)00168-7
Min JS, Kong XZ (2016) Research development of agricultural non-point source pollution in China. J Huazhong Agric Univ 2:59–66
Mooij WM, Janse JH, De Senerpont Domis LN, et al. (2007) Predicting the effect of climate change on temperate shallow lakes with the ecosystem model PCLake BT. In: Gulati RD, Lammens E, De Pauw N, Van Donk E (eds). Shallow Lakes in a Changing World. Springer Netherlands, Dordrecht, pp 443–454
Morrice JA, Danz NP, Regal RR et al. (2008) Human influences on water quality in Great Lakes coastal wetlands. Environ Manag 41:347–357. https://doi.org/10.1007/s00267-007-9055-5
Moss B, Kosten S, Meerhoff M et al. (2011) Allied attack: climate change and eutrophication. Inl Waters 1:101–105. https://doi.org/10.5268/IW-1.2.359
Müller B, Lotter AF, Sturm M, Ammann A (1998) Influence of catchment quality and altitude on the water and sediment composition of 68 small lakes in Central Europe. Aquat Sci 60:316–337. https://doi.org/10.1007/s000270050044
National Bureau of Statistics (2014) China Statistical Yearbook (online version). http://www.stats.gov.cn/tjsj/ndsj/
National Meteorological Information Centre (1998–2018) Annual data set of China’s surface climate data. http://data.cma.cn/data/cdcdetail/dataCode/SURF_CLI_CHN_MUL_YER.html
Peng X, Zhang L, Li Y et al. (2021) The changing characteristics of phytoplankton community and biomass in subtropical shallow lakes: Coupling effects of land use patterns and lake morphology. Water Res 200:117235. https://doi.org/10.1016/j.watres.2021.117235
Pya N, Wood SN (2015) Shape constrained additive models. Stat Comput 25:543–559
Ravindra K, Rattan P, Mor S, Aggarwal AN (2019) Generalized additive models: Building evidence of air pollution, climate change and human health. Environ Int 132:104987. https://doi.org/10.1016/j.envint.2019.104987
Ren GY (2005) Climate changes of China’s mainland over the past half century. Acta Meteor Sin 63:942–955
Rodríguez-Gallego L, Achkar M, Defeo O et al. (2017) Effects of land use changes on eutrophication indicators in five coastal lagoons of the Southwestern Atlantic Ocean. Estuar Coast Shelf Sci 188:116–126. https://doi.org/10.1016/j.ecss.2017.02.010
Rötter R, van de Geijn SC (1999) Climate change effects on plant growth, crop yield and livestock. Clim Change 43:651–681. https://doi.org/10.1023/A:1005541132734
Rui X, Zhi C, Yun Z (2012) Impact assessment of climate change on algal blooms by a parametric modeling study in Han River. J Resour Ecol 3:209–219. https://doi.org/10.5814/j.issn.1674-764x.2012.03.003
Schiedek D, Sundelin B, Readman JW, Macdonald RW (2007) Interactions between climate change and contaminants. Mar Pollut Bull 54:1845–1856. https://doi.org/10.1016/j.marpolbul.2007.09.020
Staal M, Meysman FJR, Stal LJ (2003) Temperature excludes N2-fixing heterocystous cyanobacteria in the tropical oceans. Nature 425:504–507. https://doi.org/10.1038/nature01999
Sun Y, Zhu W, Liu D et al. (2019) Precipitation climatically features over the Huai River Basin, China. Dyn Atmos Ocean 86:104–115. https://doi.org/10.1016/j.dynatmoce.2019.03.006
Tian C, Pei H, Hu W, Xie J (2012) Variation of cyanobacteria with different environmental conditions in Nansi Lake, China. J Environ Sci 24:1394–1402. https://doi.org/10.1016/S1001-0742(11)60964-9
Tian L, Yan Z, Wang C et al. (2021) Habitat heterogeneity induces regional differences in sediment nitrogen fixation in eutrophic freshwater lake. Sci Total Environ 772:145594. https://doi.org/10.1016/j.scitotenv.2021.145594
Wan J, Yuan X, Han L, et al. (2020) Characteristics and distribution of organic phosphorus fractions in the surface sediments of the inflow rivers around Hongze Lake, China. Int. J. Environ. Res. Public Health. 17:648
Wang F, Ge Q, Wang S et al. (2015a) A new estimation of urbanization’s contribution to the warming trend in China. J Clim 28:8923–8938. https://doi.org/10.1175/JCLI-D-14-00427.1
Wang KQ, Zeng Y, Xue ZQ et al. (2012) Change trend of temperaure and precipitation in Huaihe River Basin from 1961 to 2008. J Meteorological Sci 32:671–677
Wang LJ, Zeng XG, Duan CR et al. (2020) Analysis on influencing factors of heavy metal pollution in sediments of Poyang Lake based on STIRPAT Model. Zhongguo Huanjing Kexue/China. Environ Sci 40:3683–3692
Wang X, Sun D, Yao T (2016) Climate change and global cycling of persistent organic pollutants: a critical review. Sci China Earth Sci 59:1899–1911. https://doi.org/10.1007/s11430-016-5073-0
Wang Y, Chen X, Yan F (2015b) Spatial and temporal variations of annual precipitation during 1960–2010 in China. Quat Int 380–381:5–13. https://doi.org/10.1016/j.quaint.2014.12.047
Wood SN, Pya N, Säfken B (2016) Smoothing parameter and model selection for general smooth models. J Am Stat Assoc 111:1548–1563. https://doi.org/10.1080/01621459.2016.1180986
Woznicki SA, Nejadhashemi AP, Tang Y, Wang L (2016) Large-scale climate change vulnerability assessment of stream health. Ecol Indic 69:578–594. https://doi.org/10.1016/j.ecolind.2016.04.002
Wu Q, Xia X, Li X, Mou X (2014) Impacts of meteorological variations on urban lake water quality: a sensitivity analysis for 12 urban lakes with different trophic states. Aquat Sci 76:339–351. https://doi.org/10.1007/s00027-014-0339-6
Xia X, Wu Q, Zhu B et al. (2015) Analyzing the contribution of climate change to long-term variations in sediment nitrogen sources for reservoirs/lakes. Sci Total Environ 523:64–73. https://doi.org/10.1016/j.scitotenv.2015.03.140
Xiang SL, Zhu MYZGH (2014) Pollution characteristics of nitrogen and phosphorus in sediment of the eastern bays of Lake Taihu with aquatic macrophytes. Acta Sedementologica Sin 32(6):1083–1088
Yan X, Xu X, Wang M et al. (2017) Climate warming and cyanobacteria blooms: looks at their relationships from a new perspective. Water Res 125:449–457. https://doi.org/10.1016/j.watres.2017.09.008
Yang X, Warren R, He Y et al. (2018) Impacts of climate change on TN load and its control in a River Basin with complex pollution sources. Sci Total Environ 615:1155–1163. https://doi.org/10.1016/j.scitotenv.2017.09.288
Yee TW, Mitchell ND (1991) Generalized additive models in plant ecology. J Veg Sci 2:587–602. https://doi.org/10.2307/3236170
Yu Q, Wang F, Yan W, et al. (2018) Carbon and nitrogen burial and response to climate change and anthropogenic disturbance in Chaohu Lake, China. Int J Environ Res Public Health 15. https://doi.org/10.3390/ijerph15122734
Zhai X, Xia J, Zhang Y (2014) Water quality variation in the highly disturbed Huai River Basin, China from 1994 to 2005 by multi-statistical analyses. Sci Total Environ 496:594–606. https://doi.org/10.1016/j.scitotenv.2014.06.101
Zhang C, Zhang W, Huang Y, Gao X (2017a) Analysing the correlations of long-term seasonal water quality parameters, suspended solids and total dissolved solids in a shallow reservoir with meteorological factors. Environ Sci Pollut Res 24:6746–6756
Zhang H, Huo S, Yeager KM et al. (2019a) Apparent relationships between anthropogenic factors and climate change indicators and POPs deposition in a lacustrine system. J Environ Sci 83:174–182. https://doi.org/10.1016/j.jes.2019.03.024
Zhang H, Huo S, Yeager KM et al. (2019b) Phytoplankton response to climate changes and anthropogenic activities recorded by sedimentary pigments in a shallow eutrophied lake. Sci Total Environ 647:1398–1409
Zhang H, Shan B (2008) Historical distribution and partitioning of phosphorus in sediments in an agricultural watershed in the Yangtze-Huaihe Region, China. Environ Sci Technol 42:2328–2333. https://doi.org/10.1021/es0720208
Zhang J, Zhi M (2020) Effects of basin nutrient discharge variations coupled with climate change on water quality in Lake Erhai, China. Environ Sci Pollut Res 27:43700–43710. https://doi.org/10.1007/s11356-020-09179-0
Zhang M, Chu E, Xu M et al. (2015) Temporal and spatial variation analysis on nutritive salt of Hongze Lake. Environ Eng Res 20:19–24. https://doi.org/10.4491/eer.2014.077
Zhang W, Ming Q, Shi Z, et al. (2014) Lake sediment records on climate change and human activities in the Xingyun Lake catchment, SW China. PLoS One 9:. https://doi.org/10.1371/journal.pone.0102167
Zou L, Xia J, She D (2018) Analysis of impacts of climate change and human activities on hydrological drought: a case study in the Wei River Basin, China. Water Resour Manag 32:1421–1438
Zunya W, Yihui D, Jinhai H, Jun Y (2004) An updating analysis of the climate change in China in recent 50 years. Acta Meteorol Sin 62:228–236
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This work was sponsored by the Special Fund for the Central Universities to Build World-First-Class Universities (in Disciplines) and for Guidance of Characteristic Development (16XNL004).
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Wang, L., Zeng, X. & Yu, H. Association between Lake Sediment Nutrients and Climate Change, Human Activities: A Time-Series Analysis. Environmental Management 70, 117–133 (2022). https://doi.org/10.1007/s00267-022-01599-7
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DOI: https://doi.org/10.1007/s00267-022-01599-7